5100009@unknown@formal@none@1@S@Assuming that the 23rd amino acid is also encoded by a stop codon, we systematically predicted proteins that contain stop-codon-encoded amino acids from 191 prokaryotic genomes.@(((:tag . "VBG") (:stem . "assume") (:form . "Assuming") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 13) (:start . 9)\n (:id . 43))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 17) (:start . 14)\n (:id . 44))\n ((:tag . "JJ") (:stem . "23rd") (:form . "23rd") (:end . 22) (:start . 18)\n (:id . 45))\n ((:tag . "NN") (:stem . "amino") (:form . "amino") (:end . 28) (:start . 23)\n (:id . 46))\n ((:tag . "NN") (:stem . "acid") (:form . "acid") (:end . 33) (:start . 29)\n (:id . 47))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 36) (:start . 34)\n (:id . 48))\n ((:tag . "RB") (:stem . "also") (:form . "also") (:end . 41) (:start . 37)\n (:id . 49))\n ((:tag . "VBN") (:stem . "encode") (:form . "encoded") (:end . 49)\n (:start . 42) (:id . 50))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 52) (:start . 50)\n (:id . 51))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 54) (:start . 53)\n (:id . 52))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 59) (:start . 55)\n (:id . 53))\n ((:tag . "NN") (:stem . "codon") (:form . "codon") (:end . 65) (:start . 60)\n (:id . 54))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 66) (:start . 65)\n (:id . 55))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 69) (:start . 67)\n (:id . 56))\n ((:tag . "RB") (:stem . "systematically") (:form . "systematically")\n (:end . 84) (:start . 70) (:id . 57))\n ((:tag . "VBD") (:stem . "predict") (:form . "predicted") (:end . 94)\n (:start . 85) (:id . 58))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 103)\n (:start . 95) (:id . 59))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 108) (:start . 104)\n (:id . 60))\n ((:tag . "VBP") (:stem . "contain") (:form . "contain") (:end . 116)\n (:start . 109) (:id . 61))\n ((:tag . "JJ") (:stem . "stop-codon-encoded") (:form . "stop-codon-encoded")\n (:end . 135) (:start . 117) (:id . 62))\n ((:tag . "JJ") (:stem . "amino") (:form . "amino") (:end . 141)\n (:start . 136) (:id . 63))\n ((:tag . "NNS") (:stem . "acid") (:form . "acids") (:end . 147)\n (:start . 142) (:id . 64))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 152) (:start . 148)\n (:id . 65))\n ((:tag . "CD") (:stem . "191") (:form . "191") (:end . 156) (:start . 153)\n (:id . 66))\n ((:tag . "JJ") (:stem . "prokaryotic") (:form . "prokaryotic") (:end . 168)\n (:start . 157) (:id . 67))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 176)\n (:start . 169) (:id . 68))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 177) (:start . 176)\n (:id . 69)))@@@1@28@((:hcues ((:id . :x1.10.1) (:span 0 8)))\n (:hscopes ((:id . :x1.10.1) (:span 0 65)))\n (:identifiers (:sid . :s1.10) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100019@unknown@formal@none@1@S@Two such amino acids have been discovered to date: selenocysteine 34 and pyrrolysine 56.@(((:tag . "CD") (:stem . "two") (:form . "Two") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "such") (:form . "such") (:end . 8) (:start . 4)\n (:id . 43))\n ((:tag . "JJ") (:stem . "amino") (:form . "amino") (:end . 14) (:start . 9)\n (:id . 44))\n ((:tag . "NNS") (:stem . "acid") (:form . "acids") (:end . 20) (:start . 15)\n (:id . 45))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 25) (:start . 21)\n (:id . 46))\n ((:tag . "VBN") (:stem . "be") (:form . "been") (:end . 30) (:start . 26)\n (:id . 47))\n ((:tag . "VBN") (:stem . "discover") (:form . "discovered") (:end . 41)\n (:start . 31) (:id . 48))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 44) (:start . 42)\n (:id . 49))\n ((:tag . "NN") (:stem . "date") (:form . "date") (:end . 49) (:start . 45)\n (:id . 50))\n ((:tag . ":") (:stem . ":") (:form . ":") (:end . 50) (:start . 49)\n (:id . 51))\n ((:tag . "NN") (:stem . "selenocysteine") (:form . "selenocysteine")\n (:end . 65) (:start . 51) (:id . 52))\n ((:tag . "CD") (:stem . "34") (:form . "34") (:end . 68) (:start . 66)\n (:id . 53))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 72) (:start . 69)\n (:id . 54))\n ((:tag . "NN") (:stem . "pyrrolysine") (:form . "pyrrolysine") (:end . 84)\n (:start . 73) (:id . 55))\n ((:tag . "CD") (:stem . "56") (:form . "56") (:end . 87) (:start . 85)\n (:id . 56))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 88) (:start . 87)\n (:id . 57)))@@@1@16@((:identifiers (:sid . :s1.20) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100029@unknown@formal@none@1@S@Because genome sequences of various prokaryotes are available today, there will be a chance to discover the novel amino acid via analysis of these genomes.@(((:tag . "IN") (:stem . "because") (:form . "Because") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "NN") (:stem . "genome") (:form . "genome") (:end . 14) (:start . 8)\n (:id . 43))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 24)\n (:start . 15) (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 27) (:start . 25)\n (:id . 45))\n ((:tag . "JJ") (:stem . "various") (:form . "various") (:end . 35)\n (:start . 28) (:id . 46))\n ((:tag . "NNS") (:stem . "prokaryote") (:form . "prokaryotes") (:end . 47)\n (:start . 36) (:id . 47))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 51) (:start . 48)\n (:id . 48))\n ((:tag . "JJ") (:stem . "available") (:form . "available") (:end . 61)\n (:start . 52) (:id . 49))\n ((:tag . "NN") (:stem . "today") (:form . "today") (:end . 67) (:start . 62)\n (:id . 50))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 68) (:start . 67)\n (:id . 51))\n ((:tag . "EX") (:stem . "there") (:form . "there") (:end . 74) (:start . 69)\n (:id . 52))\n ((:tag . "MD") (:stem . "will") (:form . "will") (:end . 79) (:start . 75)\n (:id . 53))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 82) (:start . 80)\n (:id . 54))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 84) (:start . 83)\n (:id . 55))\n ((:tag . "NN") (:stem . "chance") (:form . "chance") (:end . 91)\n (:start . 85) (:id . 56))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 94) (:start . 92)\n (:id . 57))\n ((:tag . "VB") (:stem . "discover") (:form . "discover") (:end . 103)\n (:start . 95) (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 107) (:start . 104)\n (:id . 59))\n ((:tag . "JJ") (:stem . "novel") (:form . "novel") (:end . 113)\n (:start . 108) (:id . 60))\n ((:tag . "JJ") (:stem . "amino") (:form . "amino") (:end . 119)\n (:start . 114) (:id . 61))\n ((:tag . "NN") (:stem . "acid") (:form . "acid") (:end . 124) (:start . 120)\n (:id . 62))\n ((:tag . "IN") (:stem . "via") (:form . "via") (:end . 128) (:start . 125)\n (:id . 63))\n ((:tag . "NN") (:stem . "analysis") (:form . "analysis") (:end . 137)\n (:start . 129) (:id . 64))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 140) (:start . 138)\n (:id . 65))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 146)\n (:start . 141) (:id . 66))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 154)\n (:start . 147) (:id . 67))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 155) (:start . 154)\n (:id . 68)))@@@1@27@((:identifiers (:sid . :s1.30) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100039@unknown@formal@none@1@S@By enumerating ORFs that have an inframe stop codon from genomes and examining their evolutionary conservation, candidate proteins can be predicted.@(((:tag . "IN") (:stem . "by") (:form . "By") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBG") (:stem . "enumerate") (:form . "enumerating") (:end . 14)\n (:start . 3) (:id . 43))\n ((:tag . "NNS") (:stem . "orf") (:form . "ORFs") (:end . 19) (:start . 15)\n (:id . 44))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 24) (:start . 20)\n (:id . 45))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 29) (:start . 25)\n (:id . 46))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 32) (:start . 30)\n (:id . 47))\n ((:tag . "NN") (:stem . "inframe") (:form . "inframe") (:end . 40)\n (:start . 33) (:id . 48))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 45) (:start . 41)\n (:id . 49))\n ((:tag . "NN") (:stem . "codon") (:form . "codon") (:end . 51) (:start . 46)\n (:id . 50))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 56) (:start . 52)\n (:id . 51))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 64)\n (:start . 57) (:id . 52))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 68) (:start . 65)\n (:id . 53))\n ((:tag . "VBG") (:stem . "examine") (:form . "examining") (:end . 78)\n (:start . 69) (:id . 54))\n ((:tag . "PRP$") (:stem . "their") (:form . "their") (:end . 84)\n (:start . 79) (:id . 55))\n ((:tag . "JJ") (:stem . "evolutionary") (:form . "evolutionary") (:end . 97)\n (:start . 85) (:id . 56))\n ((:tag . "NN") (:stem . "conservation") (:form . "conservation") (:end . 110)\n (:start . 98) (:id . 57))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 111) (:start . 110)\n (:id . 58))\n ((:tag . "NN") (:stem . "candidate") (:form . "candidate") (:end . 121)\n (:start . 112) (:id . 59))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 130)\n (:start . 122) (:id . 60))\n ((:tag . "MD") (:stem . "can") (:form . "can") (:end . 134) (:start . 131)\n (:id . 61))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 137) (:start . 135)\n (:id . 62))\n ((:tag . "VBN") (:stem . "predict") (:form . "predicted") (:end . 147)\n (:start . 138) (:id . 63))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 148) (:start . 147)\n (:id . 64)))@@@1@23@((:identifiers (:sid . :s1.40) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100049@unknown@formal@none@1@S@If we enumerate all iORFs from microbial genomes, most of the readthrough genes will be included in them.@(((:tag . "IN") (:stem . "if") (:form . "If") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 5) (:start . 3)\n (:id . 43))\n ((:tag . "VBP") (:stem . "enumerate") (:form . "enumerate") (:end . 15)\n (:start . 6) (:id . 44))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 19) (:start . 16)\n (:id . 45))\n ((:tag . "NNS") (:stem . "iorf") (:form . "iORFs") (:end . 25) (:start . 20)\n (:id . 46))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 30) (:start . 26)\n (:id . 47))\n ((:tag . "JJ") (:stem . "microbial") (:form . "microbial") (:end . 40)\n (:start . 31) (:id . 48))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 48)\n (:start . 41) (:id . 49))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 49) (:start . 48)\n (:id . 50))\n ((:tag . "JJS") (:stem . "most") (:form . "most") (:end . 54) (:start . 50)\n (:id . 51))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 57) (:start . 55)\n (:id . 52))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 61) (:start . 58)\n (:id . 53))\n ((:tag . "JJ") (:stem . "readthrough") (:form . "readthrough") (:end . 73)\n (:start . 62) (:id . 54))\n ((:tag . "NNS") (:stem . "gene") (:form . "genes") (:end . 79) (:start . 74)\n (:id . 55))\n ((:tag . "MD") (:stem . "will") (:form . "will") (:end . 84) (:start . 80)\n (:id . 56))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 87) (:start . 85)\n (:id . 57))\n ((:tag . "VBN") (:stem . "include") (:form . "included") (:end . 96)\n (:start . 88) (:id . 58))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 99) (:start . 97)\n (:id . 59))\n ((:tag . "PRP") (:stem . "them") (:form . "them") (:end . 104) (:start . 100)\n (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 105) (:start . 104)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s1.50) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100059@unknown@formal@none@1@S@(a) Schematic illustration of an interrupted ORF (iORF).@(((:tag . "(") (:stem . "(") (:form . "(") (:end . 1) (:start . 0) (:id . 42))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 2) (:start . 1)\n (:id . 43))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 3) (:start . 2) (:id . 44))\n ((:tag . "JJ") (:stem . "schematic") (:form . "Schematic") (:end . 13)\n (:start . 4) (:id . 45))\n ((:tag . "NN") (:stem . "illustration") (:form . "illustration") (:end . 26)\n (:start . 14) (:id . 46))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 29) (:start . 27)\n (:id . 47))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 32) (:start . 30)\n (:id . 48))\n ((:tag . "JJ") (:stem . "interrupted") (:form . "interrupted") (:end . 44)\n (:start . 33) (:id . 49))\n ((:tag . "NNP") (:stem . "ORF") (:form . "ORF") (:end . 48) (:start . 45)\n (:id . 50))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 50) (:start . 49)\n (:id . 51))\n ((:tag . "NNP") (:stem . "iORF") (:form . "iORF") (:end . 54) (:start . 50)\n (:id . 52))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 55) (:start . 54)\n (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 56) (:start . 55)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s1.60) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100069@unknown@formal@none@1@S@In this way, they can be eliminated as candidates.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "way") (:form . "way") (:end . 11) (:start . 8)\n (:id . 44))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 12) (:start . 11)\n (:id . 45))\n ((:tag . "PRP") (:stem . "they") (:form . "they") (:end . 17) (:start . 13)\n (:id . 46))\n ((:tag . "MD") (:stem . "can") (:form . "can") (:end . 21) (:start . 18)\n (:id . 47))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 24) (:start . 22)\n (:id . 48))\n ((:tag . "VBN") (:stem . "eliminate") (:form . "eliminated") (:end . 35)\n (:start . 25) (:id . 49))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 38) (:start . 36)\n (:id . 50))\n ((:tag . "NNS") (:stem . "candidate") (:form . "candidates") (:end . 49)\n (:start . 39) (:id . 51))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 50) (:start . 49)\n (:id . 52)))@@@1@11@((:identifiers (:sid . :s1.70) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100079@unknown@formal@none@1@S@The prediction schema is shown in Figure 2.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "prediction") (:form . "prediction") (:end . 14)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "schema") (:form . "schema") (:end . 21)\n (:start . 15) (:id . 44))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 24) (:start . 22)\n (:id . 45))\n ((:tag . "VBN") (:stem . "show") (:form . "shown") (:end . 30) (:start . 25)\n (:id . 46))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 33) (:start . 31)\n (:id . 47))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 40)\n (:start . 34) (:id . 48))\n ((:tag . "CD") (:stem . "2") (:form . "2") (:end . 42) (:start . 41)\n (:id . 49))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 43) (:start . 42)\n (:id . 50)))@@@1@9@((:identifiers (:sid . :s1.80) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100089@unknown@formal@none@1@S@A flowchart of the prediction procedure@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "flowchart") (:form . "flowchart") (:end . 11)\n (:start . 2) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 14) (:start . 12)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 18) (:start . 15)\n (:id . 45))\n ((:tag . "NN") (:stem . "prediction") (:form . "prediction") (:end . 29)\n (:start . 19) (:id . 46))\n ((:tag . "NN") (:stem . "procedure") (:form . "procedure") (:end . 39)\n (:start . 30) (:id . 47)))@@@1@6@((:identifiers (:sid . :s1.90) (:did . :1471-2105-8-225) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|FigureLegend|)))@oe@9-2-2011 5100099@unknown@formal@none@1@S@There were 94,690 iORFs that have interspecific hits.@(((:tag . "EX") (:stem . "there") (:form . "There") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 10) (:start . 6)\n (:id . 43))\n ((:tag . "CD") (:stem . "94,690") (:form . "94,690") (:end . 17)\n (:start . 11) (:id . 44))\n ((:tag . "NNS") (:stem . "iorf") (:form . "iORFs") (:end . 23) (:start . 18)\n (:id . 45))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 28) (:start . 24)\n (:id . 46))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 33) (:start . 29)\n (:id . 47))\n ((:tag . "JJ") (:stem . "interspecific") (:form . "interspecific")\n (:end . 47) (:start . 34) (:id . 48))\n ((:tag . "NNS") (:stem . "hit") (:form . "hits") (:end . 52) (:start . 48)\n (:id . 49))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 53) (:start . 52)\n (:id . 50)))@@@1@9@((:identifiers (:sid . :s1.100) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100109@unknown@formal@none@1@S@Hence, three-step filtering procedures were applied to remove the false positives.@(((:tag . "RB") (:stem . "hence") (:form . "Hence") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 6) (:start . 5) (:id . 43))\n ((:tag . "JJ") (:stem . "three-step") (:form . "three-step") (:end . 17)\n (:start . 7) (:id . 44))\n ((:tag . "NN") (:stem . "filtering") (:form . "filtering") (:end . 27)\n (:start . 18) (:id . 45))\n ((:tag . "NNS") (:stem . "procedure") (:form . "procedures") (:end . 38)\n (:start . 28) (:id . 46))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 43) (:start . 39)\n (:id . 47))\n ((:tag . "VBN") (:stem . "apply") (:form . "applied") (:end . 51)\n (:start . 44) (:id . 48))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 54) (:start . 52)\n (:id . 49))\n ((:tag . "VB") (:stem . "remove") (:form . "remove") (:end . 61)\n (:start . 55) (:id . 50))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 65) (:start . 62)\n (:id . 51))\n ((:tag . "JJ") (:stem . "false") (:form . "false") (:end . 71) (:start . 66)\n (:id . 52))\n ((:tag . "NNS") (:stem . "positive") (:form . "positives") (:end . 81)\n (:start . 72) (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 82) (:start . 81)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s1.110) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100119@unknown@formal@none@1@S@Of the 14 families, 11 were found in our prediction result.@(((:tag . "IN") (:stem . "of") (:form . "Of") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "CD") (:stem . "14") (:form . "14") (:end . 9) (:start . 7)\n (:id . 44))\n ((:tag . "NNS") (:stem . "family") (:form . "families") (:end . 18)\n (:start . 10) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 19) (:start . 18)\n (:id . 46))\n ((:tag . "CD") (:stem . "11") (:form . "11") (:end . 22) (:start . 20)\n (:id . 47))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 27) (:start . 23)\n (:id . 48))\n ((:tag . "VBN") (:stem . "find") (:form . "found") (:end . 33) (:start . 28)\n (:id . 49))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 36) (:start . 34)\n (:id . 50))\n ((:tag . "PRP$") (:stem . "our") (:form . "our") (:end . 40) (:start . 37)\n (:id . 51))\n ((:tag . "NN") (:stem . "prediction") (:form . "prediction") (:end . 51)\n (:start . 41) (:id . 52))\n ((:tag . "NN") (:stem . "result") (:form . "result") (:end . 58)\n (:start . 52) (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 59) (:start . 58)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s1.120) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100129@unknown@formal@none@1@S@For example, "GSU2293 + downstream" means that the iORF consists of the gene GSU2293 and its downstream sequence.@(((:tag . "IN") (:stem . "for") (:form . "For") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "example") (:form . "example") (:end . 11)\n (:start . 4) (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 12) (:start . 11)\n (:id . 44))\n ((:tag . "``") (:stem . "``") (:form . "“") (:end . 14) (:start . 13)\n (:id . 45))\n ((:tag . "NNP") (:stem . "GSU2293") (:form . "GSU2293") (:end . 21)\n (:start . 14) (:id . 46))\n ((:tag . "SYM") (:stem . "+") (:form . "+") (:end . 23) (:start . 22)\n (:id . 47))\n ((:tag . "NN") (:stem . "downstream") (:form . "downstream") (:end . 34)\n (:start . 24) (:id . 48))\n ((:tag . "''") (:stem . "''") (:form . "”") (:end . 35) (:start . 34)\n (:id . 49))\n ((:tag . "VBZ") (:stem . "mean") (:form . "means") (:end . 41) (:start . 36)\n (:id . 50))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 46) (:start . 42)\n (:id . 51))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 50) (:start . 47)\n (:id . 52))\n ((:tag . "NN") (:stem . "iorf") (:form . "iORF") (:end . 55) (:start . 51)\n (:id . 53))\n ((:tag . "VBZ") (:stem . "consist") (:form . "consists") (:end . 64)\n (:start . 56) (:id . 54))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 67) (:start . 65)\n (:id . 55))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 71) (:start . 68)\n (:id . 56))\n ((:tag . "NN") (:stem . "gene") (:form . "gene") (:end . 76) (:start . 72)\n (:id . 57))\n ((:tag . "NN") (:stem . "gsu2293") (:form . "GSU2293") (:end . 84)\n (:start . 77) (:id . 58))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 88) (:start . 85)\n (:id . 59))\n ((:tag . "PRP$") (:stem . "its") (:form . "its") (:end . 92) (:start . 89)\n (:id . 60))\n ((:tag . "JJ") (:stem . "downstream") (:form . "downstream") (:end . 103)\n (:start . 93) (:id . 61))\n ((:tag . "NN") (:stem . "sequence") (:form . "sequence") (:end . 112)\n (:start . 104) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 113) (:start . 112)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s1.130) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100139@unknown@formal@none@1@S@The rest is a cluster of TetR-like transcriptional regulators from Methanosarcina acetivorans and M. barkeri.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "rest") (:form . "rest") (:end . 8) (:start . 4)\n (:id . 43))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 11) (:start . 9)\n (:id . 44))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 13) (:start . 12)\n (:id . 45))\n ((:tag . "NN") (:stem . "cluster") (:form . "cluster") (:end . 21)\n (:start . 14) (:id . 46))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 24) (:start . 22)\n (:id . 47))\n ((:tag . "JJ") (:stem . "tetr-like") (:form . "TetR-like") (:end . 34)\n (:start . 25) (:id . 48))\n ((:tag . "JJ") (:stem . "transcriptional") (:form . "transcriptional")\n (:end . 50) (:start . 35) (:id . 49))\n ((:tag . "NNS") (:stem . "regulator") (:form . "regulators") (:end . 61)\n (:start . 51) (:id . 50))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 66) (:start . 62)\n (:id . 51))\n ((:tag . "NNP") (:stem . "Methanosarcina") (:form . "Methanosarcina")\n (:end . 81) (:start . 67) (:id . 52))\n ((:tag . "NNP") (:stem . "acetivorans") (:form . "acetivorans") (:end . 93)\n (:start . 82) (:id . 53))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 97) (:start . 94)\n (:id . 54))\n ((:tag . "NNP") (:stem . "M.") (:form . "M.") (:end . 100) (:start . 98)\n (:id . 55))\n ((:tag . "NNP") (:stem . "barkeri") (:form . "barkeri") (:end . 108)\n (:start . 101) (:id . 56))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 109) (:start . 108)\n (:id . 57)))@@@1@16@((:identifiers (:sid . :s1.140) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100149@unknown@formal@none@1@S@There were two such clusters (Table 1).@(((:tag . "EX") (:stem . "there") (:form . "There") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 10) (:start . 6)\n (:id . 43))\n ((:tag . "CD") (:stem . "two") (:form . "two") (:end . 14) (:start . 11)\n (:id . 44))\n ((:tag . "JJ") (:stem . "such") (:form . "such") (:end . 19) (:start . 15)\n (:id . 45))\n ((:tag . "NNS") (:stem . "cluster") (:form . "clusters") (:end . 28)\n (:start . 20) (:id . 46))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 30) (:start . 29)\n (:id . 47))\n ((:tag . "JJ") (:stem . "table") (:form . "Table") (:end . 35) (:start . 30)\n (:id . 48))\n ((:tag . "CD") (:stem . "1") (:form . "1") (:end . 37) (:start . 36)\n (:id . 49))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 38) (:start . 37)\n (:id . 50))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 39) (:start . 38)\n (:id . 51)))@@@1@10@((:identifiers (:sid . :s1.150) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100159@unknown@formal@none@1@S@A protein Dpro_2 contains yet another inframe stop codon (TAG) at the column 189.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 9)\n (:start . 2) (:id . 43))\n ((:tag . "NN") (:stem . "dpro_2") (:form . "Dpro_2") (:end . 16)\n (:start . 10) (:id . 44))\n ((:tag . "VBZ") (:stem . "contain") (:form . "contains") (:end . 25)\n (:start . 17) (:id . 45))\n ((:tag . "RB") (:stem . "yet") (:form . "yet") (:end . 29) (:start . 26)\n (:id . 46))\n ((:tag . "DT") (:stem . "another") (:form . "another") (:end . 37)\n (:start . 30) (:id . 47))\n ((:tag . "NN") (:stem . "inframe") (:form . "inframe") (:end . 45)\n (:start . 38) (:id . 48))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 50) (:start . 46)\n (:id . 49))\n ((:tag . "NN") (:stem . "codon") (:form . "codon") (:end . 56) (:start . 51)\n (:id . 50))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 58) (:start . 57)\n (:id . 51))\n ((:tag . "NNP") (:stem . "TAG") (:form . "TAG") (:end . 61) (:start . 58)\n (:id . 52))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 62) (:start . 61)\n (:id . 53))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 65) (:start . 63)\n (:id . 54))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 69) (:start . 66)\n (:id . 55))\n ((:tag . "NN") (:stem . "column") (:form . "column") (:end . 76)\n (:start . 70) (:id . 56))\n ((:tag . "CD") (:stem . "189") (:form . "189") (:end . 80) (:start . 77)\n (:id . 57))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 81) (:start . 80)\n (:id . 58)))@@@1@17@((:identifiers (:sid . :s1.160) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100169@unknown@formal@none@1@S@However, computational analysis of sequences immediately downstream of the inframe stop codons failed to identify SECIS elements, which is a hallmark of selenocysteine-containing genes.@(((:tag . "RB") (:stem . "however") (:form . "However") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 8) (:start . 7) (:id . 43))\n ((:tag . "JJ") (:stem . "computational") (:form . "computational")\n (:end . 22) (:start . 9) (:id . 44))\n ((:tag . "NN") (:stem . "analysis") (:form . "analysis") (:end . 31)\n (:start . 23) (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 34) (:start . 32)\n (:id . 46))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 44)\n (:start . 35) (:id . 47))\n ((:tag . "RB") (:stem . "immediately") (:form . "immediately") (:end . 56)\n (:start . 45) (:id . 48))\n ((:tag . "RB") (:stem . "downstream") (:form . "downstream") (:end . 67)\n (:start . 57) (:id . 49))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 70) (:start . 68)\n (:id . 50))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 74) (:start . 71)\n (:id . 51))\n ((:tag . "NN") (:stem . "inframe") (:form . "inframe") (:end . 82)\n (:start . 75) (:id . 52))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 87) (:start . 83)\n (:id . 53))\n ((:tag . "NNS") (:stem . "codon") (:form . "codons") (:end . 94)\n (:start . 88) (:id . 54))\n ((:tag . "VBD") (:stem . "fail") (:form . "failed") (:end . 101)\n (:start . 95) (:id . 55))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 104) (:start . 102)\n (:id . 56))\n ((:tag . "VB") (:stem . "identify") (:form . "identify") (:end . 113)\n (:start . 105) (:id . 57))\n ((:tag . "NN") (:stem . "secis") (:form . "SECIS") (:end . 119)\n (:start . 114) (:id . 58))\n ((:tag . "NNS") (:stem . "element") (:form . "elements") (:end . 128)\n (:start . 120) (:id . 59))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 129) (:start . 128)\n (:id . 60))\n ((:tag . "WDT") (:stem . "which") (:form . "which") (:end . 135)\n (:start . 130) (:id . 61))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 138) (:start . 136)\n (:id . 62))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 140) (:start . 139)\n (:id . 63))\n ((:tag . "NN") (:stem . "hallmark") (:form . "hallmark") (:end . 149)\n (:start . 141) (:id . 64))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 152) (:start . 150)\n (:id . 65))\n ((:tag . "JJ") (:stem . "selenocysteine-containing")\n (:form . "selenocysteine-containing") (:end . 178) (:start . 153)\n (:id . 66))\n ((:tag . "NNS") (:stem . "gene") (:form . "genes") (:end . 184)\n (:start . 179) (:id . 67))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 185) (:start . 184)\n (:id . 68)))@@@1@27@((:ncues ((:id . :x1.170.1) (:span 95 101)))\n (:nscopes ((:id . :x1.170.1) (:span 95 128)))\n (:identifiers (:sid . :s1.170) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100179@unknown@formal@none@1@S@Stop codon usage in the pre-filtering clusters@(((:tag . "NNP") (:stem . "Stop") (:form . "Stop") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "codon") (:form . "codon") (:end . 10) (:start . 5)\n (:id . 43))\n ((:tag . "NN") (:stem . "usage") (:form . "usage") (:end . 16) (:start . 11)\n (:id . 44))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 19) (:start . 17)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 23) (:start . 20)\n (:id . 46))\n ((:tag . "JJ") (:stem . "pre-filtering") (:form . "pre-filtering")\n (:end . 37) (:start . 24) (:id . 47))\n ((:tag . "NNS") (:stem . "cluster") (:form . "clusters") (:end . 46)\n (:start . 38) (:id . 48)))@@@1@7@((:identifiers (:sid . :s1.180) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|SectionTitle|)))@oe@9-2-2011 5100189@unknown@formal@none@1@S@Discrepancies of stop codon usages between the inframe and C-terminal stop codons@(((:tag . "NNS") (:stem . "discrepancy") (:form . "Discrepancies") (:end . 13)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 16) (:start . 14)\n (:id . 43))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 21) (:start . 17)\n (:id . 44))\n ((:tag . "NN") (:stem . "codon") (:form . "codon") (:end . 27) (:start . 22)\n (:id . 45))\n ((:tag . "NNS") (:stem . "usage") (:form . "usages") (:end . 34)\n (:start . 28) (:id . 46))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 42)\n (:start . 35) (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 46) (:start . 43)\n (:id . 48))\n ((:tag . "NN") (:stem . "inframe") (:form . "inframe") (:end . 54)\n (:start . 47) (:id . 49))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 58) (:start . 55)\n (:id . 50))\n ((:tag . "JJ") (:stem . "c-terminal") (:form . "C-terminal") (:end . 69)\n (:start . 59) (:id . 51))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 74) (:start . 70)\n (:id . 52))\n ((:tag . "NNS") (:stem . "codon") (:form . "codons") (:end . 81)\n (:start . 75) (:id . 53)))@@@1@12@((:identifiers (:sid . :s1.190) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|FigureLegend|)))@oe@9-2-2011 5100199@unknown@formal@none@1@S@Sensitivity of this test is not high because many organisms that utilize selenocysteine were below the defined threshold.@(((:tag . "NN") (:stem . "sensitivity") (:form . "Sensitivity") (:end . 11)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 14) (:start . 12)\n (:id . 43))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 19) (:start . 15)\n (:id . 44))\n ((:tag . "NN") (:stem . "test") (:form . "test") (:end . 24) (:start . 20)\n (:id . 45))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 27) (:start . 25)\n (:id . 46))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 31) (:start . 28)\n (:id . 47))\n ((:tag . "JJ") (:stem . "high") (:form . "high") (:end . 36) (:start . 32)\n (:id . 48))\n ((:tag . "IN") (:stem . "because") (:form . "because") (:end . 44)\n (:start . 37) (:id . 49))\n ((:tag . "JJ") (:stem . "many") (:form . "many") (:end . 49) (:start . 45)\n (:id . 50))\n ((:tag . "NNS") (:stem . "organism") (:form . "organisms") (:end . 59)\n (:start . 50) (:id . 51))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 64) (:start . 60)\n (:id . 52))\n ((:tag . "VBP") (:stem . "utilize") (:form . "utilize") (:end . 72)\n (:start . 65) (:id . 53))\n ((:tag . "NN") (:stem . "selenocysteine") (:form . "selenocysteine")\n (:end . 87) (:start . 73) (:id . 54))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 92) (:start . 88)\n (:id . 55))\n ((:tag . "IN") (:stem . "below") (:form . "below") (:end . 98) (:start . 93)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 102) (:start . 99)\n (:id . 57))\n ((:tag . "VBN") (:stem . "define") (:form . "defined") (:end . 110)\n (:start . 103) (:id . 58))\n ((:tag . "NN") (:stem . "threshold") (:form . "threshold") (:end . 120)\n (:start . 111) (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 121) (:start . 120)\n (:id . 60)))@@@1@19@((:identifiers (:sid . :s1.200) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100209@unknown@formal@none@1@S@Perrodou et al. 19 constructed a database of predicted recoding events in microbes.@(((:tag . "NNP") (:stem . "Perrodou") (:form . "Perrodou") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "FW") (:stem . "et") (:form . "et") (:end . 11) (:start . 9)\n (:id . 43))\n ((:tag . "FW") (:stem . "al.") (:form . "al.") (:end . 15) (:start . 12)\n (:id . 44))\n ((:tag . "CD") (:stem . "19") (:form . "19") (:end . 18) (:start . 16)\n (:id . 45))\n ((:tag . "VBD") (:stem . "construct") (:form . "constructed") (:end . 30)\n (:start . 19) (:id . 46))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 32) (:start . 31)\n (:id . 47))\n ((:tag . "NN") (:stem . "database") (:form . "database") (:end . 41)\n (:start . 33) (:id . 48))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 44) (:start . 42)\n (:id . 49))\n ((:tag . "VBN") (:stem . "predict") (:form . "predicted") (:end . 54)\n (:start . 45) (:id . 50))\n ((:tag . "VBG") (:stem . "recode") (:form . "recoding") (:end . 63)\n (:start . 55) (:id . 51))\n ((:tag . "NNS") (:stem . "event") (:form . "events") (:end . 70)\n (:start . 64) (:id . 52))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 73) (:start . 71)\n (:id . 53))\n ((:tag . "NNS") (:stem . "microbe") (:form . "microbes") (:end . 82)\n (:start . 74) (:id . 54))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 83) (:start . 82)\n (:id . 55)))@@@1@14@((:identifiers (:sid . :s1.210) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100219@unknown@formal@none@1@S@Dimethylamine methyltransferases also lack non-readthrough homologs.@(((:tag . "NNP") (:stem . "Dimethylamine") (:form . "Dimethylamine")\n (:end . 13) (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "methyltransferas") (:form . "methyltransferases")\n (:end . 32) (:start . 14) (:id . 43))\n ((:tag . "RB") (:stem . "also") (:form . "also") (:end . 37) (:start . 33)\n (:id . 44))\n ((:tag . "VBP") (:stem . "lack") (:form . "lack") (:end . 42) (:start . 38)\n (:id . 45))\n ((:tag . "JJ") (:stem . "non-readthrough") (:form . "non-readthrough")\n (:end . 58) (:start . 43) (:id . 46))\n ((:tag . "NNS") (:stem . "homolog") (:form . "homologs") (:end . 67)\n (:start . 59) (:id . 47))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 68) (:start . 67)\n (:id . 48)))@@@1@7@((:ncues ((:id . :x1.220.1) (:span 38 42)))\n (:nscopes ((:id . :x1.220.1) (:span 38 67)))\n (:identifiers (:sid . :s1.220) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100229@unknown@formal@none@1@S@However, almost no novel candidates for readthrough genes were predicted.@(((:tag . "RB") (:stem . "however") (:form . "However") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 8) (:start . 7) (:id . 43))\n ((:tag . "RB") (:stem . "almost") (:form . "almost") (:end . 15) (:start . 9)\n (:id . 44))\n ((:tag . "DT") (:stem . "no") (:form . "no") (:end . 18) (:start . 16)\n (:id . 45))\n ((:tag . "JJ") (:stem . "novel") (:form . "novel") (:end . 24) (:start . 19)\n (:id . 46))\n ((:tag . "NNS") (:stem . "candidate") (:form . "candidates") (:end . 35)\n (:start . 25) (:id . 47))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 39) (:start . 36)\n (:id . 48))\n ((:tag . "JJ") (:stem . "readthrough") (:form . "readthrough") (:end . 51)\n (:start . 40) (:id . 49))\n ((:tag . "NNS") (:stem . "gene") (:form . "genes") (:end . 57) (:start . 52)\n (:id . 50))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 62) (:start . 58)\n (:id . 51))\n ((:tag . "VBN") (:stem . "predict") (:form . "predicted") (:end . 72)\n (:start . 63) (:id . 52))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 73) (:start . 72)\n (:id . 53)))@@@1@12@((:identifiers (:sid . :s1.230) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100239@unknown@formal@none@1@S@Yet another possibility is that the 23rd amino acid exists but is not encoded by stop codons.@(((:tag . "RB") (:stem . "yet") (:form . "Yet") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "another") (:form . "another") (:end . 11)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "possibility") (:form . "possibility") (:end . 23)\n (:start . 12) (:id . 44))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 26) (:start . 24)\n (:id . 45))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 31) (:start . 27)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 35) (:start . 32)\n (:id . 47))\n ((:tag . "JJ") (:stem . "23rd") (:form . "23rd") (:end . 40) (:start . 36)\n (:id . 48))\n ((:tag . "NN") (:stem . "amino") (:form . "amino") (:end . 46) (:start . 41)\n (:id . 49))\n ((:tag . "NN") (:stem . "acid") (:form . "acid") (:end . 51) (:start . 47)\n (:id . 50))\n ((:tag . "VBZ") (:stem . "exist") (:form . "exists") (:end . 58)\n (:start . 52) (:id . 51))\n ((:tag . "CC") (:stem . "but") (:form . "but") (:end . 62) (:start . 59)\n (:id . 52))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 65) (:start . 63)\n (:id . 53))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 69) (:start . 66)\n (:id . 54))\n ((:tag . "VBN") (:stem . "encode") (:form . "encoded") (:end . 77)\n (:start . 70) (:id . 55))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 80) (:start . 78)\n (:id . 56))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 85) (:start . 81)\n (:id . 57))\n ((:tag . "NNS") (:stem . "codon") (:form . "codons") (:end . 92)\n (:start . 86) (:id . 58))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 93) (:start . 92)\n (:id . 59)))@@@1@18@((:hcues ((:id . :x1.240.2) (:span 12 23)))\n (:ncues ((:id . :x1.240.1) (:span 66 69)))\n (:hscopes ((:id . :x1.240.2) (:span 12 92)))\n (:nscopes ((:id . :x1.240.1) (:span 66 92)))\n (:identifiers (:sid . :s1.240) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100249@unknown@formal@none@1@S@Such selenoproteins identified through our screening of nearly 200 microbial genomes were selenoprotein A and only one uncertain candidate.@(((:tag . "JJ") (:stem . "such") (:form . "Such") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NNS") (:stem . "selenoprotein") (:form . "selenoproteins")\n (:end . 19) (:start . 5) (:id . 43))\n ((:tag . "VBN") (:stem . "identify") (:form . "identified") (:end . 30)\n (:start . 20) (:id . 44))\n ((:tag . "IN") (:stem . "through") (:form . "through") (:end . 38)\n (:start . 31) (:id . 45))\n ((:tag . "PRP$") (:stem . "our") (:form . "our") (:end . 42) (:start . 39)\n (:id . 46))\n ((:tag . "NN") (:stem . "screening") (:form . "screening") (:end . 52)\n (:start . 43) (:id . 47))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 55) (:start . 53)\n (:id . 48))\n ((:tag . "RB") (:stem . "nearly") (:form . "nearly") (:end . 62)\n (:start . 56) (:id . 49))\n ((:tag . "CD") (:stem . "200") (:form . "200") (:end . 66) (:start . 63)\n (:id . 50))\n ((:tag . "JJ") (:stem . "microbial") (:form . "microbial") (:end . 76)\n (:start . 67) (:id . 51))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 84)\n (:start . 77) (:id . 52))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 89) (:start . 85)\n (:id . 53))\n ((:tag . "NN") (:stem . "selenoprotein") (:form . "selenoprotein")\n (:end . 103) (:start . 90) (:id . 54))\n ((:tag . "NN") (:stem . "a") (:form . "A") (:end . 105) (:start . 104)\n (:id . 55))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 109) (:start . 106)\n (:id . 56))\n ((:tag . "RB") (:stem . "only") (:form . "only") (:end . 114) (:start . 110)\n (:id . 57))\n ((:tag . "CD") (:stem . "one") (:form . "one") (:end . 118) (:start . 115)\n (:id . 58))\n ((:tag . "JJ") (:stem . "uncertain") (:form . "uncertain") (:end . 128)\n (:start . 119) (:id . 59))\n ((:tag . "NN") (:stem . "candidate") (:form . "candidate") (:end . 138)\n (:start . 129) (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 139) (:start . 138)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s1.250) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100259@unknown@formal@none@1@S@Although many of the currently known selenoproteins and pyrrolysine proteins were successfully detected, no candidate for the 23rd amino acid was discovered.@(((:tag . "IN") (:stem . "although") (:form . "Although") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "JJ") (:stem . "many") (:form . "many") (:end . 13) (:start . 9)\n (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 16) (:start . 14)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 20) (:start . 17)\n (:id . 45))\n ((:tag . "RB") (:stem . "currently") (:form . "currently") (:end . 30)\n (:start . 21) (:id . 46))\n ((:tag . "VBN") (:stem . "know") (:form . "known") (:end . 36) (:start . 31)\n (:id . 47))\n ((:tag . "NNS") (:stem . "selenoprotein") (:form . "selenoproteins")\n (:end . 51) (:start . 37) (:id . 48))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 55) (:start . 52)\n (:id . 49))\n ((:tag . "NN") (:stem . "pyrrolysine") (:form . "pyrrolysine") (:end . 67)\n (:start . 56) (:id . 50))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 76)\n (:start . 68) (:id . 51))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 81) (:start . 77)\n (:id . 52))\n ((:tag . "RB") (:stem . "successfully") (:form . "successfully") (:end . 94)\n (:start . 82) (:id . 53))\n ((:tag . "VBN") (:stem . "detect") (:form . "detected") (:end . 103)\n (:start . 95) (:id . 54))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 104) (:start . 103)\n (:id . 55))\n ((:tag . "DT") (:stem . "no") (:form . "no") (:end . 107) (:start . 105)\n (:id . 56))\n ((:tag . "NN") (:stem . "candidate") (:form . "candidate") (:end . 117)\n (:start . 108) (:id . 57))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 121) (:start . 118)\n (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 125) (:start . 122)\n (:id . 59))\n ((:tag . "JJ") (:stem . "23rd") (:form . "23rd") (:end . 130) (:start . 126)\n (:id . 60))\n ((:tag . "NN") (:stem . "amino") (:form . "amino") (:end . 136)\n (:start . 131) (:id . 61))\n ((:tag . "NN") (:stem . "acid") (:form . "acid") (:end . 141) (:start . 137)\n (:id . 62))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 145) (:start . 142)\n (:id . 63))\n ((:tag . "VBN") (:stem . "discover") (:form . "discovered") (:end . 156)\n (:start . 146) (:id . 64))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 157) (:start . 156)\n (:id . 65)))@@@1@24@((:ncues ((:id . :x1.260.1) (:span 105 107)))\n (:nscopes ((:id . :x1.260.1) (:span 105 156)))\n (:identifiers (:sid . :s1.260) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100269@unknown@formal@none@1@S@A total of 328 complete genome sequences of prokaryotes were downloaded from the KEGG FTP site 25 in April 2006.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "total") (:form . "total") (:end . 7) (:start . 2)\n (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 10) (:start . 8)\n (:id . 44))\n ((:tag . "CD") (:stem . "328") (:form . "328") (:end . 14) (:start . 11)\n (:id . 45))\n ((:tag . "JJ") (:stem . "complete") (:form . "complete") (:end . 23)\n (:start . 15) (:id . 46))\n ((:tag . "NN") (:stem . "genome") (:form . "genome") (:end . 30)\n (:start . 24) (:id . 47))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 40)\n (:start . 31) (:id . 48))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 43) (:start . 41)\n (:id . 49))\n ((:tag . "NNS") (:stem . "prokaryote") (:form . "prokaryotes") (:end . 55)\n (:start . 44) (:id . 50))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 60) (:start . 56)\n (:id . 51))\n ((:tag . "VBN") (:stem . "downloade") (:form . "downloaded") (:end . 71)\n (:start . 61) (:id . 52))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 76) (:start . 72)\n (:id . 53))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 80) (:start . 77)\n (:id . 54))\n ((:tag . "NNP") (:stem . "KEGG") (:form . "KEGG") (:end . 85) (:start . 81)\n (:id . 55))\n ((:tag . "NNP") (:stem . "FTP") (:form . "FTP") (:end . 89) (:start . 86)\n (:id . 56))\n ((:tag . "NN") (:stem . "site") (:form . "site") (:end . 94) (:start . 90)\n (:id . 57))\n ((:tag . "CD") (:stem . "25") (:form . "25") (:end . 97) (:start . 95)\n (:id . 58))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 100) (:start . 98)\n (:id . 59))\n ((:tag . "NNP") (:stem . "April") (:form . "April") (:end . 106)\n (:start . 101) (:id . 60))\n ((:tag . "CD") (:stem . "2006") (:form . "2006") (:end . 111) (:start . 107)\n (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 112) (:start . 111)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s1.270) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100279@unknown@formal@none@1@S@Similarly, iORFs were compared with RNA genes using BLASTN, and those matched with the RNAs were removed.@(((:tag . "RB") (:stem . "similarly") (:form . "Similarly") (:end . 9)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 10) (:start . 9)\n (:id . 43))\n ((:tag . "NNS") (:stem . "iorf") (:form . "iORFs") (:end . 16) (:start . 11)\n (:id . 44))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 21) (:start . 17)\n (:id . 45))\n ((:tag . "VBN") (:stem . "compare") (:form . "compared") (:end . 30)\n (:start . 22) (:id . 46))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 35) (:start . 31)\n (:id . 47))\n ((:tag . "NNP") (:stem . "RNA") (:form . "RNA") (:end . 39) (:start . 36)\n (:id . 48))\n ((:tag . "NNS") (:stem . "gene") (:form . "genes") (:end . 45) (:start . 40)\n (:id . 49))\n ((:tag . "VBG") (:stem . "use") (:form . "using") (:end . 51) (:start . 46)\n (:id . 50))\n ((:tag . "NNP") (:stem . "BLASTN") (:form . "BLASTN") (:end . 58)\n (:start . 52) (:id . 51))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 59) (:start . 58)\n (:id . 52))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 63) (:start . 60)\n (:id . 53))\n ((:tag . "DT") (:stem . "those") (:form . "those") (:end . 69) (:start . 64)\n (:id . 54))\n ((:tag . "VBN") (:stem . "match") (:form . "matched") (:end . 77)\n (:start . 70) (:id . 55))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 82) (:start . 78)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 86) (:start . 83)\n (:id . 57))\n ((:tag . "NNS") (:stem . "rna") (:form . "RNAs") (:end . 91) (:start . 87)\n (:id . 58))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 96) (:start . 92)\n (:id . 59))\n ((:tag . "VBN") (:stem . "remove") (:form . "removed") (:end . 104)\n (:start . 97) (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 105) (:start . 104)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s1.280) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100289@unknown@formal@none@1@S@Subsequently, conservation of the inframe stop codons in each cluster was examined.@(((:tag . "RB") (:stem . "subsequently") (:form . "Subsequently") (:end . 12)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 13) (:start . 12)\n (:id . 43))\n ((:tag . "NN") (:stem . "conservation") (:form . "conservation") (:end . 26)\n (:start . 14) (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 29) (:start . 27)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 33) (:start . 30)\n (:id . 46))\n ((:tag . "NN") (:stem . "inframe") (:form . "inframe") (:end . 41)\n (:start . 34) (:id . 47))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 46) (:start . 42)\n (:id . 48))\n ((:tag . "NNS") (:stem . "codon") (:form . "codons") (:end . 53)\n (:start . 47) (:id . 49))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 56) (:start . 54)\n (:id . 50))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 61) (:start . 57)\n (:id . 51))\n ((:tag . "NN") (:stem . "cluster") (:form . "cluster") (:end . 69)\n (:start . 62) (:id . 52))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 73) (:start . 70)\n (:id . 53))\n ((:tag . "VBN") (:stem . "examine") (:form . "examined") (:end . 82)\n (:start . 74) (:id . 54))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 83) (:start . 82)\n (:id . 55)))@@@1@14@((:identifiers (:sid . :s1.290) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100299@unknown@formal@none@1@S@Then, 2Δl = 2(lfree – lfix) approximately follows the χ2 distribution with one degree of freedom.@(((:tag . "RB") (:stem . "then") (:form . "Then") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 5) (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "2δl") (:form . "2Δl") (:end . 9) (:start . 6)\n (:id . 44))\n ((:tag . "SYM") (:stem . "=") (:form . "=") (:end . 11) (:start . 10)\n (:id . 45))\n ((:tag . "FW") (:stem . "2(lfree") (:form . "2(lfree") (:end . 19)\n (:start . 12) (:id . 46))\n ((:tag . "NN") (:stem . "–") (:form . "–") (:end . 21) (:start . 20)\n (:id . 47))\n ((:tag . "NN") (:stem . "lfix") (:form . "lfix") (:end . 26) (:start . 22)\n (:id . 48))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 27) (:start . 26)\n (:id . 49))\n ((:tag . "RB") (:stem . "approximately") (:form . "approximately")\n (:end . 41) (:start . 28) (:id . 50))\n ((:tag . "VBZ") (:stem . "follow") (:form . "follows") (:end . 49)\n (:start . 42) (:id . 51))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 53) (:start . 50)\n (:id . 52))\n ((:tag . "NN") (:stem . "χ2") (:form . "χ2") (:end . 56) (:start . 54)\n (:id . 53))\n ((:tag . "NN") (:stem . "distribution") (:form . "distribution") (:end . 69)\n (:start . 57) (:id . 54))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 74) (:start . 70)\n (:id . 55))\n ((:tag . "CD") (:stem . "one") (:form . "one") (:end . 78) (:start . 75)\n (:id . 56))\n ((:tag . "NN") (:stem . "degree") (:form . "degree") (:end . 85)\n (:start . 79) (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 88) (:start . 86)\n (:id . 58))\n ((:tag . "NN") (:stem . "freedom") (:form . "freedom") (:end . 96)\n (:start . 89) (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 97) (:start . 96)\n (:id . 60)))@@@1@19@((:identifiers (:sid . :s1.300) (:did . :1471-2105-8-225)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100309@unknown@formal@none@1@S@If the N- and C-terminal parts of an iORF have distinct but closely arranged BLAST hits in other genomes, it strongly suggests the iORF is actually two adjacent genes.@(((:tag . "IN") (:stem . "if") (:form . "If") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "NNP") (:stem . "N-") (:form . "N-") (:end . 9) (:start . 7)\n (:id . 44))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 13) (:start . 10)\n (:id . 45))\n ((:tag . "JJ") (:stem . "c-terminal") (:form . "C-terminal") (:end . 24)\n (:start . 14) (:id . 46))\n ((:tag . "NNS") (:stem . "part") (:form . "parts") (:end . 30) (:start . 25)\n (:id . 47))\n ((:tag . "IN") (:stem . "of") (:form . 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(:end . 125) (:start . 124)\n (:id . 64)))@@@1@23@((:ncues ((:id . :x2.73.1) (:span 7 14)))\n (:nscopes ((:id . :x2.73.1) (:span 7 39)))\n (:identifiers (:sid . :s2.73) (:did . :1471-2105-8-239) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100409@unknown@formal@none@1@S@The final likelihood ratio is then the product of the preliminary score calculated in panel A and the likelihood ratio output by the transitive module in panel B.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "final") (:form . "final") (:end . 9) (:start . 4)\n (:id . 43))\n ((:tag . "NN") (:stem . "likelihood") (:form . "likelihood") (:end . 20)\n (:start . 10) (:id . 44))\n ((:tag . "NN") (:stem . "ratio") (:form . "ratio") (:end . 26) (:start . 21)\n (:id . 45))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 29) (:start . 27)\n (:id . 46))\n ((:tag . "RB") (:stem . "then") (:form . 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(:end . 86) (:start . 85)\n (:id . 56)))@@@1@15@((:identifiers (:sid . :s2.93) (:did . :1471-2105-8-239) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100429@unknown@formal@none@1@S@However, since the highest likelihood ratio for the expression datasets that we consider is 33, they are not sufficient on their own to predict interacting protein pairs with a posterior odds ratio above 1.@(((:tag . "RB") (:stem . "however") (:form . "However") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 8) (:start . 7) (:id . 43))\n ((:tag . "IN") (:stem . "since") (:form . "since") (:end . 14) (:start . 9)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 18) (:start . 15)\n (:id . 45))\n ((:tag . "JJS") (:stem . "high") (:form . "highest") (:end . 26)\n (:start . 19) (:id . 46))\n ((:tag . "NN") (:stem . "likelihood") (:form . 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(:end . 206) (:start . 205)\n (:id . 78)))@@@1@37@((:ncues ((:id . :x2.103.1) (:span 105 108)))\n (:nscopes ((:id . :x2.103.1) (:span 105 205)))\n (:identifiers (:sid . :s2.103) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100439@unknown@formal@none@1@S@Additionally, this combination circumvents possible problems of dependence between these features.@(((:tag . "RB") (:stem . "additionally") (:form . "Additionally") (:end . 12)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 13) (:start . 12)\n (:id . 43))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 18) (:start . 14)\n (:id . 44))\n ((:tag . "NN") (:stem . "combination") (:form . "combination") (:end . 30)\n (:start . 19) (:id . 45))\n ((:tag . "VBZ") (:stem . "circumvent") (:form . "circumvents") (:end . 42)\n (:start . 31) (:id . 46))\n ((:tag . "JJ") (:stem . "possible") (:form . 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(:end . 98) (:start . 97)\n (:id . 54)))@@@1@13@((:hcues ((:id . :x2.113.1) (:span 43 51)))\n (:hscopes ((:id . :x2.113.1) (:span 43 97)))\n (:identifiers (:sid . :s2.113) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100449@unknown@formal@none@1@S@When investigated as a separate feature, the chi-square score of co-occurrence of domain pairs correlates well with the likelihood of interaction of protein pairs that contain these domains, with the highest chi-square score bin obtaining a likelihood ratio of 14, as shown in Figure 3A.@(((:tag . "WRB") (:stem . "when") (:form . "When") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "VBN") (:stem . "investigate") (:form . "investigated") (:end . 17)\n (:start . 5) (:id . 43))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 20) (:start . 18)\n (:id . 44))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 22) (:start . 21)\n (:id . 45))\n ((:tag . 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"the") (:end . 194) (:start . 191)\n (:id . 74))\n ((:tag . "NN") (:stem . "neighborhood") (:form . "neighborhood") (:end . 207)\n (:start . 195) (:id . 75))\n ((:tag . "NN") (:stem . "topology") (:form . "topology") (:end . 216)\n (:start . 208) (:id . 76))\n ((:tag . "NN") (:stem . "score") (:form . "score") (:end . 222)\n (:start . 217) (:id . 77))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 225) (:start . 223)\n (:id . 78))\n ((:tag . "VBN") (:stem . "detail") (:form . "detailed") (:end . 234)\n (:start . 226) (:id . 79))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 237) (:start . 235)\n (:id . 80))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 241) (:start . 238)\n (:id . 81))\n ((:tag . "NNP") (:stem . "Methods") (:form . "Methods") (:end . 249)\n (:start . 242) (:id . 82))\n ((:tag . "NN") (:stem . "section") (:form . "section") (:end . 257)\n (:start . 250) (:id . 83))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 258) (:start . 257)\n (:id . 84)))@@@1@43@((:identifiers (:sid . :s2.133) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100469@unknown@formal@none@1@S@Independence of all modules used in our predictor was verified by calculating Pearson correlation coefficients for all pairs of modules.@(((:tag . "NN") (:stem . "independence") (:form . "Independence") (:end . 12)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 15) (:start . 13)\n (:id . 43))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 19) (:start . 16)\n (:id . 44))\n ((:tag . "NNS") (:stem . "module") (:form . "modules") (:end . 27)\n (:start . 20) (:id . 45))\n ((:tag . "VBN") (:stem . "use") (:form . "used") (:end . 32) (:start . 28)\n (:id . 46))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 35) (:start . 33)\n (:id . 47))\n ((:tag . "PRP$") (:stem . "our") (:form . "our") (:end . 39) (:start . 36)\n (:id . 48))\n ((:tag . "NN") (:stem . "predictor") (:form . "predictor") (:end . 49)\n (:start . 40) (:id . 49))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 53) (:start . 50)\n (:id . 50))\n ((:tag . "VBN") (:stem . "verify") (:form . "verified") (:end . 62)\n (:start . 54) (:id . 51))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 65) (:start . 63)\n (:id . 52))\n ((:tag . "VBG") (:stem . "calculate") (:form . "calculating") (:end . 77)\n (:start . 66) (:id . 53))\n ((:tag . "NNP") (:stem . "Pearson") (:form . "Pearson") (:end . 85)\n (:start . 78) (:id . 54))\n ((:tag . "NN") (:stem . "correlation") (:form . "correlation") (:end . 97)\n (:start . 86) (:id . 55))\n ((:tag . "NNS") (:stem . "coefficient") (:form . "coefficients") (:end . 110)\n (:start . 98) (:id . 56))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 114) (:start . 111)\n (:id . 57))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 118) (:start . 115)\n (:id . 58))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 124)\n (:start . 119) (:id . 59))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 127) (:start . 125)\n (:id . 60))\n ((:tag . "NNS") (:stem . "module") (:form . "modules") (:end . 135)\n (:start . 128) (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 136) (:start . 135)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s2.143) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100479@unknown@formal@none@1@S@Table 3 summarizes the characteristics of 19 different predictors and shows accuracy measures.@(((:tag . "JJ") (:stem . "table") (:form . "Table") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "CD") (:stem . "3") (:form . "3") (:end . 7) (:start . 6)\n (:id . 43))\n ((:tag . "VBZ") (:stem . "summarize") (:form . "summarizes") (:end . 18)\n (:start . 8) (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 22) (:start . 19)\n (:id . 45))\n ((:tag . "NNS") (:stem . "characteristic") (:form . "characteristics")\n (:end . 38) (:start . 23) (:id . 46))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 41) (:start . 39)\n (:id . 47))\n ((:tag . "CD") (:stem . "19") (:form . "19") (:end . 44) (:start . 42)\n (:id . 48))\n ((:tag . "JJ") (:stem . "different") (:form . "different") (:end . 54)\n (:start . 45) (:id . 49))\n ((:tag . "NNS") (:stem . "predictor") (:form . "predictors") (:end . 65)\n (:start . 55) (:id . 50))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 69) (:start . 66)\n (:id . 51))\n ((:tag . "VBZ") (:stem . "show") (:form . "shows") (:end . 75) (:start . 70)\n (:id . 52))\n ((:tag . "NN") (:stem . "accuracy") (:form . "accuracy") (:end . 84)\n (:start . 76) (:id . 53))\n ((:tag . "NNS") (:stem . "measure") (:form . "measures") (:end . 93)\n (:start . 85) (:id . 54))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 94) (:start . 93)\n (:id . 55)))@@@1@14@((:identifiers (:sid . :s2.153) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100489@unknown@formal@none@1@S@As the scores of the predictors increase, so do the number of interactions predicted above different posterior odds ratio thresholds (see lower portion of Table 3).@(((:tag . "IN") (:stem . "as") (:form . "As") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "NNS") (:stem . "score") (:form . "scores") (:end . 13) (:start . 7)\n (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 16) (:start . 14)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 20) (:start . 17)\n (:id . 46))\n ((:tag . "NNS") (:stem . "predictor") (:form . "predictors") (:end . 31)\n (:start . 21) (:id . 47))\n ((:tag . "VBP") (:stem . "increase") (:form . "increase") (:end . 40)\n (:start . 32) (:id . 48))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 41) (:start . 40)\n (:id . 49))\n ((:tag . "RB") (:stem . "so") (:form . "so") (:end . 44) (:start . 42)\n (:id . 50))\n ((:tag . "VB") (:stem . "do") (:form . "do") (:end . 47) (:start . 45)\n (:id . 51))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 51) (:start . 48)\n (:id . 52))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 58)\n (:start . 52) (:id . 53))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 61) (:start . 59)\n (:id . 54))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 74)\n (:start . 62) (:id . 55))\n ((:tag . "VBN") (:stem . "predict") (:form . "predicted") (:end . 84)\n (:start . 75) (:id . 56))\n ((:tag . "IN") (:stem . "above") (:form . "above") (:end . 90) (:start . 85)\n (:id . 57))\n ((:tag . "JJ") (:stem . "different") (:form . "different") (:end . 100)\n (:start . 91) (:id . 58))\n ((:tag . "JJ") (:stem . "posterior") (:form . "posterior") (:end . 110)\n (:start . 101) (:id . 59))\n ((:tag . "NNS") (:stem . "odd") (:form . "odds") (:end . 115) (:start . 111)\n (:id . 60))\n ((:tag . "NN") (:stem . "ratio") (:form . "ratio") (:end . 121)\n (:start . 116) (:id . 61))\n ((:tag . "NNS") (:stem . "threshold") (:form . "thresholds") (:end . 132)\n (:start . 122) (:id . 62))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 134) (:start . 133)\n (:id . 63))\n ((:tag . "VB") (:stem . "see") (:form . "see") (:end . 137) (:start . 134)\n (:id . 64))\n ((:tag . "JJR") (:stem . "low") (:form . "lower") (:end . 143) (:start . 138)\n (:id . 65))\n ((:tag . "NN") (:stem . "portion") (:form . "portion") (:end . 151)\n (:start . 144) (:id . 66))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 154) (:start . 152)\n (:id . 67))\n ((:tag . "JJ") (:stem . "table") (:form . "Table") (:end . 160)\n (:start . 155) (:id . 68))\n ((:tag . "CD") (:stem . "3") (:form . "3") (:end . 162) (:start . 161)\n (:id . 69))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 163) (:start . 162)\n (:id . 70))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 164) (:start . 163)\n (:id . 71)))@@@1@30@((:identifiers (:sid . :s2.163) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100499@unknown@formal@none@1@S@It is this predictor that is further analyzed in the next sections.@(((:tag . "PRP") (:stem . "it") (:form . "It") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 5) (:start . 3)\n (:id . 43))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 10) (:start . 6)\n (:id . 44))\n ((:tag . "NN") (:stem . "predictor") (:form . "predictor") (:end . 20)\n (:start . 11) (:id . 45))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 25) (:start . 21)\n (:id . 46))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 28) (:start . 26)\n (:id . 47))\n ((:tag . "RBR") (:stem . "further") (:form . "further") (:end . 36)\n (:start . 29) (:id . 48))\n ((:tag . "VBN") (:stem . "analyze") (:form . "analyzed") (:end . 45)\n (:start . 37) (:id . 49))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 48) (:start . 46)\n (:id . 50))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 52) (:start . 49)\n (:id . 51))\n ((:tag . "JJ") (:stem . "next") (:form . "next") (:end . 57) (:start . 53)\n (:id . 52))\n ((:tag . "NNS") (:stem . "section") (:form . "sections") (:end . 66)\n (:start . 58) (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 67) (:start . 66)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s2.173) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100509@unknown@formal@none@1@S@As shown in Table 4, the predictors trained on datasets containing 100 times more negatives than positives perform significantly better than those trained on datasets containing equal numbers of positives and negatives.@(((:tag . "IN") (:stem . "as") (:form . "As") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBN") (:stem . "show") (:form . "shown") (:end . 8) (:start . 3)\n (:id . 43))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 11) (:start . 9)\n (:id . 44))\n ((:tag . "JJ") (:stem . "table") (:form . "Table") (:end . 17) (:start . 12)\n (:id . 45))\n ((:tag . "CD") (:stem . "4") (:form . "4") (:end . 19) (:start . 18)\n (:id . 46))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 20) (:start . 19)\n (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 24) (:start . 21)\n (:id . 48))\n ((:tag . "NNS") (:stem . "predictor") (:form . "predictors") (:end . 35)\n (:start . 25) (:id . 49))\n ((:tag . "VBN") (:stem . "train") (:form . "trained") (:end . 43)\n (:start . 36) (:id . 50))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 46) (:start . 44)\n (:id . 51))\n ((:tag . "NNS") (:stem . "dataset") (:form . "datasets") (:end . 55)\n (:start . 47) (:id . 52))\n ((:tag . "VBG") (:stem . "contain") (:form . "containing") (:end . 66)\n (:start . 56) (:id . 53))\n ((:tag . "CD") (:stem . "100") (:form . "100") (:end . 70) (:start . 67)\n (:id . 54))\n ((:tag . "NNS") (:stem . "time") (:form . "times") (:end . 76) (:start . 71)\n (:id . 55))\n ((:tag . "JJR") (:stem . "more") (:form . "more") (:end . 81) (:start . 77)\n (:id . 56))\n ((:tag . "NNS") (:stem . "negative") (:form . "negatives") (:end . 91)\n (:start . 82) (:id . 57))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 96) (:start . 92)\n (:id . 58))\n ((:tag . "NNS") (:stem . "positive") (:form . "positives") (:end . 106)\n (:start . 97) (:id . 59))\n ((:tag . "VBP") (:stem . "perform") (:form . "perform") (:end . 114)\n (:start . 107) (:id . 60))\n ((:tag . "RB") (:stem . "significantly") (:form . "significantly")\n (:end . 128) (:start . 115) (:id . 61))\n ((:tag . "JJR") (:stem . "good") (:form . "better") (:end . 135)\n (:start . 129) (:id . 62))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 140) (:start . 136)\n (:id . 63))\n ((:tag . "DT") (:stem . "those") (:form . "those") (:end . 146)\n (:start . 141) (:id . 64))\n ((:tag . "VBN") (:stem . "train") (:form . "trained") (:end . 154)\n (:start . 147) (:id . 65))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 157) (:start . 155)\n (:id . 66))\n ((:tag . "NNS") (:stem . "dataset") (:form . "datasets") (:end . 166)\n (:start . 158) (:id . 67))\n ((:tag . "VBG") (:stem . "contain") (:form . "containing") (:end . 177)\n (:start . 167) (:id . 68))\n ((:tag . "JJ") (:stem . "equal") (:form . "equal") (:end . 183)\n (:start . 178) (:id . 69))\n ((:tag . "NNS") (:stem . "number") (:form . "numbers") (:end . 191)\n (:start . 184) (:id . 70))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 194) (:start . 192)\n (:id . 71))\n ((:tag . "NNS") (:stem . "positive") (:form . "positives") (:end . 204)\n (:start . 195) (:id . 72))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 208) (:start . 205)\n (:id . 73))\n ((:tag . "NNS") (:stem . "negative") (:form . "negatives") (:end . 218)\n (:start . 209) (:id . 74))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 219) (:start . 218)\n (:id . 75)))@@@1@34@((:identifiers (:sid . :s2.183) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100519@unknown@formal@none@1@S@A criticism of randomly chosen negatives is that they will contain some true interactors.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "criticism") (:form . "criticism") (:end . 11)\n (:start . 2) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 14) (:start . 12)\n (:id . 44))\n ((:tag . "RB") (:stem . "randomly") (:form . "randomly") (:end . 23)\n (:start . 15) (:id . 45))\n ((:tag . "VBN") (:stem . "choose") (:form . "chosen") (:end . 30)\n (:start . 24) (:id . 46))\n ((:tag . "NNS") (:stem . "negative") (:form . "negatives") (:end . 40)\n (:start . 31) (:id . 47))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 43) (:start . 41)\n (:id . 48))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 48) (:start . 44)\n (:id . 49))\n ((:tag . "PRP") (:stem . "they") (:form . "they") (:end . 53) (:start . 49)\n (:id . 50))\n ((:tag . "MD") (:stem . "will") (:form . "will") (:end . 58) (:start . 54)\n (:id . 51))\n ((:tag . "VB") (:stem . "contain") (:form . "contain") (:end . 66)\n (:start . 59) (:id . 52))\n ((:tag . "DT") (:stem . "some") (:form . "some") (:end . 71) (:start . 67)\n (:id . 53))\n ((:tag . "JJ") (:stem . "true") (:form . "true") (:end . 76) (:start . 72)\n (:id . 54))\n ((:tag . "NNS") (:stem . "interactor") (:form . "interactors") (:end . 88)\n (:start . 77) (:id . 55))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 89) (:start . 88)\n (:id . 56)))@@@1@15@((:identifiers (:sid . :s2.193) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100529@unknown@formal@none@1@S@The localization-derived negative trained predictor tested on sets containing localization-derived negatives achieves a lower accuracy than that of the random negative trained predictor tested on a test set containing randomly-generated negatives (0.0686 +/- 0.0010 vs 0.0747 +/- 0.0022).@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "localization-derived")\n (:form . "localization-derived") (:end . 24) (:start . 4) (:id . 43))\n ((:tag . "JJ") (:stem . "negative") (:form . "negative") (:end . 33)\n (:start . 25) (:id . 44))\n ((:tag . "JJ") (:stem . "trained") (:form . "trained") (:end . 41)\n (:start . 34) (:id . 45))\n ((:tag . "NN") (:stem . "predictor") (:form . "predictor") (:end . 51)\n (:start . 42) (:id . 46))\n ((:tag . "VBN") (:stem . "test") (:form . "tested") (:end . 58) (:start . 52)\n (:id . 47))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 61) (:start . 59)\n (:id . 48))\n ((:tag . "NNS") (:stem . "set") (:form . "sets") (:end . 66) (:start . 62)\n (:id . 49))\n ((:tag . "VBG") (:stem . "contain") (:form . "containing") (:end . 77)\n (:start . 67) (:id . 50))\n ((:tag . "JJ") (:stem . "localization-derived")\n (:form . "localization-derived") (:end . 98) (:start . 78) (:id . 51))\n ((:tag . "NNS") (:stem . "negative") (:form . "negatives") (:end . 108)\n (:start . 99) (:id . 52))\n ((:tag . "VBZ") (:stem . "achieve") (:form . "achieves") (:end . 117)\n (:start . 109) (:id . 53))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 119) (:start . 118)\n (:id . 54))\n ((:tag . "JJR") (:stem . "low") (:form . "lower") (:end . 125) (:start . 120)\n (:id . 55))\n ((:tag . "NN") (:stem . "accuracy") (:form . 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"0.0010") (:end . 265)\n (:start . 259) (:id . 76))\n ((:tag . "IN") (:stem . "vs") (:form . "vs") (:end . 268) (:start . 266)\n (:id . 77))\n ((:tag . "CD") (:stem . "0.0747") (:form . "0.0747") (:end . 275)\n (:start . 269) (:id . 78))\n ((:tag . "SYM") (:stem . "+/-") (:form . "+/-") (:end . 279) (:start . 276)\n (:id . 79))\n ((:tag . "CD") (:stem . "0.0022") (:form . "0.0022") (:end . 286)\n (:start . 280) (:id . 80))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 287) (:start . 286)\n (:id . 81))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 288) (:start . 287)\n (:id . 82)))@@@1@41@((:identifiers (:sid . :s2.203) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100539@unknown@formal@none@1@S@As shown in Figure 4A, all modules contribute positively (i.e. contribute a likelihood ratio greater than 1.0) to the prediction of a certain proportion of the interactions in the LR400 dataset.@(((:tag . 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"NNS") (:stem . "ortholog") (:form . "orthologs") (:end . 96)\n (:start . 87) (:id . 56))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 99) (:start . 97)\n (:id . 57))\n ((:tag . "NN") (:stem . "worm") (:form . "worm") (:end . 104) (:start . 100)\n (:id . 58))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 107) (:start . 105)\n (:id . 59))\n ((:tag . "NN") (:stem . "fly") (:form . "fly") (:end . 111) (:start . 108)\n (:id . 60))\n ((:tag . "RB") (:stem . "alone") (:form . "alone") (:end . 117)\n (:start . 112) (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 118) (:start . 117)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s2.223) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100559@unknown@formal@none@1@S@The Combined and Transitive modules contribute the most to the prediction of interactions.@(((:tag . "DT") (:stem . "the") (:form . 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(:end . 126) (:start . 125)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s2.243) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100579@unknown@formal@none@1@S@As the posterior odds ratio increases, the false positive rate decreases and the ratio of the true positive rate divided by the false positive ratio increases.@(((:tag . "IN") (:stem . "as") (:form . "As") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "JJ") (:stem . "posterior") (:form . "posterior") (:end . 16)\n (:start . 7) (:id . 44))\n ((:tag . "NNS") (:stem . "odd") (:form . "odds") (:end . 21) (:start . 17)\n (:id . 45))\n ((:tag . "NN") (:stem . "ratio") (:form . "ratio") (:end . 27) (:start . 22)\n (:id . 46))\n ((:tag . "VBZ") (:stem . "increase") (:form . "increases") (:end . 37)\n (:start . 28) (:id . 47))\n ((:tag . ",") (:stem . ",") (:form . 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"which") (:end . 306)\n (:start . 301) (:id . 98))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 309) (:start . 307)\n (:id . 99))\n ((:tag . "WRB") (:stem . "why") (:form . "why") (:end . 313) (:start . 310)\n (:id . 100))\n ((:tag . "PRP") (:stem . "they") (:form . "they") (:end . 318) (:start . 314)\n (:id . 101))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 323) (:start . 319)\n (:id . 102))\n ((:tag . "JJR") (:stem . "few") (:form . "fewer") (:end . 329) (:start . 324)\n (:id . 103))\n ((:tag . "NN") (:stem . "fpr") (:form . "FPR") (:end . 333) (:start . 330)\n (:id . 104))\n ((:tag . "NNS") (:stem . "estimate") (:form . "estimates") (:end . 343)\n (:start . 334) (:id . 105))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 344) (:start . 343)\n (:id . 106))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 345) (:start . 344)\n (:id . 107)))@@@1@66@((:ncues ((:id . :x2.263.1) (:span 273 276)))\n (:nscopes ((:id . :x2.263.1) (:span 243 299)))\n (:identifiers (:sid . :s2.263) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100599@unknown@formal@none@1@S@The number and overlap of distinct proteins (shown in B) and distinct interactions (shown in C) are shown for the LR400 dataset, the Rhodes prediction dataset and the June 2006 version of the HPRD.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 10) (:start . 4)\n (:id . 43))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 14) (:start . 11)\n (:id . 44))\n ((:tag . "NN") (:stem . "overlap") (:form . "overlap") (:end . 22)\n (:start . 15) (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 25) (:start . 23)\n (:id . 46))\n ((:tag . 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",") (:end . 128) (:start . 127)\n (:id . 68))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 132) (:start . 129)\n (:id . 69))\n ((:tag . "NNP") (:stem . "Rhodes") (:form . "Rhodes") (:end . 139)\n (:start . 133) (:id . 70))\n ((:tag . "NN") (:stem . "prediction") (:form . "prediction") (:end . 150)\n (:start . 140) (:id . 71))\n ((:tag . "NN") (:stem . "dataset") (:form . "dataset") (:end . 158)\n (:start . 151) (:id . 72))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 162) (:start . 159)\n (:id . 73))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 166) (:start . 163)\n (:id . 74))\n ((:tag . "NNP") (:stem . "June") (:form . "June") (:end . 171) (:start . 167)\n (:id . 75))\n ((:tag . "CD") (:stem . "2006") (:form . "2006") (:end . 176) (:start . 172)\n (:id . 76))\n ((:tag . "NN") (:stem . "version") (:form . "version") (:end . 184)\n (:start . 177) (:id . 77))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 187) (:start . 185)\n (:id . 78))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 191) (:start . 188)\n (:id . 79))\n ((:tag . "NNP") (:stem . "HPRD") (:form . "HPRD") (:end . 196) (:start . 192)\n (:id . 80))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 197) (:start . 196)\n (:id . 81)))@@@1@40@((:identifiers (:sid . :s2.273) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100609@unknown@formal@none@1@S@Using such a threshold, the authors claim to predict 180 010 human interactions.@(((:tag . "VBG") (:stem . "use") (:form . "Using") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "PDT") (:stem . "such") (:form . "such") (:end . 10) (:start . 6)\n (:id . 43))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 12) (:start . 11)\n (:id . 44))\n ((:tag . "NN") (:stem . "threshold") (:form . "threshold") (:end . 22)\n (:start . 13) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . 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(:end . 80) (:start . 79)\n (:id . 56)))@@@1@15@((:identifiers (:sid . :s2.283) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100619@unknown@formal@none@1@S@Such examples include interactions that allow the formation of well-known protein complexes such as the proteasome, the MCM protein complex involved in the initiation of genome replication, replication factor C, the TBP/TAF complex (TBP-associated factors) and the EIF complex (eukaryotic translation initiation factors).@(((:tag . "JJ") (:stem . "such") (:form . "Such") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NNS") (:stem . "example") (:form . "examples") (:end . 13)\n (:start . 5) (:id . 43))\n ((:tag . "VBP") (:stem . "include") (:form . "include") (:end . 21)\n (:start . 14) (:id . 44))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 34)\n (:start . 22) (:id . 45))\n ((:tag . "WDT") (:stem . "that") (:form . 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"complex") (:end . 231)\n (:start . 224) (:id . 77))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 233) (:start . 232)\n (:id . 78))\n ((:tag . "JJ") (:stem . "tbp-associated") (:form . "TBP-associated")\n (:end . 247) (:start . 233) (:id . 79))\n ((:tag . "NNS") (:stem . "factor") (:form . "factors") (:end . 255)\n (:start . 248) (:id . 80))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 256) (:start . 255)\n (:id . 81))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 260) (:start . 257)\n (:id . 82))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 264) (:start . 261)\n (:id . 83))\n ((:tag . "NNP") (:stem . "EIF") (:form . "EIF") (:end . 268) (:start . 265)\n (:id . 84))\n ((:tag . "NN") (:stem . "complex") (:form . "complex") (:end . 276)\n (:start . 269) (:id . 85))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 278) (:start . 277)\n (:id . 86))\n ((:tag . "JJ") (:stem . "eukaryotic") (:form . "eukaryotic") (:end . 288)\n (:start . 278) (:id . 87))\n ((:tag . "NN") (:stem . "translation") (:form . "translation") (:end . 300)\n (:start . 289) (:id . 88))\n ((:tag . "NN") (:stem . "initiation") (:form . "initiation") (:end . 311)\n (:start . 301) (:id . 89))\n ((:tag . "NNS") (:stem . "factor") (:form . "factors") (:end . 319)\n (:start . 312) (:id . 90))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 320) (:start . 319)\n (:id . 91))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 321) (:start . 320)\n (:id . 92)))@@@1@51@((:identifiers (:sid . :s2.293) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100629@unknown@formal@none@1@S@-TCPTP was predicted to interact with STAT6 at a posterior odds ratio of 4300.@(((:tag . "NNP") (:stem . "-TCPTP") (:form . "-TCPTP") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . "VBD") (:stem . "be") (:form . 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"of") (:form . "of") (:end . 72) (:start . 70)\n (:id . 54))\n ((:tag . "CD") (:stem . "4300") (:form . "4300") (:end . 77) (:start . 73)\n (:id . 55))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 78) (:start . 77)\n (:id . 56)))@@@1@15@((:identifiers (:sid . :s2.303) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100639@unknown@formal@none@1@S@-Sam68 and Smad2 achieve a predicted posterior odds ratio of 32.@(((:tag . "NNP") (:stem . "-Sam68") (:form . "-Sam68") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 10) (:start . 7)\n (:id . 43))\n ((:tag . "NNP") (:stem . "Smad2") (:form . "Smad2") (:end . 16) (:start . 11)\n (:id . 44))\n ((:tag . "VBP") (:stem . "achieve") (:form . "achieve") (:end . 24)\n (:start . 17) (:id . 45))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 26) (:start . 25)\n (:id . 46))\n ((:tag . "VBN") (:stem . "predict") (:form . "predicted") (:end . 36)\n (:start . 27) (:id . 47))\n ((:tag . "JJ") (:stem . "posterior") (:form . "posterior") (:end . 46)\n (:start . 37) (:id . 48))\n ((:tag . "NNS") (:stem . "odd") (:form . "odds") (:end . 51) (:start . 47)\n (:id . 49))\n ((:tag . "NN") (:stem . "ratio") (:form . "ratio") (:end . 57) (:start . 52)\n (:id . 50))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 60) (:start . 58)\n (:id . 51))\n ((:tag . "CD") (:stem . "32") (:form . "32") (:end . 63) (:start . 61)\n (:id . 52))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 64) (:start . 63)\n (:id . 53)))@@@1@12@((:identifiers (:sid . :s2.313) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100649@unknown@formal@none@1@S@A subset of our novel predictions have been independently validated by identifying recent reports that experimentally investigated and confirmed that these protein pairs do interact.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "subset") (:form . "subset") (:end . 8) (:start . 2)\n (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 11) (:start . 9)\n (:id . 44))\n ((:tag . "PRP$") (:stem . "our") (:form . "our") (:end . 15) (:start . 12)\n (:id . 45))\n ((:tag . "JJ") (:stem . "novel") (:form . "novel") (:end . 21) (:start . 16)\n (:id . 46))\n ((:tag . "NNS") (:stem . "prediction") (:form . "predictions") (:end . 33)\n (:start . 22) (:id . 47))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 38) (:start . 34)\n (:id . 48))\n ((:tag . "VBN") (:stem . "be") (:form . "been") (:end . 43) (:start . 39)\n (:id . 49))\n ((:tag . "RB") (:stem . "independently") (:form . "independently")\n (:end . 57) (:start . 44) (:id . 50))\n ((:tag . "VBN") (:stem . "validate") (:form . "validated") (:end . 67)\n (:start . 58) (:id . 51))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 70) (:start . 68)\n (:id . 52))\n ((:tag . "VBG") (:stem . "identify") (:form . "identifying") (:end . 82)\n (:start . 71) (:id . 53))\n ((:tag . "JJ") (:stem . "recent") (:form . "recent") (:end . 89)\n (:start . 83) (:id . 54))\n ((:tag . "NNS") (:stem . "report") (:form . "reports") (:end . 97)\n (:start . 90) (:id . 55))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 102) (:start . 98)\n (:id . 56))\n ((:tag . "RB") (:stem . "experimentally") (:form . "experimentally")\n (:end . 117) (:start . 103) (:id . 57))\n ((:tag . "VBN") (:stem . "investigate") (:form . "investigated") (:end . 130)\n (:start . 118) (:id . 58))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 134) (:start . 131)\n (:id . 59))\n ((:tag . "VBN") (:stem . "confirm") (:form . "confirmed") (:end . 144)\n (:start . 135) (:id . 60))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 149) (:start . 145)\n (:id . 61))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 155)\n (:start . 150) (:id . 62))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 163)\n (:start . 156) (:id . 63))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 169)\n (:start . 164) (:id . 64))\n ((:tag . "VBP") (:stem . "do") (:form . "do") (:end . 172) (:start . 170)\n (:id . 65))\n ((:tag . "VB") (:stem . "interact") (:form . "interact") (:end . 181)\n (:start . 173) (:id . 66))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 182) (:start . 181)\n (:id . 67)))@@@1@26@((:identifiers (:sid . :s2.323) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100659@unknown@formal@none@1@S@Additionally, some proteins were not recovered in the conversion between different identifiers.@(((:tag . "RB") (:stem . "additionally") (:form . "Additionally") (:end . 12)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 13) (:start . 12)\n (:id . 43))\n ((:tag . "DT") (:stem . "some") (:form . "some") (:end . 18) (:start . 14)\n (:id . 44))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 27)\n (:start . 19) (:id . 45))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 32) (:start . 28)\n (:id . 46))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 36) (:start . 33)\n (:id . 47))\n ((:tag . "VBN") (:stem . "recover") (:form . "recovered") (:end . 46)\n (:start . 37) (:id . 48))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 49) (:start . 47)\n (:id . 49))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 53) (:start . 50)\n (:id . 50))\n ((:tag . "NN") (:stem . "conversion") (:form . "conversion") (:end . 64)\n (:start . 54) (:id . 51))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 72)\n (:start . 65) (:id . 52))\n ((:tag . "JJ") (:stem . "different") (:form . "different") (:end . 82)\n (:start . 73) (:id . 53))\n ((:tag . "NNS") (:stem . "identifier") (:form . "identifiers") (:end . 94)\n (:start . 83) (:id . 54))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 95) (:start . 94)\n (:id . 55)))@@@1@14@((:ncues ((:id . :x2.333.1) (:span 33 36)))\n (:nscopes ((:id . :x2.333.1) (:span 14 94)))\n (:identifiers (:sid . :s2.333) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100669@unknown@formal@none@1@S@In addition, positive to negative ratios of 1:1 and 1:100 were considered.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "addition") (:form . "addition") (:end . 11)\n (:start . 3) (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 12) (:start . 11)\n (:id . 44))\n ((:tag . "JJ") (:stem . "positive") (:form . "positive") (:end . 21)\n (:start . 13) (:id . 45))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 24) (:start . 22)\n (:id . 46))\n ((:tag . "JJ") (:stem . "negative") (:form . "negative") (:end . 33)\n (:start . 25) (:id . 47))\n ((:tag . "NNS") (:stem . "ratio") (:form . "ratios") (:end . 40)\n (:start . 34) (:id . 48))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 43) (:start . 41)\n (:id . 49))\n ((:tag . "CD") (:stem . "1:1") (:form . "1:1") (:end . 47) (:start . 44)\n (:id . 50))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 51) (:start . 48)\n (:id . 51))\n ((:tag . "CD") (:stem . "1:100") (:form . "1:100") (:end . 57) (:start . 52)\n (:id . 52))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 62) (:start . 58)\n (:id . 53))\n ((:tag . "VBN") (:stem . "consider") (:form . "considered") (:end . 73)\n (:start . 63) (:id . 54))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 74) (:start . 73)\n (:id . 55)))@@@1@14@((:identifiers (:sid . :s2.343) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100679@unknown@formal@none@1@S@The transparency of the method allows the straightforward determination of which features are most predictive of interaction at the level of the whole proteome as well as for individual protein pairs.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "transparency") (:form . "transparency") (:end . 16)\n (:start . 4) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 19) (:start . 17)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 23) (:start . 20)\n (:id . 45))\n ((:tag . "NN") (:stem . "method") (:form . "method") (:end . 30)\n (:start . 24) (:id . 46))\n ((:tag . "VBZ") (:stem . "allow") (:form . "allows") (:end . 37)\n (:start . 31) (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 41) (:start . 38)\n (:id . 48))\n ((:tag . "JJ") (:stem . "straightforward") (:form . "straightforward")\n (:end . 57) (:start . 42) (:id . 49))\n ((:tag . "NN") (:stem . "determination") (:form . "determination")\n (:end . 71) (:start . 58) (:id . 50))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 74) (:start . 72)\n (:id . 51))\n ((:tag . "WDT") (:stem . "which") (:form . "which") (:end . 80) (:start . 75)\n (:id . 52))\n ((:tag . "NNS") (:stem . "feature") (:form . "features") (:end . 89)\n (:start . 81) (:id . 53))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 93) (:start . 90)\n (:id . 54))\n ((:tag . "RBS") (:stem . "most") (:form . "most") (:end . 98) (:start . 94)\n (:id . 55))\n ((:tag . "JJ") (:stem . "predictive") (:form . "predictive") (:end . 109)\n (:start . 99) (:id . 56))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 112) (:start . 110)\n (:id . 57))\n ((:tag . "NN") (:stem . "interaction") (:form . "interaction") (:end . 124)\n (:start . 113) (:id . 58))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 127) (:start . 125)\n (:id . 59))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 131) (:start . 128)\n (:id . 60))\n ((:tag . "NN") (:stem . "level") (:form . "level") (:end . 137)\n (:start . 132) (:id . 61))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 140) (:start . 138)\n (:id . 62))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 144) (:start . 141)\n (:id . 63))\n ((:tag . "JJ") (:stem . "whole") (:form . "whole") (:end . 150)\n (:start . 145) (:id . 64))\n ((:tag . "NN") (:stem . "proteome") (:form . "proteome") (:end . 159)\n (:start . 151) (:id . 65))\n ((:tag . "RB") (:stem . "as") (:form . "as") (:end . 162) (:start . 160)\n (:id . 66))\n ((:tag . "RB") (:stem . "well") (:form . "well") (:end . 167) (:start . 163)\n (:id . 67))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 170) (:start . 168)\n (:id . 68))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 174) (:start . 171)\n (:id . 69))\n ((:tag . "JJ") (:stem . "individual") (:form . "individual") (:end . 185)\n (:start . 175) (:id . 70))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 193)\n (:start . 186) (:id . 71))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 199)\n (:start . 194) (:id . 72))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 200) (:start . 199)\n (:id . 73)))@@@1@32@((:identifiers (:sid . :s2.353) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100689@unknown@formal@none@1@S@When a particular state of a feature occurs only in positive examples (known interacting proteins), the likelihoods are set to the highest non-infinite value of any state for that feature (to avoid infinite values).@(((:tag . "WRB") (:stem . "when") (:form . "When") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 6) (:start . 5)\n (:id . 43))\n ((:tag . "JJ") (:stem . "particular") (:form . "particular") (:end . 17)\n (:start . 7) (:id . 44))\n ((:tag . "NN") (:stem . "state") (:form . "state") (:end . 23) (:start . 18)\n (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 26) (:start . 24)\n (:id . 46))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 28) (:start . 27)\n (:id . 47))\n ((:tag . "NN") (:stem . "feature") (:form . "feature") (:end . 36)\n (:start . 29) (:id . 48))\n ((:tag . "VBZ") (:stem . "occur") (:form . "occurs") (:end . 43)\n (:start . 37) (:id . 49))\n ((:tag . "RB") (:stem . "only") (:form . "only") (:end . 48) (:start . 44)\n (:id . 50))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 51) (:start . 49)\n (:id . 51))\n ((:tag . "JJ") (:stem . "positive") (:form . "positive") (:end . 60)\n (:start . 52) (:id . 52))\n ((:tag . "NNS") (:stem . "example") (:form . "examples") (:end . 69)\n (:start . 61) (:id . 53))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 71) (:start . 70)\n (:id . 54))\n ((:tag . "VBN") (:stem . "know") (:form . "known") (:end . 76) (:start . 71)\n (:id . 55))\n ((:tag . "VBG") (:stem . "interact") (:form . "interacting") (:end . 88)\n (:start . 77) (:id . 56))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 97)\n (:start . 89) (:id . 57))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 98) (:start . 97)\n (:id . 58))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 99) (:start . 98)\n (:id . 59))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 103) (:start . 100)\n (:id . 60))\n ((:tag . "NNS") (:stem . "likelihood") (:form . "likelihoods") (:end . 115)\n (:start . 104) (:id . 61))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 119) (:start . 116)\n (:id . 62))\n ((:tag . "VBN") (:stem . "set") (:form . "set") (:end . 123) (:start . 120)\n (:id . 63))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 126) (:start . 124)\n (:id . 64))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 130) (:start . 127)\n (:id . 65))\n ((:tag . "JJS") (:stem . "high") (:form . "highest") (:end . 138)\n (:start . 131) (:id . 66))\n ((:tag . "JJ") (:stem . "non-infinite") (:form . "non-infinite") (:end . 151)\n (:start . 139) (:id . 67))\n ((:tag . "NN") (:stem . "value") (:form . "value") (:end . 157)\n (:start . 152) (:id . 68))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 160) (:start . 158)\n (:id . 69))\n ((:tag . "DT") (:stem . "any") (:form . "any") (:end . 164) (:start . 161)\n (:id . 70))\n ((:tag . "NN") (:stem . "state") (:form . "state") (:end . 170)\n (:start . 165) (:id . 71))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 174) (:start . 171)\n (:id . 72))\n ((:tag . "DT") (:stem . "that") (:form . "that") (:end . 179) (:start . 175)\n (:id . 73))\n ((:tag . "NN") (:stem . "feature") (:form . "feature") (:end . 187)\n (:start . 180) (:id . 74))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 189) (:start . 188)\n (:id . 75))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 191) (:start . 189)\n (:id . 76))\n ((:tag . "VB") (:stem . "avoid") (:form . "avoid") (:end . 197)\n (:start . 192) (:id . 77))\n ((:tag . "JJ") (:stem . "infinite") (:form . "infinite") (:end . 206)\n (:start . 198) (:id . 78))\n ((:tag . "NNS") (:stem . "value") (:form . "values") (:end . 213)\n (:start . 207) (:id . 79))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 214) (:start . 213)\n (:id . 80))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 215) (:start . 214)\n (:id . 81)))@@@1@40@((:identifiers (:sid . :s2.363) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100699@unknown@formal@none@1@S@Thus, between the two releases of the HPRD, there was a large increase in the number of interactions for this subset of proteins and this is likely to continue for at least the next few releases.@(((:tag . "RB") (:stem . "thus") (:form . "Thus") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 5) (:start . 4) (:id . 43))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 13)\n (:start . 6) (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 17) (:start . 14)\n (:id . 45))\n ((:tag . "CD") (:stem . "two") (:form . "two") (:end . 21) (:start . 18)\n (:id . 46))\n ((:tag . "NNS") (:stem . "release") (:form . "releases") (:end . 30)\n (:start . 22) (:id . 47))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 33) (:start . 31)\n (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 37) (:start . 34)\n (:id . 49))\n ((:tag . "NNP") (:stem . "HPRD") (:form . "HPRD") (:end . 42) (:start . 38)\n (:id . 50))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 43) (:start . 42)\n (:id . 51))\n ((:tag . "EX") (:stem . "there") (:form . "there") (:end . 49) (:start . 44)\n (:id . 52))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 53) (:start . 50)\n (:id . 53))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 55) (:start . 54)\n (:id . 54))\n ((:tag . "JJ") (:stem . "large") (:form . "large") (:end . 61) (:start . 56)\n (:id . 55))\n ((:tag . "NN") (:stem . "increase") (:form . "increase") (:end . 70)\n (:start . 62) (:id . 56))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 73) (:start . 71)\n (:id . 57))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 77) (:start . 74)\n (:id . 58))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 84)\n (:start . 78) (:id . 59))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 87) (:start . 85)\n (:id . 60))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 100)\n (:start . 88) (:id . 61))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 104) (:start . 101)\n (:id . 62))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 109) (:start . 105)\n (:id . 63))\n ((:tag . "NN") (:stem . "subset") (:form . "subset") (:end . 116)\n (:start . 110) (:id . 64))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 119) (:start . 117)\n (:id . 65))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 128)\n (:start . 120) (:id . 66))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 132) (:start . 129)\n (:id . 67))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 137) (:start . 133)\n (:id . 68))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 140) (:start . 138)\n (:id . 69))\n ((:tag . "JJ") (:stem . "likely") (:form . "likely") (:end . 147)\n (:start . 141) (:id . 70))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 150) (:start . 148)\n (:id . 71))\n ((:tag . "VB") (:stem . "continue") (:form . "continue") (:end . 159)\n (:start . 151) (:id . 72))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 163) (:start . 160)\n (:id . 73))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 166) (:start . 164)\n (:id . 74))\n ((:tag . "JJS") (:stem . "least") (:form . "least") (:end . 172)\n (:start . 167) (:id . 75))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 176) (:start . 173)\n (:id . 76))\n ((:tag . "JJ") (:stem . "next") (:form . "next") (:end . 181) (:start . 177)\n (:id . 77))\n ((:tag . "JJ") (:stem . "few") (:form . "few") (:end . 185) (:start . 182)\n (:id . 78))\n ((:tag . "NNS") (:stem . "release") (:form . "releases") (:end . 194)\n (:start . 186) (:id . 79))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 195) (:start . 194)\n (:id . 80)))@@@1@39@((:hcues ((:id . :x2.373.1) (:span 141 147)))\n (:hscopes ((:id . :x2.373.1) (:span 133 194)))\n (:identifiers (:sid . :s2.373) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100709@unknown@formal@none@1@S@Pearson correlations were calculated for all 56620761 transcript pairs and correlation values were grouped into 20 bins of increasing co-expression.@(((:tag . "NNP") (:stem . "Pearson") (:form . "Pearson") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "correlation") (:form . "correlations") (:end . 20)\n (:start . 8) (:id . 43))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 25) (:start . 21)\n (:id . 44))\n ((:tag . "VBN") (:stem . "calculate") (:form . "calculated") (:end . 36)\n (:start . 26) (:id . 45))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 40) (:start . 37)\n (:id . 46))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 44) (:start . 41)\n (:id . 47))\n ((:tag . "CD") (:stem . "56620761") (:form . "56620761") (:end . 53)\n (:start . 45) (:id . 48))\n ((:tag . "NN") (:stem . "transcript") (:form . "transcript") (:end . 64)\n (:start . 54) (:id . 49))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 70) (:start . 65)\n (:id . 50))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 74) (:start . 71)\n (:id . 51))\n ((:tag . "NN") (:stem . "correlation") (:form . "correlation") (:end . 86)\n (:start . 75) (:id . 52))\n ((:tag . "NNS") (:stem . "value") (:form . "values") (:end . 93)\n (:start . 87) (:id . 53))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 98) (:start . 94)\n (:id . 54))\n ((:tag . "VBN") (:stem . "group") (:form . "grouped") (:end . 106)\n (:start . 99) (:id . 55))\n ((:tag . "IN") (:stem . "into") (:form . "into") (:end . 111) (:start . 107)\n (:id . 56))\n ((:tag . "CD") (:stem . "20") (:form . "20") (:end . 114) (:start . 112)\n (:id . 57))\n ((:tag . "NNS") (:stem . "bin") (:form . "bins") (:end . 119) (:start . 115)\n (:id . 58))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 122) (:start . 120)\n (:id . 59))\n ((:tag . "VBG") (:stem . "increase") (:form . "increasing") (:end . 133)\n (:start . 123) (:id . 60))\n ((:tag . "NN") (:stem . "co-expression") (:form . "co-expression")\n (:end . 147) (:start . 134) (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 148) (:start . 147)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s2.383) (:did . :1471-2105-8-239)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100719@unknown@formal@none@1@S@The orthology module has four additional bins: two bin for human pairs that have interacting paralogs in human (a medium and a low confidence bin which use the same definition as above for the model organisms), one bin for human pairs that have interacting homologs in more than one organism (these can be orthologs in yeast, worm or fly, or paralogs in human) and one bin for human pairs that have only non-interacting orthologs.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "orthology") (:form . "orthology") (:end . 13)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "module") (:form . "module") (:end . 20)\n (:start . 14) (:id . 44))\n ((:tag . "VBZ") (:stem . "have") (:form . 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(:end . 245) (:start . 244)\n (:id . 81)))@@@1@40@((:hcues ((:id . :x3.29.1) (:span 5 13)))\n (:hscopes ((:id . :x3.29.1) (:span 5 107)))\n (:identifiers (:sid . :s3.29) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100819@unknown@formal@none@1@S@Ensemble methods, well known in the machine learning community 9, are typically composed of multiple methods comprising different search strategies (or the same search strategies with different initiation settings or random restarts) with a unified objective function.@(((:tag . "JJ") (:stem . "ensemble") (:form . "Ensemble") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "method") (:form . "methods") (:end . 16)\n (:start . 9) (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 17) (:start . 16)\n (:id . 44))\n ((:tag . "RB") (:stem . "well") (:form . "well") (:end . 22) (:start . 18)\n (:id . 45))\n ((:tag . "VBN") (:stem . 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(:end . 368) (:start . 367)\n (:id . 103)))@@@1@62@((:hcues ((:id . :x3.49.1) (:span 215 222)) ((:id . :x3.49.2) (:span 151 162))\n ((:id . :x3.49.3) (:span 58 60)))\n (:ncues ((:id . :x3.49.4) (:span 0 11)))\n (:hscopes ((:id . :x3.49.1) (:span 215 367))\n ((:id . :x3.49.2) (:span 151 173)) ((:id . :x3.49.3) (:span 12 199)))\n (:nscopes ((:id . :x3.49.4) (:span 0 199)))\n (:identifiers (:sid . :s3.49) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100839@unknown@formal@none@1@S@The ultimate goal of a motif finder is to identify the specific subsequences Û in U that act as binding sites for the transcription factor(s) that regulate G.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "ultimate") (:form . "ultimate") (:end . 12)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "goal") (:form . "goal") (:end . 17) (:start . 13)\n (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 20) (:start . 18)\n (:id . 45))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 22) (:start . 21)\n (:id . 46))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 28) (:start . 23)\n (:id . 47))\n ((:tag . "NN") (:stem . "finder") (:form . "finder") (:end . 35)\n (:start . 29) (:id . 48))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 38) (:start . 36)\n (:id . 49))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 41) (:start . 39)\n (:id . 50))\n ((:tag . "VB") (:stem . "identify") (:form . "identify") (:end . 50)\n (:start . 42) (:id . 51))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 54) (:start . 51)\n (:id . 52))\n ((:tag . "JJ") (:stem . "specific") (:form . "specific") (:end . 63)\n (:start . 55) (:id . 53))\n ((:tag . "NNS") (:stem . "subsequence") (:form . "subsequences") (:end . 76)\n (:start . 64) (:id . 54))\n ((:tag . "VBP") (:stem . "û") (:form . "Û") (:end . 78) (:start . 77)\n (:id . 55))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 81) (:start . 79)\n (:id . 56))\n ((:tag . "NNP") (:stem . "U") (:form . "U") (:end . 83) (:start . 82)\n (:id . 57))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 88) (:start . 84)\n (:id . 58))\n ((:tag . "VBP") (:stem . "act") (:form . "act") (:end . 92) (:start . 89)\n (:id . 59))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 95) (:start . 93)\n (:id . 60))\n ((:tag . "VBG") (:stem . "bind") (:form . "binding") (:end . 103)\n (:start . 96) (:id . 61))\n ((:tag . "NNS") (:stem . "site") (:form . "sites") (:end . 109)\n (:start . 104) (:id . 62))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 113) (:start . 110)\n (:id . 63))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 117) (:start . 114)\n (:id . 64))\n ((:tag . "NN") (:stem . "transcription") (:form . "transcription")\n (:end . 131) (:start . 118) (:id . 65))\n ((:tag . "NN") (:stem . "factor(s)") (:form . "factor(s)") (:end . 141)\n (:start . 132) (:id . 66))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 146) (:start . 142)\n (:id . 67))\n ((:tag . "VBP") (:stem . "regulate") (:form . "regulate") (:end . 155)\n (:start . 147) (:id . 68))\n ((:tag . "NNP") (:stem . "G") (:form . "G") (:end . 157) (:start . 156)\n (:id . 69))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 158) (:start . 157)\n (:id . 70)))@@@1@29@((:identifiers (:sid . :s3.59) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100849@unknown@formal@none@1@S@BEAM and SPACER are run independently; PRISM runs on the top 100 motifs output by BEAM.@(((:tag . "NN") (:stem . "beam") (:form . "BEAM") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 8) (:start . 5)\n (:id . 43))\n ((:tag . "NNP") (:stem . "SPACER") (:form . "SPACER") (:end . 15)\n (:start . 9) (:id . 44))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 19) (:start . 16)\n (:id . 45))\n ((:tag . "VBN") (:stem . "run") (:form . "run") (:end . 23) (:start . 20)\n (:id . 46))\n ((:tag . "RB") (:stem . "independently") (:form . "independently")\n (:end . 37) (:start . 24) (:id . 47))\n ((:tag . ":") (:stem . ";") (:form . ";") (:end . 38) (:start . 37)\n (:id . 48))\n ((:tag . "NN") (:stem . "prism") (:form . "PRISM") (:end . 44) (:start . 39)\n (:id . 49))\n ((:tag . "VBZ") (:stem . "run") (:form . "runs") (:end . 49) (:start . 45)\n (:id . 50))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 52) (:start . 50)\n (:id . 51))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 56) (:start . 53)\n (:id . 52))\n ((:tag . "JJ") (:stem . "top") (:form . "top") (:end . 60) (:start . 57)\n (:id . 53))\n ((:tag . "CD") (:stem . "100") (:form . "100") (:end . 64) (:start . 61)\n (:id . 54))\n ((:tag . "NNS") (:stem . "motif") (:form . "motifs") (:end . 71)\n (:start . 65) (:id . 55))\n ((:tag . "NN") (:stem . "output") (:form . "output") (:end . 78)\n (:start . 72) (:id . 56))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 81) (:start . 79)\n (:id . 57))\n ((:tag . "NNP") (:stem . "BEAM") (:form . "BEAM") (:end . 86) (:start . 82)\n (:id . 58))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 87) (:start . 86)\n (:id . 59)))@@@1@18@((:identifiers (:sid . :s3.69) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100859@unknown@formal@none@1@S@In general, we seek to maximize -log(p(M = m)).@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "general") (:form . "general") (:end . 10)\n (:start . 3) (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 11) (:start . 10)\n (:id . 44))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 14) (:start . 12)\n (:id . 45))\n ((:tag . "VBP") (:stem . "seek") (:form . "seek") (:end . 19) (:start . 15)\n (:id . 46))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 22) (:start . 20)\n (:id . 47))\n ((:tag . "VB") (:stem . "maximize") (:form . "maximize") (:end . 31)\n (:start . 23) (:id . 48))\n ((:tag . "JJ") (:stem . "-log(p(M") (:form . "-log(p(M") (:end . 40)\n (:start . 32) (:id . 49))\n ((:tag . "SYM") (:stem . "=") (:form . "=") (:end . 42) (:start . 41)\n (:id . 50))\n ((:tag . "NN") (:stem . "m") (:form . "m") (:end . 44) (:start . 43)\n (:id . 51))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 45) (:start . 44)\n (:id . 52))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 46) (:start . 45)\n (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 47) (:start . 46)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s3.79) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100869@unknown@formal@none@1@S@In contrast, we have proposed that all characters should not be treated equally, but should be penalized in proportion to the information provided by them 1112.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "contrast") (:form . "contrast") (:end . 11)\n (:start . 3) (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 12) (:start . 11)\n (:id . 44))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 15) (:start . 13)\n (:id . 45))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 20) (:start . 16)\n (:id . 46))\n ((:tag . "VBN") (:stem . "propose") (:form . "proposed") (:end . 29)\n (:start . 21) (:id . 47))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 34) (:start . 30)\n (:id . 48))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 38) (:start . 35)\n (:id . 49))\n ((:tag . "NNS") (:stem . "character") (:form . "characters") (:end . 49)\n (:start . 39) (:id . 50))\n ((:tag . "MD") (:stem . "should") (:form . "should") (:end . 56)\n (:start . 50) (:id . 51))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 60) (:start . 57)\n (:id . 52))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 63) (:start . 61)\n (:id . 53))\n ((:tag . "VBN") (:stem . "treat") (:form . "treated") (:end . 71)\n (:start . 64) (:id . 54))\n ((:tag . "RB") (:stem . "equally") (:form . "equally") (:end . 79)\n (:start . 72) (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 80) (:start . 79)\n (:id . 56))\n ((:tag . "CC") (:stem . "but") (:form . "but") (:end . 84) (:start . 81)\n (:id . 57))\n ((:tag . "MD") (:stem . "should") (:form . "should") (:end . 91)\n (:start . 85) (:id . 58))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 94) (:start . 92)\n (:id . 59))\n ((:tag . "VBN") (:stem . "penalize") (:form . "penalized") (:end . 104)\n (:start . 95) (:id . 60))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 107) (:start . 105)\n (:id . 61))\n ((:tag . "NN") (:stem . "proportion") (:form . "proportion") (:end . 118)\n (:start . 108) (:id . 62))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 121) (:start . 119)\n (:id . 63))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 125) (:start . 122)\n (:id . 64))\n ((:tag . "NN") (:stem . "information") (:form . "information") (:end . 137)\n (:start . 126) (:id . 65))\n ((:tag . "VBN") (:stem . "provide") (:form . "provided") (:end . 146)\n (:start . 138) (:id . 66))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 149) (:start . 147)\n (:id . 67))\n ((:tag . "PRP") (:stem . "them") (:form . "them") (:end . 154) (:start . 150)\n (:id . 68))\n ((:tag . "CD") (:stem . "1112") (:form . "1112") (:end . 159) (:start . 155)\n (:id . 69))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 160) (:start . 159)\n (:id . 70)))@@@1@29@((:hcues ((:id . :x3.89.1) (:span 85 91)) ((:id . :x3.89.2) (:span 50 56))\n ((:id . :x3.89.4) (:span 21 29)))\n (:ncues ((:id . :x3.89.3) (:span 57 60)))\n (:hscopes ((:id . :x3.89.1) (:span 85 154)) ((:id . :x3.89.2) (:span 35 79))\n ((:id . :x3.89.4) (:span 21 154)))\n (:nscopes ((:id . :x3.89.3) (:span 35 79)))\n (:identifiers (:sid . :s3.89) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100879@unknown@formal@none@1@S@These objective functions were as follows: position bias (based on the Kolmogorov-Smirnov, or KS, statistic), overrepresentation (a Poisson-based measure based on how often a motif occurs in U) and coverage (a Poisson-based measure based on how many upstream sequences contain the motif).@(((:tag . "DT") (:stem . "these") (:form . "These") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "objective") (:form . "objective") (:end . 15)\n (:start . 6) (:id . 43))\n ((:tag . "NNS") (:stem . "function") (:form . "functions") (:end . 25)\n (:start . 16) (:id . 44))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 30) (:start . 26)\n (:id . 45))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 33) (:start . 31)\n (:id . 46))\n ((:tag . "VBZ") (:stem . "follow") (:form . "follows") (:end . 41)\n (:start . 34) (:id . 47))\n ((:tag . ":") (:stem . ":") (:form . ":") (:end . 42) (:start . 41)\n (:id . 48))\n ((:tag . "NN") (:stem . "position") (:form . "position") (:end . 51)\n (:start . 43) (:id . 49))\n ((:tag . "NN") (:stem . "bias") (:form . "bias") (:end . 56) (:start . 52)\n (:id . 50))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 58) (:start . 57)\n (:id . 51))\n ((:tag . "VBN") (:stem . "base") (:form . "based") (:end . 63) (:start . 58)\n (:id . 52))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 66) (:start . 64)\n (:id . 53))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 70) (:start . 67)\n (:id . 54))\n ((:tag . "NNP") (:stem . "Kolmogorov-Smirnov") (:form . "Kolmogorov-Smirnov")\n (:end . 89) (:start . 71) (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 90) (:start . 89)\n (:id . 56))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 93) (:start . 91)\n (:id . 57))\n ((:tag . "NNP") (:stem . "KS") (:form . "KS") (:end . 96) (:start . 94)\n (:id . 58))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 97) (:start . 96)\n (:id . 59))\n ((:tag . "JJ") (:stem . "statistic") (:form . "statistic") (:end . 107)\n (:start . 98) (:id . 60))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 108) (:start . 107)\n (:id . 61))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 109) (:start . 108)\n (:id . 62))\n ((:tag . "NN") (:stem . "overrepresentation") (:form . "overrepresentation")\n (:end . 128) (:start . 110) (:id . 63))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 130) (:start . 129)\n (:id . 64))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 131) (:start . 130)\n (:id . 65))\n ((:tag . "JJ") (:stem . "poisson-based") (:form . "Poisson-based")\n (:end . 145) (:start . 132) (:id . 66))\n ((:tag . "NN") (:stem . "measure") (:form . "measure") (:end . 153)\n (:start . 146) (:id . 67))\n ((:tag . "VBN") (:stem . "base") (:form . "based") (:end . 159)\n (:start . 154) (:id . 68))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 162) (:start . 160)\n (:id . 69))\n ((:tag . "WRB") (:stem . "how") (:form . "how") (:end . 166) (:start . 163)\n (:id . 70))\n ((:tag . "RB") (:stem . "often") (:form . "often") (:end . 172)\n (:start . 167) (:id . 71))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 174) (:start . 173)\n (:id . 72))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 180)\n (:start . 175) (:id . 73))\n ((:tag . "VBZ") (:stem . "occur") (:form . "occurs") (:end . 187)\n (:start . 181) (:id . 74))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 190) (:start . 188)\n (:id . 75))\n ((:tag . "NNP") (:stem . "U") (:form . "U") (:end . 192) (:start . 191)\n (:id . 76))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 193) (:start . 192)\n (:id . 77))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 197) (:start . 194)\n (:id . 78))\n ((:tag . "NN") (:stem . "coverage") (:form . "coverage") (:end . 206)\n (:start . 198) (:id . 79))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 208) (:start . 207)\n (:id . 80))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 209) (:start . 208)\n (:id . 81))\n ((:tag . "JJ") (:stem . "poisson-based") (:form . "Poisson-based")\n (:end . 223) (:start . 210) (:id . 82))\n ((:tag . "NN") (:stem . "measure") (:form . "measure") (:end . 231)\n (:start . 224) (:id . 83))\n ((:tag . "VBN") (:stem . "base") (:form . "based") (:end . 237)\n (:start . 232) (:id . 84))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 240) (:start . 238)\n (:id . 85))\n ((:tag . "WRB") (:stem . "how") (:form . "how") (:end . 244) (:start . 241)\n (:id . 86))\n ((:tag . "JJ") (:stem . "many") (:form . "many") (:end . 249) (:start . 245)\n (:id . 87))\n ((:tag . "JJ") (:stem . "upstream") (:form . "upstream") (:end . 258)\n (:start . 250) (:id . 88))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 268)\n (:start . 259) (:id . 89))\n ((:tag . "VBP") (:stem . "contain") (:form . "contain") (:end . 276)\n (:start . 269) (:id . 90))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 280) (:start . 277)\n (:id . 91))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 286)\n (:start . 281) (:id . 92))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 287) (:start . 286)\n (:id . 93))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 288) (:start . 287)\n (:id . 94)))@@@1@53@((:identifiers (:sid . :s3.99) (:did . :1471-2105-8-249) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5100889@unknown@formal@none@1@S@Non-degenerate 6-mers from S. cerevisiae were scored according to Sig scores based on (a) Overrepresentation, (b) Overrepresentation-KS, (c) Coverage and (d) KS metrics of statistical significance.@(((:tag . "JJ") (:stem . "non-degenerate") (:form . "Non-degenerate")\n (:end . 14) (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "6-mer") (:form . "6-mers") (:end . 21)\n (:start . 15) (:id . 43))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 26) (:start . 22)\n (:id . 44))\n ((:tag . "FW") (:stem . "s.") (:form . "S.") (:end . 29) (:start . 27)\n (:id . 45))\n ((:tag . "FW") (:stem . "cerevisiae") (:form . "cerevisiae") (:end . 40)\n (:start . 30) (:id . 46))\n ((:tag . "VBD") (:stem . "be") (:form . 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(:end . 197) (:start . 196)\n (:id . 78)))@@@1@37@((:identifiers (:sid . :s3.109) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100899@unknown@formal@none@1@S@We used the overrepresentation objective function for the other species, as our upstream definitions for those species were of variable length due to the available annotations.@(((:tag . "PRP") (:stem . "we") (:form . "We") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBD") (:stem . "use") (:form . "used") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 11) (:start . 8)\n (:id . 44))\n ((:tag . "NN") (:stem . "overrepresentation") (:form . "overrepresentation")\n (:end . 30) (:start . 12) (:id . 45))\n ((:tag . "JJ") (:stem . "objective") (:form . "objective") (:end . 40)\n (:start . 31) (:id . 46))\n ((:tag . "NN") (:stem . "function") (:form . 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"SCOPE") (:end . 87) (:start . 82)\n (:id . 55))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 90) (:start . 88)\n (:id . 56))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 94) (:start . 91)\n (:id . 57))\n ((:tag . "CD") (:stem . "78") (:form . "78") (:end . 97) (:start . 95)\n (:id . 58))\n ((:tag . "NNS") (:stem . "regulon") (:form . "regulons") (:end . 106)\n (:start . 98) (:id . 59)))@@@1@18@((:identifiers (:sid . :s3.149) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|FigureLegend|)))@oe@9-2-2011 5100939@unknown@formal@none@1@S@One rule that may prove effective is to weight the output of each algorithm according to (for example) the frequency of occurrence of each class of motif (non-degenerate, short degenerate or long degenerate) in the species or by learning the appropriate weights on a representative training set, creating, in effect, a Naïve Bayesian Network.@(((:tag . "CD") (:stem . "one") (:form . 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",") (:end . 295) (:start . 294)\n (:id . 94))\n ((:tag . "VBG") (:stem . "create") (:form . "creating") (:end . 304)\n (:start . 296) (:id . 95))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 305) (:start . 304)\n (:id . 96))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 308) (:start . 306)\n (:id . 97))\n ((:tag . "NN") (:stem . "effect") (:form . "effect") (:end . 315)\n (:start . 309) (:id . 98))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 316) (:start . 315)\n (:id . 99))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 318) (:start . 317)\n (:id . 100))\n ((:tag . "NNP") (:stem . "Naïve") (:form . "Naïve") (:end . 324)\n (:start . 319) (:id . 101))\n ((:tag . "NNP") (:stem . "Bayesian") (:form . "Bayesian") (:end . 333)\n (:start . 325) (:id . 102))\n ((:tag . "NNP") (:stem . "Network") (:form . "Network") (:end . 341)\n (:start . 334) (:id . 103))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 342) (:start . 341)\n (:id . 104)))@@@1@63@((:hcues ((:id . :x3.159.1) (:span 14 17)))\n (:hscopes ((:id . :x3.159.1) (:span 14 33)))\n (:identifiers (:sid . :s3.159) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100949@unknown@formal@none@1@S@Motif model abbreviations: cons = consensus; PWM = position weight matrix; mis = consensus with predefined number of allowed non-position-specific mismatches.@(((:tag . "NN") (:stem . "motif") (:form . "Motif") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "model") (:form . "model") (:end . 11) (:start . 6)\n (:id . 43))\n ((:tag . "NNS") (:stem . "abbreviation") (:form . "abbreviations")\n (:end . 25) (:start . 12) (:id . 44))\n ((:tag . ":") (:stem . ":") (:form . ":") (:end . 26) (:start . 25)\n (:id . 45))\n ((:tag . "NNS") (:stem . "con") (:form . "cons") (:end . 31) (:start . 27)\n (:id . 46))\n ((:tag . "SYM") (:stem . "=") (:form . "=") (:end . 33) (:start . 32)\n (:id . 47))\n ((:tag . "NN") (:stem . "consensus") (:form . "consensus") (:end . 43)\n (:start . 34) (:id . 48))\n ((:tag . ":") (:stem . ";") (:form . ";") (:end . 44) (:start . 43)\n (:id . 49))\n ((:tag . "NNP") (:stem . "PWM") (:form . "PWM") (:end . 48) (:start . 45)\n (:id . 50))\n ((:tag . "JJ") (:stem . "=") (:form . "=") (:end . 50) (:start . 49)\n (:id . 51))\n ((:tag . "NN") (:stem . "position") (:form . "position") (:end . 59)\n (:start . 51) (:id . 52))\n ((:tag . "NN") (:stem . "weight") (:form . "weight") (:end . 66)\n (:start . 60) (:id . 53))\n ((:tag . "NN") (:stem . "matrix") (:form . "matrix") (:end . 73)\n (:start . 67) (:id . 54))\n ((:tag . ":") (:stem . ";") (:form . ";") (:end . 74) (:start . 73)\n (:id . 55))\n ((:tag . "NN") (:stem . "mis") (:form . "mis") (:end . 78) (:start . 75)\n (:id . 56))\n ((:tag . "JJ") (:stem . "=") (:form . "=") (:end . 80) (:start . 79)\n (:id . 57))\n ((:tag . "NN") (:stem . "consensus") (:form . 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(:end . 158) (:start . 157)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s3.169) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100959@unknown@formal@none@1@S@Performance comparisons@(((:tag . "NNP") (:stem . "Performance") (:form . "Performance") (:end . 11)\n (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "comparison") (:form . "comparisons") (:end . 23)\n (:start . 12) (:id . 43)))@@@1@2@((:identifiers (:sid . :s3.179) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|FigureLegend|)))@oe@9-2-2011 5100969@unknown@formal@none@1@S@By these measures, SCOPE was the only program that scored highly in both sensitivity and PPV (ranking first and second respectively).@(((:tag . "IN") (:stem . "by") (:form . "By") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 8) (:start . 3)\n (:id . 43))\n ((:tag . "NNS") (:stem . "measure") (:form . "measures") (:end . 17)\n (:start . 9) (:id . 44))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 18) (:start . 17)\n (:id . 45))\n ((:tag . "NNP") (:stem . "SCOPE") (:form . "SCOPE") (:end . 24) (:start . 19)\n (:id . 46))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 28) (:start . 25)\n (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 32) (:start . 29)\n (:id . 48))\n ((:tag . "JJ") (:stem . "only") (:form . "only") (:end . 37) (:start . 33)\n (:id . 49))\n ((:tag . "NN") (:stem . "program") (:form . "program") (:end . 45)\n (:start . 38) (:id . 50))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 50) (:start . 46)\n (:id . 51))\n ((:tag . "VBD") (:stem . "score") (:form . "scored") (:end . 57)\n (:start . 51) (:id . 52))\n ((:tag . "RB") (:stem . "highly") (:form . "highly") (:end . 64)\n (:start . 58) (:id . 53))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 67) (:start . 65)\n (:id . 54))\n ((:tag . "CC") (:stem . "both") (:form . "both") (:end . 72) (:start . 68)\n (:id . 55))\n ((:tag . "NN") (:stem . "sensitivity") (:form . "sensitivity") (:end . 84)\n (:start . 73) (:id . 56))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 88) (:start . 85)\n (:id . 57))\n ((:tag . "NNP") (:stem . "PPV") (:form . "PPV") (:end . 92) (:start . 89)\n (:id . 58))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 94) (:start . 93)\n (:id . 59))\n ((:tag . "VBG") (:stem . "rank") (:form . "ranking") (:end . 101)\n (:start . 94) (:id . 60))\n ((:tag . "JJ") (:stem . "first") (:form . "first") (:end . 107)\n (:start . 102) (:id . 61))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 111) (:start . 108)\n (:id . 62))\n ((:tag . "JJ") (:stem . "second") (:form . "second") (:end . 118)\n (:start . 112) (:id . 63))\n ((:tag . "RB") (:stem . "respectively") (:form . "respectively") (:end . 131)\n (:start . 119) (:id . 64))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 132) (:start . 131)\n (:id . 65))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 133) (:start . 132)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s3.189) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100979@unknown@formal@none@1@S@Therefore, sets of genes identified from co-expression data may often contain multiple extraneous upstream sequences.@(((:tag . "RB") (:stem . "therefore") (:form . "Therefore") (:end . 9)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 10) (:start . 9)\n (:id . 43))\n ((:tag . "NNS") (:stem . "set") (:form . "sets") (:end . 15) (:start . 11)\n (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 18) (:start . 16)\n (:id . 45))\n ((:tag . "NNS") (:stem . "gene") (:form . "genes") (:end . 24) (:start . 19)\n (:id . 46))\n ((:tag . "VBN") (:stem . "identify") (:form . "identified") (:end . 35)\n (:start . 25) (:id . 47))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 40) (:start . 36)\n (:id . 48))\n ((:tag . "NN") (:stem . "co-expression") (:form . "co-expression")\n (:end . 54) (:start . 41) (:id . 49))\n ((:tag . "NNS") (:stem . "datum") (:form . "data") (:end . 59) (:start . 55)\n (:id . 50))\n ((:tag . "MD") (:stem . "may") (:form . "may") (:end . 63) (:start . 60)\n (:id . 51))\n ((:tag . "RB") (:stem . "often") (:form . "often") (:end . 69) (:start . 64)\n (:id . 52))\n ((:tag . "VB") (:stem . "contain") (:form . "contain") (:end . 77)\n (:start . 70) (:id . 53))\n ((:tag . "JJ") (:stem . "multiple") (:form . "multiple") (:end . 86)\n (:start . 78) (:id . 54))\n ((:tag . "JJ") (:stem . "extraneous") (:form . "extraneous") (:end . 97)\n (:start . 87) (:id . 55))\n ((:tag . "JJ") (:stem . "upstream") (:form . "upstream") (:end . 106)\n (:start . 98) (:id . 56))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 116)\n (:start . 107) (:id . 57))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 117) (:start . 116)\n (:id . 58)))@@@1@17@((:hcues ((:id . :x3.199.1) (:span 60 63)))\n (:hscopes ((:id . :x3.199.1) (:span 60 116)))\n (:identifiers (:sid . :s3.199) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100989@unknown@formal@none@1@S@Increasing quantities of randomly selected upstream regions were added to each regulon.@(((:tag . "VBG") (:stem . "increase") (:form . "Increasing") (:end . 10)\n (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "quantity") (:form . "quantities") (:end . 21)\n (:start . 11) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 24) (:start . 22)\n (:id . 44))\n ((:tag . "RB") (:stem . "randomly") (:form . "randomly") (:end . 33)\n (:start . 25) (:id . 45))\n ((:tag . "VBN") (:stem . "select") (:form . "selected") (:end . 42)\n (:start . 34) (:id . 46))\n ((:tag . "JJ") (:stem . "upstream") (:form . "upstream") (:end . 51)\n (:start . 43) (:id . 47))\n ((:tag . "NNS") (:stem . "region") (:form . "regions") (:end . 59)\n (:start . 52) (:id . 48))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 64) (:start . 60)\n (:id . 49))\n ((:tag . "VBN") (:stem . "add") (:form . "added") (:end . 70) (:start . 65)\n (:id . 50))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 73) (:start . 71)\n (:id . 51))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 78) (:start . 74)\n (:id . 52))\n ((:tag . "NN") (:stem . "regulon") (:form . "regulon") (:end . 86)\n (:start . 79) (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 87) (:start . 86)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s3.209) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5100999@unknown@formal@none@1@S@Conversely, the PWM-based methods have an apparently more powerful motif model 17, but their search strategies cannot guarantee optimality and often terminate at local optima.@(((:tag . "RB") (:stem . "conversely") (:form . "Conversely") (:end . 10)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 11) (:start . 10)\n (:id . 43))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 15) (:start . 12)\n (:id . 44))\n ((:tag . "JJ") (:stem . "pwm-based") (:form . "PWM-based") (:end . 25)\n (:start . 16) (:id . 45))\n ((:tag . "NNS") (:stem . "method") (:form . "methods") (:end . 33)\n (:start . 26) (:id . 46))\n ((:tag . "VBP") (:stem . "have") (:form . "have") (:end . 38) (:start . 34)\n (:id . 47))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 41) (:start . 39)\n (:id . 48))\n ((:tag . "RB") (:stem . "apparently") (:form . "apparently") (:end . 52)\n (:start . 42) (:id . 49))\n ((:tag . "RBR") (:stem . "more") (:form . "more") (:end . 57) (:start . 53)\n (:id . 50))\n ((:tag . "JJ") (:stem . "powerful") (:form . "powerful") (:end . 66)\n (:start . 58) (:id . 51))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 72) (:start . 67)\n (:id . 52))\n ((:tag . "NN") (:stem . "model") (:form . "model") (:end . 78) (:start . 73)\n (:id . 53))\n ((:tag . "CD") (:stem . "17") (:form . "17") (:end . 81) (:start . 79)\n (:id . 54))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 82) (:start . 81)\n (:id . 55))\n ((:tag . "CC") (:stem . "but") (:form . "but") (:end . 86) (:start . 83)\n (:id . 56))\n ((:tag . "PRP$") (:stem . "their") (:form . "their") (:end . 92)\n (:start . 87) (:id . 57))\n ((:tag . "NN") (:stem . "search") (:form . "search") (:end . 99)\n (:start . 93) (:id . 58))\n ((:tag . "NNS") (:stem . "strategy") (:form . "strategies") (:end . 110)\n (:start . 100) (:id . 59))\n ((:tag . "JJ") (:stem . "cannot") (:form . "cannot") (:end . 117)\n (:start . 111) (:id . 60))\n ((:tag . "VB") (:stem . "guarantee") (:form . "guarantee") (:end . 127)\n (:start . 118) (:id . 61))\n ((:tag . "NN") (:stem . "optimality") (:form . "optimality") (:end . 138)\n (:start . 128) (:id . 62))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 142) (:start . 139)\n (:id . 63))\n ((:tag . "RB") (:stem . "often") (:form . "often") (:end . 148)\n (:start . 143) (:id . 64))\n ((:tag . "VBP") (:stem . "terminate") (:form . "terminate") (:end . 158)\n (:start . 149) (:id . 65))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 161) (:start . 159)\n (:id . 66))\n ((:tag . "JJ") (:stem . "local") (:form . "local") (:end . 167)\n (:start . 162) (:id . 67))\n ((:tag . "NNS") (:stem . "optimum") (:form . "optima") (:end . 174)\n (:start . 168) (:id . 68))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 175) (:start . 174)\n (:id . 69)))@@@1@28@((:ncues ((:id . :x3.219.1) (:span 111 117)))\n (:nscopes ((:id . :x3.219.1) (:span 111 138)))\n (:identifiers (:sid . :s3.219) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101009@unknown@formal@none@1@S@In this light, SCOPE can be seen as leveraging the second key observation by embracing the No Free Lunch Theorem:: rather than boost average performance by taking the average results of three general purpose algorithms, SCOPE uses highly specialized algorithms and assumes each will perform strongly on some regulons and weakly on others (and that the unified scoring metric can tell the difference).@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "light") (:form . "light") (:end . 13) (:start . 8)\n (:id . 44))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 14) (:start . 13)\n (:id . 45))\n ((:tag . "NNP") (:stem . "SCOPE") (:form . "SCOPE") (:end . 20) (:start . 15)\n (:id . 46))\n ((:tag . "MD") (:stem . "can") (:form . "can") (:end . 24) (:start . 21)\n (:id . 47))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 27) (:start . 25)\n (:id . 48))\n ((:tag . "VBN") (:stem . "see") (:form . "seen") (:end . 32) (:start . 28)\n (:id . 49))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 35) (:start . 33)\n (:id . 50))\n ((:tag . "VBG") (:stem . "leverage") (:form . "leveraging") (:end . 46)\n (:start . 36) (:id . 51))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 50) (:start . 47)\n (:id . 52))\n ((:tag . "JJ") (:stem . "second") (:form . "second") (:end . 57)\n (:start . 51) (:id . 53))\n ((:tag . "JJ") (:stem . "key") (:form . "key") (:end . 61) (:start . 58)\n (:id . 54))\n ((:tag . "NN") (:stem . "observation") (:form . "observation") (:end . 73)\n (:start . 62) (:id . 55))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 76) (:start . 74)\n (:id . 56))\n ((:tag . "VBG") (:stem . "embrace") (:form . "embracing") (:end . 86)\n (:start . 77) (:id . 57))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 90) (:start . 87)\n (:id . 58))\n ((:tag . "NNP") (:stem . "No") (:form . "No") (:end . 93) (:start . 91)\n (:id . 59))\n ((:tag . "NNP") (:stem . "Free") (:form . "Free") (:end . 98) (:start . 94)\n (:id . 60))\n ((:tag . "NNP") (:stem . "Lunch") (:form . "Lunch") (:end . 104)\n (:start . 99) (:id . 61))\n ((:tag . "NNP") (:stem . "Theorem") (:form . "Theorem") (:end . 112)\n (:start . 105) (:id . 62))\n ((:tag . ":") (:stem . ":") (:form . ":") (:end . 113) (:start . 112)\n (:id . 63))\n ((:tag . ":") (:stem . ":") (:form . ":") (:end . 114) (:start . 113)\n (:id . 64))\n ((:tag . "RB") (:stem . "rather") (:form . "rather") (:end . 121)\n (:start . 115) (:id . 65))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 126) (:start . 122)\n (:id . 66))\n ((:tag . "VB") (:stem . "boost") (:form . "boost") (:end . 132)\n (:start . 127) (:id . 67))\n ((:tag . "JJ") (:stem . "average") (:form . "average") (:end . 140)\n (:start . 133) (:id . 68))\n ((:tag . "NN") (:stem . "performance") (:form . "performance") (:end . 152)\n (:start . 141) (:id . 69))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 155) (:start . 153)\n (:id . 70))\n ((:tag . "VBG") (:stem . "take") (:form . "taking") (:end . 162)\n (:start . 156) (:id . 71))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 166) (:start . 163)\n (:id . 72))\n ((:tag . "JJ") (:stem . "average") (:form . "average") (:end . 174)\n (:start . 167) (:id . 73))\n ((:tag . "NNS") (:stem . "result") (:form . "results") (:end . 182)\n (:start . 175) (:id . 74))\n ((:tag . "IN") (:stem . "of") (:form . 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"algorithms") (:end . 260)\n (:start . 250) (:id . 85))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 264) (:start . 261)\n (:id . 86))\n ((:tag . "VBZ") (:stem . "assume") (:form . "assumes") (:end . 272)\n (:start . 265) (:id . 87))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 277) (:start . 273)\n (:id . 88))\n ((:tag . "MD") (:stem . "will") (:form . "will") (:end . 282) (:start . 278)\n (:id . 89))\n ((:tag . "VB") (:stem . "perform") (:form . "perform") (:end . 290)\n (:start . 283) (:id . 90))\n ((:tag . "RB") (:stem . "strongly") (:form . "strongly") (:end . 299)\n (:start . 291) (:id . 91))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 302) (:start . 300)\n (:id . 92))\n ((:tag . "DT") (:stem . "some") (:form . "some") (:end . 307) (:start . 303)\n (:id . 93))\n ((:tag . "NNS") (:stem . "regulon") (:form . "regulons") (:end . 316)\n (:start . 308) (:id . 94))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 320) (:start . 317)\n (:id . 95))\n ((:tag . "RB") (:stem . "weakly") (:form . "weakly") (:end . 327)\n (:start . 321) (:id . 96))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 330) (:start . 328)\n (:id . 97))\n ((:tag . "NNS") (:stem . "other") (:form . "others") (:end . 337)\n (:start . 331) (:id . 98))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 339) (:start . 338)\n (:id . 99))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 342) (:start . 339)\n (:id . 100))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 347) (:start . 343)\n (:id . 101))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 351) (:start . 348)\n (:id . 102))\n ((:tag . "JJ") (:stem . "unified") (:form . "unified") (:end . 359)\n (:start . 352) (:id . 103))\n ((:tag . "NN") (:stem . "scoring") (:form . "scoring") (:end . 367)\n (:start . 360) (:id . 104))\n ((:tag . "NN") (:stem . "metric") (:form . "metric") (:end . 374)\n (:start . 368) (:id . 105))\n ((:tag . "MD") (:stem . "can") (:form . "can") (:end . 378) (:start . 375)\n (:id . 106))\n ((:tag . "VB") (:stem . "tell") (:form . "tell") (:end . 383) (:start . 379)\n (:id . 107))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 387) (:start . 384)\n (:id . 108))\n ((:tag . "NN") (:stem . "difference") (:form . "difference") (:end . 398)\n (:start . 388) (:id . 109))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 399) (:start . 398)\n (:id . 110))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 400) (:start . 399)\n (:id . 111)))@@@1@70@((:hcues ((:id . :x3.229.1) (:span 265 272))\n ((:id . :x3.229.3) (:span 21 24)))\n (:ncues ((:id . :x3.229.2) (:span 115 126)))\n (:hscopes ((:id . :x3.229.1) (:span 265 399))\n ((:id . :x3.229.3) (:span 15 112)))\n (:nscopes ((:id . :x3.229.2) (:span 115 218)))\n (:identifiers (:sid . :s3.229) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101019@unknown@formal@none@1@S@This observation could be leveraged by a search algorithm that explicitly searches for motifs matching this unique structure.@(((:tag . "DT") (:stem . "this") (:form . "This") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "observation") (:form . "observation") (:end . 16)\n (:start . 5) (:id . 43))\n ((:tag . "MD") (:stem . "could") (:form . "could") (:end . 22) (:start . 17)\n (:id . 44))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 25) (:start . 23)\n (:id . 45))\n ((:tag . "VBN") (:stem . "leverage") (:form . "leveraged") (:end . 35)\n (:start . 26) (:id . 46))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 38) (:start . 36)\n (:id . 47))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 40) (:start . 39)\n (:id . 48))\n ((:tag . "NN") (:stem . "search") (:form . "search") (:end . 47)\n (:start . 41) (:id . 49))\n ((:tag . "NN") (:stem . "algorithm") (:form . "algorithm") (:end . 57)\n (:start . 48) (:id . 50))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 62) (:start . 58)\n (:id . 51))\n ((:tag . "RB") (:stem . "explicitly") (:form . "explicitly") (:end . 73)\n (:start . 63) (:id . 52))\n ((:tag . "VBZ") (:stem . "search") (:form . "searches") (:end . 82)\n (:start . 74) (:id . 53))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 86) (:start . 83)\n (:id . 54))\n ((:tag . "NNS") (:stem . "motif") (:form . "motifs") (:end . 93)\n (:start . 87) (:id . 55))\n ((:tag . "VBG") (:stem . "match") (:form . "matching") (:end . 102)\n (:start . 94) (:id . 56))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 107) (:start . 103)\n (:id . 57))\n ((:tag . "JJ") (:stem . "unique") (:form . "unique") (:end . 114)\n (:start . 108) (:id . 58))\n ((:tag . "NN") (:stem . "structure") (:form . "structure") (:end . 124)\n (:start . 115) (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 125) (:start . 124)\n (:id . 60)))@@@1@19@((:hcues ((:id . :x3.239.1) (:span 17 22)))\n (:hscopes ((:id . :x3.239.1) (:span 17 124)))\n (:identifiers (:sid . :s3.239) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101029@unknown@formal@none@1@S@An important factor to consider when taking the best of multiple runs is the relative size of the search space.@(((:tag . "DT") (:stem . "an") (:form . "An") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "important") (:form . "important") (:end . 12)\n (:start . 3) (:id . 43))\n ((:tag . "NN") (:stem . "factor") (:form . "factor") (:end . 19)\n (:start . 13) (:id . 44))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 22) (:start . 20)\n (:id . 45))\n ((:tag . "VB") (:stem . "consider") (:form . "consider") (:end . 31)\n (:start . 23) (:id . 46))\n ((:tag . "WRB") (:stem . "when") (:form . "when") (:end . 36) (:start . 32)\n (:id . 47))\n ((:tag . "VBG") (:stem . "take") (:form . "taking") (:end . 43) (:start . 37)\n (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 47) (:start . 44)\n (:id . 49))\n ((:tag . "JJS") (:stem . "good") (:form . "best") (:end . 52) (:start . 48)\n (:id . 50))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 55) (:start . 53)\n (:id . 51))\n ((:tag . "JJ") (:stem . "multiple") (:form . "multiple") (:end . 64)\n (:start . 56) (:id . 52))\n ((:tag . "NNS") (:stem . "run") (:form . "runs") (:end . 69) (:start . 65)\n (:id . 53))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 72) (:start . 70)\n (:id . 54))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 76) (:start . 73)\n (:id . 55))\n ((:tag . "JJ") (:stem . "relative") (:form . "relative") (:end . 85)\n (:start . 77) (:id . 56))\n ((:tag . "NN") (:stem . "size") (:form . "size") (:end . 90) (:start . 86)\n (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 93) (:start . 91)\n (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 97) (:start . 94)\n (:id . 59))\n ((:tag . "NN") (:stem . "search") (:form . "search") (:end . 104)\n (:start . 98) (:id . 60))\n ((:tag . "NN") (:stem . "space") (:form . "space") (:end . 110)\n (:start . 105) (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 111) (:start . 110)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s3.249) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101039@unknown@formal@none@1@S@Whereas previous performance comparisons attempt to optimize the parameters of the programs in question 467 or allow expert users to tune their own programs and manually filter both the input and output 5 we intentionally made our comparisons between programs without manually optimizing any parameters for any species so as to emulate typical use conditions.@(((:tag . "IN") (:stem . "whereas") (:form . "Whereas") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "JJ") (:stem . "previous") (:form . "previous") (:end . 16)\n (:start . 8) (:id . 43))\n ((:tag . "NN") (:stem . "performance") (:form . "performance") (:end . 28)\n (:start . 17) (:id . 44))\n ((:tag . "NNS") (:stem . "comparison") (:form . 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"question") (:end . 103)\n (:start . 95) (:id . 55))\n ((:tag . "CD") (:stem . "467") (:form . "467") (:end . 107) (:start . 104)\n (:id . 56))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 110) (:start . 108)\n (:id . 57))\n ((:tag . "VB") (:stem . "allow") (:form . "allow") (:end . 116)\n (:start . 111) (:id . 58))\n ((:tag . "JJ") (:stem . "expert") (:form . "expert") (:end . 123)\n (:start . 117) (:id . 59))\n ((:tag . "NNS") (:stem . "user") (:form . "users") (:end . 129)\n (:start . 124) (:id . 60))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 132) (:start . 130)\n (:id . 61))\n ((:tag . "VB") (:stem . "tune") (:form . "tune") (:end . 137) (:start . 133)\n (:id . 62))\n ((:tag . "PRP$") (:stem . "their") (:form . "their") (:end . 143)\n (:start . 138) (:id . 63))\n ((:tag . "JJ") (:stem . "own") (:form . "own") (:end . 147) (:start . 144)\n (:id . 64))\n ((:tag . "NNS") (:stem . "program") (:form . "programs") (:end . 156)\n (:start . 148) (:id . 65))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 160) (:start . 157)\n (:id . 66))\n ((:tag . "RB") (:stem . "manually") (:form . "manually") (:end . 169)\n (:start . 161) (:id . 67))\n ((:tag . "VB") (:stem . "filter") (:form . "filter") (:end . 176)\n (:start . 170) (:id . 68))\n ((:tag . "CC") (:stem . "both") (:form . "both") (:end . 181) (:start . 177)\n (:id . 69))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 185) (:start . 182)\n (:id . 70))\n ((:tag . "NN") (:stem . "input") (:form . "input") (:end . 191)\n (:start . 186) (:id . 71))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 195) (:start . 192)\n (:id . 72))\n ((:tag . "NN") (:stem . "output") (:form . "output") (:end . 202)\n (:start . 196) (:id . 73))\n ((:tag . "CD") (:stem . "5") (:form . "5") (:end . 204) (:start . 203)\n (:id . 74))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 207) (:start . 205)\n (:id . 75))\n ((:tag . "RB") (:stem . "intentionally") (:form . "intentionally")\n (:end . 221) (:start . 208) (:id . 76))\n ((:tag . "VBD") (:stem . "make") (:form . "made") (:end . 226) (:start . 222)\n (:id . 77))\n ((:tag . "PRP$") (:stem . "our") (:form . "our") (:end . 230) (:start . 227)\n (:id . 78))\n ((:tag . "NNS") (:stem . "comparison") (:form . "comparisons") (:end . 242)\n (:start . 231) (:id . 79))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 250)\n (:start . 243) (:id . 80))\n ((:tag . "NNS") (:stem . "program") (:form . "programs") (:end . 259)\n (:start . 251) (:id . 81))\n ((:tag . "IN") (:stem . "without") (:form . "without") (:end . 267)\n (:start . 260) (:id . 82))\n ((:tag . "RB") (:stem . "manually") (:form . "manually") (:end . 276)\n (:start . 268) (:id . 83))\n ((:tag . "VBG") (:stem . "optimize") (:form . "optimizing") (:end . 287)\n (:start . 277) (:id . 84))\n ((:tag . "DT") (:stem . "any") (:form . "any") (:end . 291) (:start . 288)\n (:id . 85))\n ((:tag . "NNS") (:stem . "parameter") (:form . "parameters") (:end . 302)\n (:start . 292) (:id . 86))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 306) (:start . 303)\n (:id . 87))\n ((:tag . "DT") (:stem . "any") (:form . "any") (:end . 310) (:start . 307)\n (:id . 88))\n ((:tag . "NNS") (:stem . "specie") (:form . "species") (:end . 318)\n (:start . 311) (:id . 89))\n ((:tag . "RB") (:stem . "so") (:form . "so") (:end . 321) (:start . 319)\n (:id . 90))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 324) (:start . 322)\n (:id . 91))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 327) (:start . 325)\n (:id . 92))\n ((:tag . "VB") (:stem . "emulate") (:form . "emulate") (:end . 335)\n (:start . 328) (:id . 93))\n ((:tag . "JJ") (:stem . "typical") (:form . "typical") (:end . 343)\n (:start . 336) (:id . 94))\n ((:tag . "NN") (:stem . "use") (:form . "use") (:end . 347) (:start . 344)\n (:id . 95))\n ((:tag . "NNS") (:stem . "condition") (:form . "conditions") (:end . 358)\n (:start . 348) (:id . 96))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 359) (:start . 358)\n (:id . 97)))@@@1@56@((:ncues ((:id . :x3.259.1) (:span 260 267)))\n (:nscopes ((:id . :x3.259.1) (:span 260 358)))\n (:identifiers (:sid . :s3.259) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101049@unknown@formal@none@1@S@Whereas a background set of promoter regions is easy to identify, it is not clear how to define a reasonable genomic sample of enhancers.@(((:tag . "IN") (:stem . "whereas") (:form . "Whereas") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 9) (:start . 8)\n (:id . 43))\n ((:tag . "NN") (:stem . "background") (:form . "background") (:end . 20)\n (:start . 10) (:id . 44))\n ((:tag . "NN") (:stem . "set") (:form . "set") (:end . 24) (:start . 21)\n (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 27) (:start . 25)\n (:id . 46))\n ((:tag . "NN") (:stem . "promoter") (:form . "promoter") (:end . 36)\n (:start . 28) (:id . 47))\n ((:tag . "NNS") (:stem . "region") (:form . "regions") (:end . 44)\n (:start . 37) (:id . 48))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 47) (:start . 45)\n (:id . 49))\n ((:tag . "JJ") (:stem . "easy") (:form . "easy") (:end . 52) (:start . 48)\n (:id . 50))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 55) (:start . 53)\n (:id . 51))\n ((:tag . "VB") (:stem . "identify") (:form . "identify") (:end . 64)\n (:start . 56) (:id . 52))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 65) (:start . 64)\n (:id . 53))\n ((:tag . "PRP") (:stem . "it") (:form . "it") (:end . 68) (:start . 66)\n (:id . 54))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 71) (:start . 69)\n (:id . 55))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 75) (:start . 72)\n (:id . 56))\n ((:tag . "JJ") (:stem . "clear") (:form . "clear") (:end . 81) (:start . 76)\n (:id . 57))\n ((:tag . "WRB") (:stem . "how") (:form . "how") (:end . 85) (:start . 82)\n (:id . 58))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 88) (:start . 86)\n (:id . 59))\n ((:tag . "VB") (:stem . "define") (:form . "define") (:end . 95)\n (:start . 89) (:id . 60))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 97) (:start . 96)\n (:id . 61))\n ((:tag . "JJ") (:stem . "reasonable") (:form . "reasonable") (:end . 108)\n (:start . 98) (:id . 62))\n ((:tag . "JJ") (:stem . "genomic") (:form . "genomic") (:end . 116)\n (:start . 109) (:id . 63))\n ((:tag . "NN") (:stem . "sample") (:form . "sample") (:end . 123)\n (:start . 117) (:id . 64))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 126) (:start . 124)\n (:id . 65))\n ((:tag . "NNS") (:stem . "enhancer") (:form . "enhancers") (:end . 136)\n (:start . 127) (:id . 66))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 137) (:start . 136)\n (:id . 67)))@@@1@26@((:hcues ((:id . :x3.269.1) (:span 72 81)))\n (:hscopes ((:id . :x3.269.1) (:span 72 136)))\n (:identifiers (:sid . :s3.269) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101059@unknown@formal@none@1@S@By dividing the search space into tractable domains, SCOPE mitigates the potential liabilities associated with ensemble methods, resulting in a program that is capable of finding cis-regulatory elements of arbitrary length, degree of degeneracy, motif orientation and frequency of occurrence.@(((:tag . "IN") (:stem . "by") (:form . "By") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBG") (:stem . "divide") (:form . "dividing") (:end . 11)\n (:start . 3) (:id . 43))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 15) (:start . 12)\n (:id . 44))\n ((:tag . "NN") (:stem . "search") (:form . "search") (:end . 22)\n (:start . 16) (:id . 45))\n ((:tag . "NN") (:stem . "space") (:form . "space") (:end . 28) (:start . 23)\n (:id . 46))\n ((:tag . "IN") (:stem . "into") (:form . "into") (:end . 33) (:start . 29)\n (:id . 47))\n ((:tag . "JJ") (:stem . "tractable") (:form . "tractable") (:end . 43)\n (:start . 34) (:id . 48))\n ((:tag . "NNS") (:stem . "domain") (:form . "domains") (:end . 51)\n (:start . 44) (:id . 49))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 52) (:start . 51)\n (:id . 50))\n ((:tag . "NNP") (:stem . "SCOPE") (:form . "SCOPE") (:end . 58) (:start . 53)\n (:id . 51))\n ((:tag . "VBZ") (:stem . "mitigate") (:form . "mitigates") (:end . 68)\n (:start . 59) (:id . 52))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 72) (:start . 69)\n (:id . 53))\n ((:tag . "JJ") (:stem . "potential") (:form . "potential") (:end . 82)\n (:start . 73) (:id . 54))\n ((:tag . "NNS") (:stem . "liability") (:form . "liabilities") (:end . 94)\n (:start . 83) (:id . 55))\n ((:tag . "VBN") (:stem . "associate") (:form . "associated") (:end . 105)\n (:start . 95) (:id . 56))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 110) (:start . 106)\n (:id . 57))\n ((:tag . "JJ") (:stem . "ensemble") (:form . "ensemble") (:end . 119)\n (:start . 111) (:id . 58))\n ((:tag . "NNS") (:stem . "method") (:form . "methods") (:end . 127)\n (:start . 120) (:id . 59))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 128) (:start . 127)\n (:id . 60))\n ((:tag . "VBG") (:stem . "result") (:form . "resulting") (:end . 138)\n (:start . 129) (:id . 61))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 141) (:start . 139)\n (:id . 62))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 143) (:start . 142)\n (:id . 63))\n ((:tag . "NN") (:stem . "program") (:form . "program") (:end . 151)\n (:start . 144) (:id . 64))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 156) (:start . 152)\n (:id . 65))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 159) (:start . 157)\n (:id . 66))\n ((:tag . "JJ") (:stem . "capable") (:form . "capable") (:end . 167)\n (:start . 160) (:id . 67))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 170) (:start . 168)\n (:id . 68))\n ((:tag . "VBG") (:stem . "find") (:form . "finding") (:end . 178)\n (:start . 171) (:id . 69))\n ((:tag . "JJ") (:stem . "cis-regulatory") (:form . "cis-regulatory")\n (:end . 193) (:start . 179) (:id . 70))\n ((:tag . "NNS") (:stem . "element") (:form . "elements") (:end . 202)\n (:start . 194) (:id . 71))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 205) (:start . 203)\n (:id . 72))\n ((:tag . "JJ") (:stem . "arbitrary") (:form . "arbitrary") (:end . 215)\n (:start . 206) (:id . 73))\n ((:tag . "NN") (:stem . "length") (:form . "length") (:end . 222)\n (:start . 216) (:id . 74))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 223) (:start . 222)\n (:id . 75))\n ((:tag . "NN") (:stem . "degree") (:form . "degree") (:end . 230)\n (:start . 224) (:id . 76))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 233) (:start . 231)\n (:id . 77))\n ((:tag . "NN") (:stem . "degeneracy") (:form . "degeneracy") (:end . 244)\n (:start . 234) (:id . 78))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 245) (:start . 244)\n (:id . 79))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 251)\n (:start . 246) (:id . 80))\n ((:tag . "NN") (:stem . "orientation") (:form . "orientation") (:end . 263)\n (:start . 252) (:id . 81))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 267) (:start . 264)\n (:id . 82))\n ((:tag . "NN") (:stem . "frequency") (:form . "frequency") (:end . 277)\n (:start . 268) (:id . 83))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 280) (:start . 278)\n (:id . 84))\n ((:tag . "NN") (:stem . "occurrence") (:form . "occurrence") (:end . 291)\n (:start . 281) (:id . 85))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 292) (:start . 291)\n (:id . 86)))@@@1@45@((:identifiers (:sid . :s3.279) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101069@unknown@formal@none@1@S@As in Hu et al. 4, we define accuracy to be the Phi score between the known and predicted binding sites.@(((:tag . "IN") (:stem . "as") (:form . "As") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 5) (:start . 3)\n (:id . 43))\n ((:tag . "NNP") (:stem . "Hu") (:form . "Hu") (:end . 8) (:start . 6)\n (:id . 44))\n ((:tag . "FW") (:stem . "et") (:form . "et") (:end . 11) (:start . 9)\n (:id . 45))\n ((:tag . "FW") (:stem . "al.") (:form . "al.") (:end . 15) (:start . 12)\n (:id . 46))\n ((:tag . "CD") (:stem . "4") (:form . "4") (:end . 17) (:start . 16)\n (:id . 47))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 18) (:start . 17)\n (:id . 48))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 21) (:start . 19)\n (:id . 49))\n ((:tag . "VBP") (:stem . "define") (:form . "define") (:end . 28)\n (:start . 22) (:id . 50))\n ((:tag . "NN") (:stem . "accuracy") (:form . "accuracy") (:end . 37)\n (:start . 29) (:id . 51))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 40) (:start . 38)\n (:id . 52))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 43) (:start . 41)\n (:id . 53))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 47) (:start . 44)\n (:id . 54))\n ((:tag . "NNP") (:stem . "Phi") (:form . "Phi") (:end . 51) (:start . 48)\n (:id . 55))\n ((:tag . "NN") (:stem . "score") (:form . "score") (:end . 57) (:start . 52)\n (:id . 56))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 65)\n (:start . 58) (:id . 57))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 69) (:start . 66)\n (:id . 58))\n ((:tag . "VBN") (:stem . "know") (:form . "known") (:end . 75) (:start . 70)\n (:id . 59))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 79) (:start . 76)\n (:id . 60))\n ((:tag . "VBN") (:stem . "predict") (:form . "predicted") (:end . 89)\n (:start . 80) (:id . 61))\n ((:tag . "VBG") (:stem . "bind") (:form . "binding") (:end . 97)\n (:start . 90) (:id . 62))\n ((:tag . "NNS") (:stem . "site") (:form . "sites") (:end . 103) (:start . 98)\n (:id . 63))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 104) (:start . 103)\n (:id . 64)))@@@1@23@((:identifiers (:sid . :s3.289) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101079@unknown@formal@none@1@S@The most common statistical test in motif finding is based on overrepresentation, which can be roughly defined as the probability that a motif m that is observed C(m) times in the regulon would occur at least C(m) times in a random collection of the same number of genes.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "RBS") (:stem . "most") (:form . "most") (:end . 8) (:start . 4)\n (:id . 43))\n ((:tag . "JJ") (:stem . "common") (:form . "common") (:end . 15) (:start . 9)\n (:id . 44))\n ((:tag . "JJ") (:stem . "statistical") (:form . "statistical") (:end . 27)\n (:start . 16) (:id . 45))\n ((:tag . "NN") (:stem . "test") (:form . "test") (:end . 32) (:start . 28)\n (:id . 46))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 35) (:start . 33)\n (:id . 47))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 41) (:start . 36)\n (:id . 48))\n ((:tag . "NN") (:stem . "finding") (:form . "finding") (:end . 49)\n (:start . 42) (:id . 49))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 52) (:start . 50)\n (:id . 50))\n ((:tag . "VBN") (:stem . "base") (:form . "based") (:end . 58) (:start . 53)\n (:id . 51))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 61) (:start . 59)\n (:id . 52))\n ((:tag . "NN") (:stem . "overrepresentation") (:form . "overrepresentation")\n (:end . 80) (:start . 62) (:id . 53))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 81) (:start . 80)\n (:id . 54))\n ((:tag . "WDT") (:stem . "which") (:form . "which") (:end . 87) (:start . 82)\n (:id . 55))\n ((:tag . "MD") (:stem . "can") (:form . "can") (:end . 91) (:start . 88)\n (:id . 56))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 94) (:start . 92)\n (:id . 57))\n ((:tag . "RB") (:stem . "roughly") (:form . "roughly") (:end . 102)\n (:start . 95) (:id . 58))\n ((:tag . "VBN") (:stem . "define") (:form . "defined") (:end . 110)\n (:start . 103) (:id . 59))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 113) (:start . 111)\n (:id . 60))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 117) (:start . 114)\n (:id . 61))\n ((:tag . "NN") (:stem . "probability") (:form . "probability") (:end . 129)\n (:start . 118) (:id . 62))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 134) (:start . 130)\n (:id . 63))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 136) (:start . 135)\n (:id . 64))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 142)\n (:start . 137) (:id . 65))\n ((:tag . "NN") (:stem . "m") (:form . "m") (:end . 144) (:start . 143)\n (:id . 66))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 149) (:start . 145)\n (:id . 67))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 152) (:start . 150)\n (:id . 68))\n ((:tag . "VBN") (:stem . "observe") (:form . "observed") (:end . 161)\n (:start . 153) (:id . 69))\n ((:tag . "JJ") (:stem . "C(m)") (:form . "C(m)") (:end . 166) (:start . 162)\n (:id . 70))\n ((:tag . "NNS") (:stem . "time") (:form . "times") (:end . 172)\n (:start . 167) (:id . 71))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 175) (:start . 173)\n (:id . 72))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 179) (:start . 176)\n (:id . 73))\n ((:tag . "NN") (:stem . "regulon") (:form . "regulon") (:end . 187)\n (:start . 180) (:id . 74))\n ((:tag . "MD") (:stem . "would") (:form . "would") (:end . 193)\n (:start . 188) (:id . 75))\n ((:tag . "VB") (:stem . "occur") (:form . "occur") (:end . 199)\n (:start . 194) (:id . 76))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 202) (:start . 200)\n (:id . 77))\n ((:tag . "JJS") (:stem . "least") (:form . "least") (:end . 208)\n (:start . 203) (:id . 78))\n ((:tag . "CD") (:stem . "C(m)") (:form . "C(m)") (:end . 213) (:start . 209)\n (:id . 79))\n ((:tag . "NNS") (:stem . "time") (:form . "times") (:end . 219)\n (:start . 214) (:id . 80))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 222) (:start . 220)\n (:id . 81))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 224) (:start . 223)\n (:id . 82))\n ((:tag . "JJ") (:stem . "random") (:form . "random") (:end . 231)\n (:start . 225) (:id . 83))\n ((:tag . "NN") (:stem . "collection") (:form . "collection") (:end . 242)\n (:start . 232) (:id . 84))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 245) (:start . 243)\n (:id . 85))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 249) (:start . 246)\n (:id . 86))\n ((:tag . "JJ") (:stem . "same") (:form . "same") (:end . 254) (:start . 250)\n (:id . 87))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 261)\n (:start . 255) (:id . 88))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 264) (:start . 262)\n (:id . 89))\n ((:tag . "NNS") (:stem . "gene") (:form . "genes") (:end . 270)\n (:start . 265) (:id . 90))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 271) (:start . 270)\n (:id . 91)))@@@1@50@((:identifiers (:sid . :s3.299) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101089@unknown@formal@none@1@S@Transcription factors often require their binding sites to be located in a restricted range relative to the start of transcription.@(((:tag . "NNP") (:stem . "Transcription") (:form . "Transcription")\n (:end . 13) (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "factor") (:form . "factors") (:end . 21)\n (:start . 14) (:id . 43))\n ((:tag . "RB") (:stem . "often") (:form . "often") (:end . 27) (:start . 22)\n (:id . 44))\n ((:tag . "VBP") (:stem . "require") (:form . "require") (:end . 35)\n (:start . 28) (:id . 45))\n ((:tag . "PRP$") (:stem . "their") (:form . "their") (:end . 41)\n (:start . 36) (:id . 46))\n ((:tag . "VBG") (:stem . "bind") (:form . "binding") (:end . 49)\n (:start . 42) (:id . 47))\n ((:tag . "NNS") (:stem . "site") (:form . "sites") (:end . 55) (:start . 50)\n (:id . 48))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 58) (:start . 56)\n (:id . 49))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 61) (:start . 59)\n (:id . 50))\n ((:tag . "VBN") (:stem . "locate") (:form . "located") (:end . 69)\n (:start . 62) (:id . 51))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 72) (:start . 70)\n (:id . 52))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 74) (:start . 73)\n (:id . 53))\n ((:tag . "JJ") (:stem . "restricted") (:form . "restricted") (:end . 85)\n (:start . 75) (:id . 54))\n ((:tag . "NN") (:stem . "range") (:form . "range") (:end . 91) (:start . 86)\n (:id . 55))\n ((:tag . "JJ") (:stem . "relative") (:form . "relative") (:end . 100)\n (:start . 92) (:id . 56))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 103) (:start . 101)\n (:id . 57))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 107) (:start . 104)\n (:id . 58))\n ((:tag . "NN") (:stem . "start") (:form . "start") (:end . 113)\n (:start . 108) (:id . 59))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 116) (:start . 114)\n (:id . 60))\n ((:tag . "NN") (:stem . "transcription") (:form . "transcription")\n (:end . 130) (:start . 117) (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 131) (:start . 130)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s3.309) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101099@unknown@formal@none@1@S@The reference sample Y is defined as the set of starting positions of m in all upstream regions in the genome.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "reference") (:form . "reference") (:end . 13)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "sample") (:form . "sample") (:end . 20)\n (:start . 14) (:id . 44))\n ((:tag . "NN") (:stem . "y") (:form . "Y") (:end . 22) (:start . 21)\n (:id . 45))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 25) (:start . 23)\n (:id . 46))\n ((:tag . "VBN") (:stem . "define") (:form . "defined") (:end . 33)\n (:start . 26) (:id . 47))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 36) (:start . 34)\n (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 40) (:start . 37)\n (:id . 49))\n ((:tag . "NN") (:stem . "set") (:form . "set") (:end . 44) (:start . 41)\n (:id . 50))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 47) (:start . 45)\n (:id . 51))\n ((:tag . "VBG") (:stem . "start") (:form . "starting") (:end . 56)\n (:start . 48) (:id . 52))\n ((:tag . "NNS") (:stem . "position") (:form . "positions") (:end . 66)\n (:start . 57) (:id . 53))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 69) (:start . 67)\n (:id . 54))\n ((:tag . "NN") (:stem . "m") (:form . "m") (:end . 71) (:start . 70)\n (:id . 55))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 74) (:start . 72)\n (:id . 56))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 78) (:start . 75)\n (:id . 57))\n ((:tag . "JJ") (:stem . "upstream") (:form . "upstream") (:end . 87)\n (:start . 79) (:id . 58))\n ((:tag . "NNS") (:stem . "region") (:form . "regions") (:end . 95)\n (:start . 88) (:id . 59))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 98) (:start . 96)\n (:id . 60))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 102) (:start . 99)\n (:id . 61))\n ((:tag . "NN") (:stem . "genome") (:form . "genome") (:end . 109)\n (:start . 103) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 110) (:start . 109)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s3.319) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101109@unknown@formal@none@1@S@Such an assumption may be overly generous – as the TBP example above makes clear, the transcriptional machinery of a cell is clearly able to differentiate between the two strands.@(((:tag . "PDT") (:stem . "such") (:form . "Such") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 7) (:start . 5)\n (:id . 43))\n ((:tag . "NN") (:stem . "assumption") (:form . "assumption") (:end . 18)\n (:start . 8) (:id . 44))\n ((:tag . "MD") (:stem . "may") (:form . "may") (:end . 22) (:start . 19)\n (:id . 45))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 25) (:start . 23)\n (:id . 46))\n ((:tag . "RB") (:stem . "overly") (:form . "overly") (:end . 32)\n (:start . 26) (:id . 47))\n ((:tag . "JJ") (:stem . "generous") (:form . "generous") (:end . 41)\n (:start . 33) (:id . 48))\n ((:tag . "NN") (:stem . "–") (:form . "–") (:end . 43) (:start . 42)\n (:id . 49))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 46) (:start . 44)\n (:id . 50))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 50) (:start . 47)\n (:id . 51))\n ((:tag . "NNP") (:stem . "TBP") (:form . "TBP") (:end . 54) (:start . 51)\n (:id . 52))\n ((:tag . "NN") (:stem . "example") (:form . "example") (:end . 62)\n (:start . 55) (:id . 53))\n ((:tag . "IN") (:stem . "above") (:form . "above") (:end . 68) (:start . 63)\n (:id . 54))\n ((:tag . "VBZ") (:stem . "make") (:form . "makes") (:end . 74) (:start . 69)\n (:id . 55))\n ((:tag . "JJ") (:stem . "clear") (:form . "clear") (:end . 80) (:start . 75)\n (:id . 56))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 81) (:start . 80)\n (:id . 57))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 85) (:start . 82)\n (:id . 58))\n ((:tag . "JJ") (:stem . "transcriptional") (:form . "transcriptional")\n (:end . 101) (:start . 86) (:id . 59))\n ((:tag . "NN") (:stem . "machinery") (:form . "machinery") (:end . 111)\n (:start . 102) (:id . 60))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 114) (:start . 112)\n (:id . 61))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 116) (:start . 115)\n (:id . 62))\n ((:tag . "NN") (:stem . "cell") (:form . "cell") (:end . 121) (:start . 117)\n (:id . 63))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 124) (:start . 122)\n (:id . 64))\n ((:tag . "RB") (:stem . "clearly") (:form . "clearly") (:end . 132)\n (:start . 125) (:id . 65))\n ((:tag . "JJ") (:stem . "able") (:form . "able") (:end . 137) (:start . 133)\n (:id . 66))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 140) (:start . 138)\n (:id . 67))\n ((:tag . "VB") (:stem . "differentiate") (:form . "differentiate")\n (:end . 154) (:start . 141) (:id . 68))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 162)\n (:start . 155) (:id . 69))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 166) (:start . 163)\n (:id . 70))\n ((:tag . "CD") (:stem . "two") (:form . "two") (:end . 170) (:start . 167)\n (:id . 71))\n ((:tag . "NNS") (:stem . "strand") (:form . "strands") (:end . 178)\n (:start . 171) (:id . 72))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 179) (:start . 178)\n (:id . 73)))@@@1@32@((:hcues ((:id . :x3.329.1) (:span 19 22)))\n (:hscopes ((:id . :x3.329.1) (:span 19 41)))\n (:identifiers (:sid . :s3.329) (:did . :1471-2105-8-249)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101119@unknown@formal@none@1@S@Results@(((:tag . "NNS") (:stem . "result") (:form . "Results") (:end . 7)\n (:start . 0) (:id . 42)))@@@1@1@((:identifiers (:sid . :s4.7) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|SubSectionTitle|)))@oe@9-2-2011 5101129@unknown@formal@none@1@S@One way to understand a protein's function is to look at its composition of conserved domains.@(((:tag . "CD") (:stem . "one") (:form . "One") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "way") (:form . "way") (:end . 7) (:start . 4)\n (:id . 43))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 10) (:start . 8)\n (:id . 44))\n ((:tag . "VB") (:stem . "understand") (:form . "understand") (:end . 21)\n (:start . 11) (:id . 45))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 23) (:start . 22)\n (:id . 46))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 31)\n (:start . 24) (:id . 47))\n ((:tag . "POS") (:stem . "'s") (:form . "'s") (:end . 33) (:start . 31)\n (:id . 48))\n ((:tag . "NN") (:stem . "function") (:form . "function") (:end . 42)\n (:start . 34) (:id . 49))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 45) (:start . 43)\n (:id . 50))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 48) (:start . 46)\n (:id . 51))\n ((:tag . "VB") (:stem . "look") (:form . "look") (:end . 53) (:start . 49)\n (:id . 52))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 56) (:start . 54)\n (:id . 53))\n ((:tag . "PRP$") (:stem . "its") (:form . "its") (:end . 60) (:start . 57)\n (:id . 54))\n ((:tag . "NN") (:stem . "composition") (:form . "composition") (:end . 72)\n (:start . 61) (:id . 55))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 75) (:start . 73)\n (:id . 56))\n ((:tag . "VBN") (:stem . "conserve") (:form . "conserved") (:end . 85)\n (:start . 76) (:id . 57))\n ((:tag . "NNS") (:stem . "domain") (:form . "domains") (:end . 93)\n (:start . 86) (:id . 58))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 94) (:start . 93)\n (:id . 59)))@@@1@18@((:identifiers (:sid . :s4.17) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101139@unknown@formal@none@1@S@The structural evidence lends strong support to the inferred domain pair, resulting in a high confidence set of domain pairs.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "structural") (:form . "structural") (:end . 14)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "evidence") (:form . "evidence") (:end . 23)\n (:start . 15) (:id . 44))\n ((:tag . "VBZ") (:stem . "lend") (:form . "lends") (:end . 29) (:start . 24)\n (:id . 45))\n ((:tag . "JJ") (:stem . "strong") (:form . "strong") (:end . 36)\n (:start . 30) (:id . 46))\n ((:tag . "NN") (:stem . "support") (:form . "support") (:end . 44)\n (:start . 37) (:id . 47))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 47) (:start . 45)\n (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 51) (:start . 48)\n (:id . 49))\n ((:tag . "JJ") (:stem . "inferred") (:form . "inferred") (:end . 60)\n (:start . 52) (:id . 50))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 67)\n (:start . 61) (:id . 51))\n ((:tag . "NN") (:stem . "pair") (:form . "pair") (:end . 72) (:start . 68)\n (:id . 52))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 73) (:start . 72)\n (:id . 53))\n ((:tag . "VBG") (:stem . "result") (:form . "resulting") (:end . 83)\n (:start . 74) (:id . 54))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 86) (:start . 84)\n (:id . 55))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 88) (:start . 87)\n (:id . 56))\n ((:tag . "JJ") (:stem . "high") (:form . "high") (:end . 93) (:start . 89)\n (:id . 57))\n ((:tag . "NN") (:stem . "confidence") (:form . "confidence") (:end . 104)\n (:start . 94) (:id . 58))\n ((:tag . "NN") (:stem . "set") (:form . "set") (:end . 108) (:start . 105)\n (:id . 59))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 111) (:start . 109)\n (:id . 60))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 118)\n (:start . 112) (:id . 61))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 124)\n (:start . 119) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 125) (:start . 124)\n (:id . 63)))@@@1@22@((:hcues ((:id . :x4.27.1) (:span 52 60)) ((:id . :x4.27.2) (:span 24 44)))\n (:hscopes ((:id . :x4.27.1) (:span 52 72)) ((:id . :x4.27.2) (:span 24 72)))\n (:identifiers (:sid . :s4.27) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101149@unknown@formal@none@1@S@How conserved are domain–domain pairs between species, and how many interacting domain pairs are still unknown?@(((:tag . "WRB") (:stem . "how") (:form . "How") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "VBN") (:stem . "conserve") (:form . "conserved") (:end . 13)\n (:start . 4) (:id . 43))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 17) (:start . 14)\n (:id . 44))\n ((:tag . "JJ") (:stem . "domain–domain") (:form . "domain–domain")\n (:end . 31) (:start . 18) (:id . 45))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 37) (:start . 32)\n (:id . 46))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 45)\n (:start . 38) (:id . 47))\n ((:tag . "NNS") (:stem . "specie") (:form . "species") (:end . 53)\n (:start . 46) (:id . 48))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 54) (:start . 53)\n (:id . 49))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 58) (:start . 55)\n (:id . 50))\n ((:tag . "WRB") (:stem . "how") (:form . "how") (:end . 62) (:start . 59)\n (:id . 51))\n ((:tag . "JJ") (:stem . "many") (:form . "many") (:end . 67) (:start . 63)\n (:id . 52))\n ((:tag . "VBG") (:stem . "interact") (:form . "interacting") (:end . 79)\n (:start . 68) (:id . 53))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 86)\n (:start . 80) (:id . 54))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 92) (:start . 87)\n (:id . 55))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 96) (:start . 93)\n (:id . 56))\n ((:tag . "RB") (:stem . "still") (:form . "still") (:end . 102) (:start . 97)\n (:id . 57))\n ((:tag . "JJ") (:stem . "unknown") (:form . "unknown") (:end . 110)\n (:start . 103) (:id . 58))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 111) (:start . 110)\n (:id . 59)))@@@1@18@((:hcues ((:id . :x4.37.1) (:span 103 110)))\n (:hscopes ((:id . :x4.37.1) (:span 59 110)))\n (:identifiers (:sid . :s4.37) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101159@unknown@formal@none@1@S@Given that 74% of all UniProt proteins contain at least one Pfam match, this is not by itself surprising.@(((:tag . "VBN") (:stem . "give") (:form . "Given") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 10) (:start . 6)\n (:id . 43))\n ((:tag . "CD") (:stem . "74") (:form . "74") (:end . 13) (:start . 11)\n (:id . 44))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 14) (:start . 13)\n (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 17) (:start . 15)\n (:id . 46))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 21) (:start . 18)\n (:id . 47))\n ((:tag . "NNP") (:stem . "UniProt") (:form . "UniProt") (:end . 29)\n (:start . 22) (:id . 48))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 38)\n (:start . 30) (:id . 49))\n ((:tag . "VBP") (:stem . "contain") (:form . "contain") (:end . 46)\n (:start . 39) (:id . 50))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 49) (:start . 47)\n (:id . 51))\n ((:tag . "JJS") (:stem . "least") (:form . "least") (:end . 55) (:start . 50)\n (:id . 52))\n ((:tag . "CD") (:stem . "one") (:form . "one") (:end . 59) (:start . 56)\n (:id . 53))\n ((:tag . "NNP") (:stem . "Pfam") (:form . "Pfam") (:end . 64) (:start . 60)\n (:id . 54))\n ((:tag . "NN") (:stem . "match") (:form . "match") (:end . 70) (:start . 65)\n (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 71) (:start . 70)\n (:id . 56))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 76) (:start . 72)\n (:id . 57))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 79) (:start . 77)\n (:id . 58))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 83) (:start . 80)\n (:id . 59))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 86) (:start . 84)\n (:id . 60))\n ((:tag . "PRP") (:stem . "itself") (:form . "itself") (:end . 93)\n (:start . 87) (:id . 61))\n ((:tag . "JJ") (:stem . "surprising") (:form . "surprising") (:end . 104)\n (:start . 94) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 105) (:start . 104)\n (:id . 63)))@@@1@22@((:ncues ((:id . :x4.47.1) (:span 80 83)))\n (:nscopes ((:id . :x4.47.1) (:span 80 104)))\n (:identifiers (:sid . :s4.47) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101169@unknown@formal@none@1@S@The relatively low iPfam coverage is by itself a disappointing finding.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "RB") (:stem . "relatively") (:form . "relatively") (:end . 14)\n (:start . 4) (:id . 43))\n ((:tag . "JJ") (:stem . "low") (:form . "low") (:end . 18) (:start . 15)\n (:id . 44))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 24) (:start . 19)\n (:id . 45))\n ((:tag . "NN") (:stem . "coverage") (:form . "coverage") (:end . 33)\n (:start . 25) (:id . 46))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 36) (:start . 34)\n (:id . 47))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 39) (:start . 37)\n (:id . 48))\n ((:tag . "PRP") (:stem . "itself") (:form . "itself") (:end . 46)\n (:start . 40) (:id . 49))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 48) (:start . 47)\n (:id . 50))\n ((:tag . "JJ") (:stem . "disappointing") (:form . "disappointing")\n (:end . 62) (:start . 49) (:id . 51))\n ((:tag . "NN") (:stem . "finding") (:form . "finding") (:end . 70)\n (:start . 63) (:id . 52))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 71) (:start . 70)\n (:id . 53)))@@@1@12@((:identifiers (:sid . :s4.57) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101179@unknown@formal@none@1@S@In the following paragraph, we will call the experimental interactions that contain an iPfam domain pair the covered experimental interactions.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "VBG") (:stem . "follow") (:form . "following") (:end . 16)\n (:start . 7) (:id . 44))\n ((:tag . "NN") (:stem . "paragraph") (:form . "paragraph") (:end . 26)\n (:start . 17) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 27) (:start . 26)\n (:id . 46))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 30) (:start . 28)\n (:id . 47))\n ((:tag . "MD") (:stem . "will") (:form . "will") (:end . 35) (:start . 31)\n (:id . 48))\n ((:tag . "VB") (:stem . "call") (:form . "call") (:end . 40) (:start . 36)\n (:id . 49))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 44) (:start . 41)\n (:id . 50))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 57)\n (:start . 45) (:id . 51))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 70)\n (:start . 58) (:id . 52))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 75) (:start . 71)\n (:id . 53))\n ((:tag . "VBP") (:stem . "contain") (:form . "contain") (:end . 83)\n (:start . 76) (:id . 54))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 86) (:start . 84)\n (:id . 55))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 92) (:start . 87)\n (:id . 56))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 99)\n (:start . 93) (:id . 57))\n ((:tag . "NN") (:stem . "pair") (:form . "pair") (:end . 104) (:start . 100)\n (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 108) (:start . 105)\n (:id . 59))\n ((:tag . "VBN") (:stem . "cover") (:form . "covered") (:end . 116)\n (:start . 109) (:id . 60))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 129)\n (:start . 117) (:id . 61))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 142)\n (:start . 130) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 143) (:start . 142)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s4.67) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101189@unknown@formal@none@1@S@In both H. sapiens (blue) and S. cerevisiae (green) a small number of iPfam domain pairs covers a large fraction of the interactome, whereas in E. coli, no iPfam domain occurs in more than 4 experimental interactions at a time.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "both") (:form . "both") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "NNP") (:stem . "H.") (:form . "H.") (:end . 10) (:start . 8)\n (:id . 44))\n ((:tag . "NNS") (:stem . "sapien") (:form . "sapiens") (:end . 18)\n (:start . 11) (:id . 45))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 20) (:start . 19)\n (:id . 46))\n ((:tag . "JJ") (:stem . "blue") (:form . "blue") (:end . 24) (:start . 20)\n (:id . 47))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 25) (:start . 24)\n (:id . 48))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 29) (:start . 26)\n (:id . 49))\n ((:tag . "FW") (:stem . "s.") (:form . "S.") (:end . 32) (:start . 30)\n (:id . 50))\n ((:tag . "FW") (:stem . "cerevisiae") (:form . "cerevisiae") (:end . 43)\n (:start . 33) (:id . 51))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 45) (:start . 44)\n (:id . 52))\n ((:tag . "JJ") (:stem . "green") (:form . "green") (:end . 50) (:start . 45)\n (:id . 53))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 51) (:start . 50)\n (:id . 54))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 53) (:start . 52)\n (:id . 55))\n ((:tag . "JJ") (:stem . "small") (:form . "small") (:end . 59) (:start . 54)\n (:id . 56))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 66)\n (:start . 60) (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 69) (:start . 67)\n (:id . 58))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 75) (:start . 70)\n (:id . 59))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 82)\n (:start . 76) (:id . 60))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 88) (:start . 83)\n (:id . 61))\n ((:tag . "VBZ") (:stem . "cover") (:form . "covers") (:end . 95)\n (:start . 89) (:id . 62))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 97) (:start . 96)\n (:id . 63))\n ((:tag . "JJ") (:stem . "large") (:form . "large") (:end . 103) (:start . 98)\n (:id . 64))\n ((:tag . "NN") (:stem . "fraction") (:form . "fraction") (:end . 112)\n (:start . 104) (:id . 65))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 115) (:start . 113)\n (:id . 66))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 119) (:start . 116)\n (:id . 67))\n ((:tag . "NN") (:stem . "interactome") (:form . "interactome") (:end . 131)\n (:start . 120) (:id . 68))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 132) (:start . 131)\n (:id . 69))\n ((:tag . "IN") (:stem . "whereas") (:form . "whereas") (:end . 140)\n (:start . 133) (:id . 70))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 143) (:start . 141)\n (:id . 71))\n ((:tag . "NNP") (:stem . "E.") (:form . "E.") (:end . 146) (:start . 144)\n (:id . 72))\n ((:tag . "NNP") (:stem . "coli") (:form . "coli") (:end . 151) (:start . 147)\n (:id . 73))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 152) (:start . 151)\n (:id . 74))\n ((:tag . "DT") (:stem . "no") (:form . "no") (:end . 155) (:start . 153)\n (:id . 75))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 161)\n (:start . 156) (:id . 76))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 168)\n (:start . 162) (:id . 77))\n ((:tag . "VBZ") (:stem . "occur") (:form . "occurs") (:end . 175)\n (:start . 169) (:id . 78))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 178) (:start . 176)\n (:id . 79))\n ((:tag . "JJR") (:stem . "more") (:form . "more") (:end . 183) (:start . 179)\n (:id . 80))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 188) (:start . 184)\n (:id . 81))\n ((:tag . "CD") (:stem . "4") (:form . "4") (:end . 190) (:start . 189)\n (:id . 82))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 203)\n (:start . 191) (:id . 83))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 216)\n (:start . 204) (:id . 84))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 219) (:start . 217)\n (:id . 85))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 221) (:start . 220)\n (:id . 86))\n ((:tag . "NN") (:stem . "time") (:form . "time") (:end . 226) (:start . 222)\n (:id . 87))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 227) (:start . 226)\n (:id . 88)))@@@1@47@((:ncues ((:id . :x4.77.1) (:span 153 155)))\n (:nscopes ((:id . :x4.77.1) (:span 153 226)))\n (:identifiers (:sid . :s4.77) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101199@unknown@formal@none@1@S@We reasoned that if there are iPfam domain pairs that act as reusable modules in protein interactions, then highly connected proteins should also be more likely to contain promiscuous iPfam domain pairs and vice-versa.@(((:tag . "PRP") (:stem . "we") (:form . "We") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBD") (:stem . "reason") (:form . "reasoned") (:end . 11)\n (:start . 3) (:id . 43))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 16) (:start . 12)\n (:id . 44))\n ((:tag . "IN") (:stem . "if") (:form . "if") (:end . 19) (:start . 17)\n (:id . 45))\n ((:tag . "EX") (:stem . "there") (:form . "there") (:end . 25) (:start . 20)\n (:id . 46))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 29) (:start . 26)\n (:id . 47))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 35) (:start . 30)\n (:id . 48))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 42)\n (:start . 36) (:id . 49))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 48) (:start . 43)\n (:id . 50))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 53) (:start . 49)\n (:id . 51))\n ((:tag . "VBP") (:stem . "act") (:form . "act") (:end . 57) (:start . 54)\n (:id . 52))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 60) (:start . 58)\n (:id . 53))\n ((:tag . "JJ") (:stem . "reusable") (:form . "reusable") (:end . 69)\n (:start . 61) (:id . 54))\n ((:tag . "NNS") (:stem . "module") (:form . "modules") (:end . 77)\n (:start . 70) (:id . 55))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 80) (:start . 78)\n (:id . 56))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 88)\n (:start . 81) (:id . 57))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 101)\n (:start . 89) (:id . 58))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 102) (:start . 101)\n (:id . 59))\n ((:tag . "RB") (:stem . "then") (:form . "then") (:end . 107) (:start . 103)\n (:id . 60))\n ((:tag . "RB") (:stem . "highly") (:form . "highly") (:end . 114)\n (:start . 108) (:id . 61))\n ((:tag . "JJ") (:stem . "connected") (:form . "connected") (:end . 124)\n (:start . 115) (:id . 62))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 133)\n (:start . 125) (:id . 63))\n ((:tag . "MD") (:stem . "should") (:form . "should") (:end . 140)\n (:start . 134) (:id . 64))\n ((:tag . "RB") (:stem . "also") (:form . "also") (:end . 145) (:start . 141)\n (:id . 65))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 148) (:start . 146)\n (:id . 66))\n ((:tag . "RBR") (:stem . "more") (:form . "more") (:end . 153) (:start . 149)\n (:id . 67))\n ((:tag . "JJ") (:stem . "likely") (:form . "likely") (:end . 160)\n (:start . 154) (:id . 68))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 163) (:start . 161)\n (:id . 69))\n ((:tag . "VB") (:stem . "contain") (:form . "contain") (:end . 171)\n (:start . 164) (:id . 70))\n ((:tag . "JJ") (:stem . "promiscuous") (:form . "promiscuous") (:end . 183)\n (:start . 172) (:id . 71))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 189)\n (:start . 184) (:id . 72))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 196)\n (:start . 190) (:id . 73))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 202)\n (:start . 197) (:id . 74))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 206) (:start . 203)\n (:id . 75))\n ((:tag . "NN") (:stem . "vice-versa") (:form . "vice-versa") (:end . 217)\n (:start . 207) (:id . 76))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 218) (:start . 217)\n (:id . 77)))@@@1@36@((:hcues ((:id . :x4.87.1) (:span 134 140 154 160))\n ((:id . :x4.87.3) (:span 3 11)))\n (:hscopes ((:id . :x4.87.1) (:span 108 217))\n ((:id . :x4.87.3) (:span 3 217)))\n (:identifiers (:sid . :s4.87) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101209@unknown@formal@none@1@S@The correlation is outlined by dotted lines.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "correlation") (:form . "correlation") (:end . 15)\n (:start . 4) (:id . 43))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 18) (:start . 16)\n (:id . 44))\n ((:tag . "VBN") (:stem . "outline") (:form . "outlined") (:end . 27)\n (:start . 19) (:id . 45))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 30) (:start . 28)\n (:id . 46))\n ((:tag . "VBN") (:stem . "dot") (:form . "dotted") (:end . 37) (:start . 31)\n (:id . 47))\n ((:tag . "NNS") (:stem . "line") (:form . "lines") (:end . 43) (:start . 38)\n (:id . 48))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 44) (:start . 43)\n (:id . 49)))@@@1@8@((:identifiers (:sid . :s4.97) (:did . :1471-2105-8-259) (:did-type . :bmc_id)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101219@unknown@formal@none@1@S@Looking for example at the covered experimental interactions in H. sapiens(Additional file 1), only 8 out of the 100 most frequent iPfam domain pairs are seen in intrachain interactions exclusively, while 61 are exclusive to interchain interactions and 31 are seen in both.@(((:tag . "VBG") (:stem . "look") (:form . "Looking") (:end . 7) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 11) (:start . 8)\n (:id . 43))\n ((:tag . "NN") (:stem . "example") (:form . "example") (:end . 19)\n (:start . 12) (:id . 44))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 22) (:start . 20)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 26) (:start . 23)\n (:id . 46))\n ((:tag . "VBN") (:stem . "cover") (:form . "covered") (:end . 34)\n (:start . 27) (:id . 47))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 47)\n (:start . 35) (:id . 48))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 60)\n (:start . 48) (:id . 49))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 63) (:start . 61)\n (:id . 50))\n ((:tag . "NNP") (:stem . "H.") (:form . "H.") (:end . 66) (:start . 64)\n (:id . 51))\n ((:tag . "JJ") (:stem . "sapiens(Additional") (:form . "sapiens(Additional")\n (:end . 85) (:start . 67) (:id . 52))\n ((:tag . "NN") (:stem . "file") (:form . "file") (:end . 90) (:start . 86)\n (:id . 53))\n ((:tag . "CD") (:stem . "1") (:form . "1") (:end . 92) (:start . 91)\n (:id . 54))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 93) (:start . 92)\n (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 94) (:start . 93)\n (:id . 56))\n ((:tag . "RB") (:stem . "only") (:form . "only") (:end . 99) (:start . 95)\n (:id . 57))\n ((:tag . "CD") (:stem . "8") (:form . "8") (:end . 101) (:start . 100)\n (:id . 58))\n ((:tag . "IN") (:stem . "out") (:form . "out") (:end . 105) (:start . 102)\n (:id . 59))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 108) (:start . 106)\n (:id . 60))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 112) (:start . 109)\n (:id . 61))\n ((:tag . "CD") (:stem . "100") (:form . "100") (:end . 116) (:start . 113)\n (:id . 62))\n ((:tag . "RBS") (:stem . "most") (:form . "most") (:end . 121) (:start . 117)\n (:id . 63))\n ((:tag . "JJ") (:stem . "frequent") (:form . "frequent") (:end . 130)\n (:start . 122) (:id . 64))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 136)\n (:start . 131) (:id . 65))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 143)\n (:start . 137) (:id . 66))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 149)\n (:start . 144) (:id . 67))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 153) (:start . 150)\n (:id . 68))\n ((:tag . "VBN") (:stem . "see") (:form . "seen") (:end . 158) (:start . 154)\n (:id . 69))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 161) (:start . 159)\n (:id . 70))\n ((:tag . "JJ") (:stem . "intrachain") (:form . "intrachain") (:end . 172)\n (:start . 162) (:id . 71))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 185)\n (:start . 173) (:id . 72))\n ((:tag . "RB") (:stem . "exclusively") (:form . "exclusively") (:end . 197)\n (:start . 186) (:id . 73))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 198) (:start . 197)\n (:id . 74))\n ((:tag . "IN") (:stem . "while") (:form . "while") (:end . 204)\n (:start . 199) (:id . 75))\n ((:tag . "CD") (:stem . "61") (:form . "61") (:end . 207) (:start . 205)\n (:id . 76))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 211) (:start . 208)\n (:id . 77))\n ((:tag . "JJ") (:stem . "exclusive") (:form . "exclusive") (:end . 221)\n (:start . 212) (:id . 78))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 224) (:start . 222)\n (:id . 79))\n ((:tag . "VB") (:stem . "interchain") (:form . "interchain") (:end . 235)\n (:start . 225) (:id . 80))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 248)\n (:start . 236) (:id . 81))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 252) (:start . 249)\n (:id . 82))\n ((:tag . "CD") (:stem . "31") (:form . "31") (:end . 255) (:start . 253)\n (:id . 83))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 259) (:start . 256)\n (:id . 84))\n ((:tag . "VBN") (:stem . "see") (:form . "seen") (:end . 264) (:start . 260)\n (:id . 85))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 267) (:start . 265)\n (:id . 86))\n ((:tag . "DT") (:stem . "both") (:form . "both") (:end . 272) (:start . 268)\n (:id . 87))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 273) (:start . 272)\n (:id . 88)))@@@1@47@((:identifiers (:sid . :s4.107) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101229@unknown@formal@none@1@S@3671 out of a total of 5380 interacting protein pairs from the PDB contain an iPfam domain pair that does not interact in one complex structure but does so in another.@(((:tag . "CD") (:stem . "3671") (:form . "3671") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "out") (:form . "out") (:end . 8) (:start . 5)\n (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 11) (:start . 9)\n (:id . 44))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 13) (:start . 12)\n (:id . 45))\n ((:tag . "NN") (:stem . "total") (:form . "total") (:end . 19) (:start . 14)\n (:id . 46))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 22) (:start . 20)\n (:id . 47))\n ((:tag . "CD") (:stem . "5380") (:form . "5380") (:end . 27) (:start . 23)\n (:id . 48))\n ((:tag . "VBG") (:stem . "interact") (:form . "interacting") (:end . 39)\n (:start . 28) (:id . 49))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 47)\n (:start . 40) (:id . 50))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 53) (:start . 48)\n (:id . 51))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 58) (:start . 54)\n (:id . 52))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 62) (:start . 59)\n (:id . 53))\n ((:tag . "NNP") (:stem . "PDB") (:form . "PDB") (:end . 66) (:start . 63)\n (:id . 54))\n ((:tag . "VBP") (:stem . "contain") (:form . "contain") (:end . 74)\n (:start . 67) (:id . 55))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 77) (:start . 75)\n (:id . 56))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 83) (:start . 78)\n (:id . 57))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 90)\n (:start . 84) (:id . 58))\n ((:tag . "NN") (:stem . "pair") (:form . "pair") (:end . 95) (:start . 91)\n (:id . 59))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 100) (:start . 96)\n (:id . 60))\n ((:tag . "VBZ") (:stem . "do") (:form . "does") (:end . 105) (:start . 101)\n (:id . 61))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 109) (:start . 106)\n (:id . 62))\n ((:tag . "VB") (:stem . "interact") (:form . "interact") (:end . 118)\n (:start . 110) (:id . 63))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 121) (:start . 119)\n (:id . 64))\n ((:tag . "CD") (:stem . "one") (:form . "one") (:end . 125) (:start . 122)\n (:id . 65))\n ((:tag . "NN") (:stem . "complex") (:form . "complex") (:end . 133)\n (:start . 126) (:id . 66))\n ((:tag . "NN") (:stem . "structure") (:form . "structure") (:end . 143)\n (:start . 134) (:id . 67))\n ((:tag . "CC") (:stem . "but") (:form . "but") (:end . 147) (:start . 144)\n (:id . 68))\n ((:tag . "VBZ") (:stem . "do") (:form . "does") (:end . 152) (:start . 148)\n (:id . 69))\n ((:tag . "RB") (:stem . "so") (:form . "so") (:end . 155) (:start . 153)\n (:id . 70))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 158) (:start . 156)\n (:id . 71))\n ((:tag . "DT") (:stem . "another") (:form . "another") (:end . 166)\n (:start . 159) (:id . 72))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 167) (:start . 166)\n (:id . 73)))@@@1@32@((:ncues ((:id . :x4.117.1) (:span 106 109)))\n (:nscopes ((:id . :x4.117.1) (:span 106 143)))\n (:identifiers (:sid . :s4.117) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101239@unknown@formal@none@1@S@We also analysed the full dataset of protein complexes.@(((:tag . "PRP") (:stem . "we") (:form . "We") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "RB") (:stem . "also") (:form . "also") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "VBD") (:stem . "analyse") (:form . "analysed") (:end . 16)\n (:start . 8) (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 20) (:start . 17)\n (:id . 45))\n ((:tag . "JJ") (:stem . "full") (:form . "full") (:end . 25) (:start . 21)\n (:id . 46))\n ((:tag . "NN") (:stem . "dataset") (:form . "dataset") (:end . 33)\n (:start . 26) (:id . 47))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 36) (:start . 34)\n (:id . 48))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 44)\n (:start . 37) (:id . 49))\n ((:tag . "NNS") (:stem . "complex") (:form . "complexes") (:end . 54)\n (:start . 45) (:id . 50))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 55) (:start . 54)\n (:id . 51)))@@@1@10@((:identifiers (:sid . :s4.127) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101249@unknown@formal@none@1@S@Within the 3 to 19% of experimental interactions covered by iPfam, we analysed the conservation of iPfam domain pairs between species.@(((:tag . "IN") (:stem . "within") (:form . "Within") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 10) (:start . 7)\n (:id . 43))\n ((:tag . "CD") (:stem . "3") (:form . "3") (:end . 12) (:start . 11)\n (:id . 44))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 15) (:start . 13)\n (:id . 45))\n ((:tag . "CD") (:stem . "19") (:form . "19") (:end . 18) (:start . 16)\n (:id . 46))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 19) (:start . 18)\n (:id . 47))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 22) (:start . 20)\n (:id . 48))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 35)\n (:start . 23) (:id . 49))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 48)\n (:start . 36) (:id . 50))\n ((:tag . "VBN") (:stem . "cover") (:form . "covered") (:end . 56)\n (:start . 49) (:id . 51))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 59) (:start . 57)\n (:id . 52))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 65) (:start . 60)\n (:id . 53))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 66) (:start . 65)\n (:id . 54))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 69) (:start . 67)\n (:id . 55))\n ((:tag . "VBD") (:stem . "analyse") (:form . "analysed") (:end . 78)\n (:start . 70) (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 82) (:start . 79)\n (:id . 57))\n ((:tag . "NN") (:stem . "conservation") (:form . "conservation") (:end . 95)\n (:start . 83) (:id . 58))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 98) (:start . 96)\n (:id . 59))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 104) (:start . 99)\n (:id . 60))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 111)\n (:start . 105) (:id . 61))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 117)\n (:start . 112) (:id . 62))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 125)\n (:start . 118) (:id . 63))\n ((:tag . "NNS") (:stem . "specie") (:form . "species") (:end . 133)\n (:start . 126) (:id . 64))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 134) (:start . 133)\n (:id . 65)))@@@1@24@((:identifiers (:sid . :s4.137) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101259@unknown@formal@none@1@S@The iPfam domains in these pairs are related to housekeeping activities such as translation, replication or ATP synthesis.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 9) (:start . 4)\n (:id . 43))\n ((:tag . "NNS") (:stem . "domain") (:form . "domains") (:end . 17)\n (:start . 10) (:id . 44))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 20) (:start . 18)\n (:id . 45))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 26) (:start . 21)\n (:id . 46))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 32) (:start . 27)\n (:id . 47))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 36) (:start . 33)\n (:id . 48))\n ((:tag . "VBN") (:stem . "relate") (:form . "related") (:end . 44)\n (:start . 37) (:id . 49))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 47) (:start . 45)\n (:id . 50))\n ((:tag . "JJ") (:stem . "housekeeping") (:form . "housekeeping") (:end . 60)\n (:start . 48) (:id . 51))\n ((:tag . "NNS") (:stem . "activity") (:form . "activities") (:end . 71)\n (:start . 61) (:id . 52))\n ((:tag . "JJ") (:stem . "such") (:form . "such") (:end . 76) (:start . 72)\n (:id . 53))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 79) (:start . 77)\n (:id . 54))\n ((:tag . "NN") (:stem . "translation") (:form . "translation") (:end . 91)\n (:start . 80) (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 92) (:start . 91)\n (:id . 56))\n ((:tag . "NN") (:stem . "replication") (:form . "replication") (:end . 104)\n (:start . 93) (:id . 57))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 107) (:start . 105)\n (:id . 58))\n ((:tag . "NNP") (:stem . "ATP") (:form . "ATP") (:end . 111) (:start . 108)\n (:id . 59))\n ((:tag . "NN") (:stem . "synthesis") (:form . "synthesis") (:end . 121)\n (:start . 112) (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 122) (:start . 121)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s4.147) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101269@unknown@formal@none@1@S@From these random results, we derive a P value of 3.6 · 10-30 that the observed correlation is random.@(((:tag . "IN") (:stem . "from") (:form . "From") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 10) (:start . 5)\n (:id . 43))\n ((:tag . "JJ") (:stem . "random") (:form . "random") (:end . 17)\n (:start . 11) (:id . 44))\n ((:tag . "NNS") (:stem . "result") (:form . "results") (:end . 25)\n (:start . 18) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 26) (:start . 25)\n (:id . 46))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 29) (:start . 27)\n (:id . 47))\n ((:tag . "VBP") (:stem . "derive") (:form . "derive") (:end . 36)\n (:start . 30) (:id . 48))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 38) (:start . 37)\n (:id . 49))\n ((:tag . "NN") (:stem . "p") (:form . "P") (:end . 40) (:start . 39)\n (:id . 50))\n ((:tag . "NN") (:stem . "value") (:form . "value") (:end . 46) (:start . 41)\n (:id . 51))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 49) (:start . 47)\n (:id . 52))\n ((:tag . "CD") (:stem . "3.6") (:form . "3.6") (:end . 53) (:start . 50)\n (:id . 53))\n ((:tag . "NN") (:stem . "·") (:form . "·") (:end . 55) (:start . 54)\n (:id . 54))\n ((:tag . "CD") (:stem . "10-30") (:form . "10-30") (:end . 61) (:start . 56)\n (:id . 55))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 66) (:start . 62)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 70) (:start . 67)\n (:id . 57))\n ((:tag . "VBN") (:stem . "observe") (:form . "observed") (:end . 79)\n (:start . 71) (:id . 58))\n ((:tag . "NN") (:stem . "correlation") (:form . "correlation") (:end . 91)\n (:start . 80) (:id . 59))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 94) (:start . 92)\n (:id . 60))\n ((:tag . "JJ") (:stem . "random") (:form . "random") (:end . 101)\n (:start . 95) (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 102) (:start . 101)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s4.157) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101279@unknown@formal@none@1@S@ΨS The proteome size for species S@(((:tag . "VBZ") (:stem . "ψs") (:form . "ΨS") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "The") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "proteome") (:form . "proteome") (:end . 15)\n (:start . 7) (:id . 44))\n ((:tag . "NN") (:stem . "size") (:form . "size") (:end . 20) (:start . 16)\n (:id . 45))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 24) (:start . 21)\n (:id . 46))\n ((:tag . "NNS") (:stem . "specie") (:form . "species") (:end . 32)\n (:start . 25) (:id . 47))\n ((:tag . "NNP") (:stem . "S") (:form . "S") (:end . 34) (:start . 33)\n (:id . 48)))@@@1@7@((:identifiers (:sid . :s4.167) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101289@unknown@formal@none@1@S@The estimates for the total number of iPfam domain pairs ranges from 33813 to 120511, with an average of 76918.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NNS") (:stem . "estimate") (:form . "estimates") (:end . 13)\n (:start . 4) (:id . 43))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 17) (:start . 14)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 21) (:start . 18)\n (:id . 45))\n ((:tag . "JJ") (:stem . "total") (:form . "total") (:end . 27) (:start . 22)\n (:id . 46))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 34)\n (:start . 28) (:id . 47))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 37) (:start . 35)\n (:id . 48))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 43) (:start . 38)\n (:id . 49))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 50)\n (:start . 44) (:id . 50))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 56) (:start . 51)\n (:id . 51))\n ((:tag . "VBZ") (:stem . "range") (:form . "ranges") (:end . 63)\n (:start . 57) (:id . 52))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 68) (:start . 64)\n (:id . 53))\n ((:tag . "CD") (:stem . "33813") (:form . "33813") (:end . 74) (:start . 69)\n (:id . 54))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 77) (:start . 75)\n (:id . 55))\n ((:tag . "CD") (:stem . "120511") (:form . "120511") (:end . 84)\n (:start . 78) (:id . 56))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 85) (:start . 84)\n (:id . 57))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 90) (:start . 86)\n (:id . 58))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 93) (:start . 91)\n (:id . 59))\n ((:tag . "NN") (:stem . "average") (:form . "average") (:end . 101)\n (:start . 94) (:id . 60))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 104) (:start . 102)\n (:id . 61))\n ((:tag . "CD") (:stem . "76918") (:form . "76918") (:end . 110)\n (:start . 105) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 111) (:start . 110)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s4.177) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101299@unknown@formal@none@1@S@The estimated total number of iPfam domains in all species@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "VBN") (:stem . "estimate") (:form . "estimated") (:end . 13)\n (:start . 4) (:id . 43))\n ((:tag . "JJ") (:stem . "total") (:form . "total") (:end . 19) (:start . 14)\n (:id . 44))\n ((:tag . "NN") (:stem . "number") (:form . "number") (:end . 26)\n (:start . 20) (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 29) (:start . 27)\n (:id . 46))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 35) (:start . 30)\n (:id . 47))\n ((:tag . "NNS") (:stem . "domain") (:form . "domains") (:end . 43)\n (:start . 36) (:id . 48))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 46) (:start . 44)\n (:id . 49))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 50) (:start . 47)\n (:id . 50))\n ((:tag . "NNS") (:stem . "specie") (:form . "species") (:end . 58)\n (:start . 51) (:id . 51)))@@@1@10@((:identifiers (:sid . :s4.187) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101309@unknown@formal@none@1@S@This in turn creates new targets for future structural genomics projects 30.@(((:tag . "DT") (:stem . "this") (:form . "This") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 7) (:start . 5)\n (:id . 43))\n ((:tag . "NN") (:stem . "turn") (:form . "turn") (:end . 12) (:start . 8)\n (:id . 44))\n ((:tag . "VBZ") (:stem . "create") (:form . "creates") (:end . 20)\n (:start . 13) (:id . 45))\n ((:tag . "JJ") (:stem . "new") (:form . "new") (:end . 24) (:start . 21)\n (:id . 46))\n ((:tag . "NNS") (:stem . "target") (:form . "targets") (:end . 32)\n (:start . 25) (:id . 47))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 36) (:start . 33)\n (:id . 48))\n ((:tag . "JJ") (:stem . "future") (:form . "future") (:end . 43)\n (:start . 37) (:id . 49))\n ((:tag . "JJ") (:stem . "structural") (:form . "structural") (:end . 54)\n (:start . 44) (:id . 50))\n ((:tag . "NNS") (:stem . "genomic") (:form . "genomics") (:end . 63)\n (:start . 55) (:id . 51))\n ((:tag . "NNS") (:stem . "project") (:form . "projects") (:end . 72)\n (:start . 64) (:id . 52))\n ((:tag . "CD") (:stem . "30") (:form . "30") (:end . 75) (:start . 73)\n (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 76) (:start . 75)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s4.197) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101319@unknown@formal@none@1@S@In fact, we find the most frequent iPfam domain pairs to be recognition domains in signal transduction.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "fact") (:form . "fact") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 8) (:start . 7) (:id . 44))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 11) (:start . 9)\n (:id . 45))\n ((:tag . "VBP") (:stem . "find") (:form . "find") (:end . 16) (:start . 12)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 20) (:start . 17)\n (:id . 47))\n ((:tag . "RBS") (:stem . "most") (:form . "most") (:end . 25) (:start . 21)\n (:id . 48))\n ((:tag . "JJ") (:stem . "frequent") (:form . "frequent") (:end . 34)\n (:start . 26) (:id . 49))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 40) (:start . 35)\n (:id . 50))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 47)\n (:start . 41) (:id . 51))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 53) (:start . 48)\n (:id . 52))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 56) (:start . 54)\n (:id . 53))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 59) (:start . 57)\n (:id . 54))\n ((:tag . "NN") (:stem . "recognition") (:form . "recognition") (:end . 71)\n (:start . 60) (:id . 55))\n ((:tag . "NNS") (:stem . "domain") (:form . "domains") (:end . 79)\n (:start . 72) (:id . 56))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 82) (:start . 80)\n (:id . 57))\n ((:tag . "NN") (:stem . "signal") (:form . "signal") (:end . 89)\n (:start . 83) (:id . 58))\n ((:tag . "NN") (:stem . "transduction") (:form . "transduction") (:end . 102)\n (:start . 90) (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 103) (:start . 102)\n (:id . 60)))@@@1@19@((:identifiers (:sid . :s4.207) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101329@unknown@formal@none@1@S@While all such estimates should be taken with caution, our results show that at best 10% of all structural domain pairs are represented in iPfam.@(((:tag . "IN") (:stem . "while") (:form . "While") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 9) (:start . 6)\n (:id . 43))\n ((:tag . "JJ") (:stem . "such") (:form . "such") (:end . 14) (:start . 10)\n (:id . 44))\n ((:tag . "NNS") (:stem . "estimate") (:form . "estimates") (:end . 24)\n (:start . 15) (:id . 45))\n ((:tag . "MD") (:stem . "should") (:form . "should") (:end . 31)\n (:start . 25) (:id . 46))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 34) (:start . 32)\n (:id . 47))\n ((:tag . "VBN") (:stem . "take") (:form . "taken") (:end . 40) (:start . 35)\n (:id . 48))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 45) (:start . 41)\n (:id . 49))\n ((:tag . "NN") (:stem . "caution") (:form . "caution") (:end . 53)\n (:start . 46) (:id . 50))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 54) (:start . 53)\n (:id . 51))\n ((:tag . "PRP$") (:stem . "our") (:form . "our") (:end . 58) (:start . 55)\n (:id . 52))\n ((:tag . "NNS") (:stem . "result") (:form . "results") (:end . 66)\n (:start . 59) (:id . 53))\n ((:tag . "VBP") (:stem . "show") (:form . "show") (:end . 71) (:start . 67)\n (:id . 54))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 76) (:start . 72)\n (:id . 55))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 79) (:start . 77)\n (:id . 56))\n ((:tag . "JJS") (:stem . "good") (:form . "best") (:end . 84) (:start . 80)\n (:id . 57))\n ((:tag . "CD") (:stem . "10") (:form . "10") (:end . 87) (:start . 85)\n (:id . 58))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 88) (:start . 87)\n (:id . 59))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 91) (:start . 89)\n (:id . 60))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 95) (:start . 92)\n (:id . 61))\n ((:tag . "JJ") (:stem . "structural") (:form . "structural") (:end . 106)\n (:start . 96) (:id . 62))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 113)\n (:start . 107) (:id . 63))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 119)\n (:start . 114) (:id . 64))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 123) (:start . 120)\n (:id . 65))\n ((:tag . "VBN") (:stem . "represent") (:form . "represented") (:end . 135)\n (:start . 124) (:id . 66))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 138) (:start . 136)\n (:id . 67))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 144)\n (:start . 139) (:id . 68))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 145) (:start . 144)\n (:id . 69)))@@@1@28@((:identifiers (:sid . :s4.217) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101339@unknown@formal@none@1@S@They found only 16 orthologous interacting protein pairs that were conserved in S. cerevisiae, C. elegans, D. melanogaster and H. sapiens.@(((:tag . "PRP") (:stem . "they") (:form . "They") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "VBD") (:stem . "find") (:form . "found") (:end . 10) (:start . 5)\n (:id . 43))\n ((:tag . "RB") (:stem . "only") (:form . "only") (:end . 15) (:start . 11)\n (:id . 44))\n ((:tag . "CD") (:stem . "16") (:form . "16") (:end . 18) (:start . 16)\n (:id . 45))\n ((:tag . "JJ") (:stem . "orthologous") (:form . "orthologous") (:end . 30)\n (:start . 19) (:id . 46))\n ((:tag . "VBG") (:stem . "interact") (:form . "interacting") (:end . 42)\n (:start . 31) (:id . 47))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 50)\n (:start . 43) (:id . 48))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 56) (:start . 51)\n (:id . 49))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 61) (:start . 57)\n (:id . 50))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 66) (:start . 62)\n (:id . 51))\n ((:tag . "VBN") (:stem . "conserve") (:form . "conserved") (:end . 76)\n (:start . 67) (:id . 52))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 79) (:start . 77)\n (:id . 53))\n ((:tag . "FW") (:stem . "s.") (:form . "S.") (:end . 82) (:start . 80)\n (:id . 54))\n ((:tag . "FW") (:stem . "cerevisiae") (:form . "cerevisiae") (:end . 93)\n (:start . 83) (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 94) (:start . 93)\n (:id . 56))\n ((:tag . "NNP") (:stem . "C.") (:form . "C.") (:end . 97) (:start . 95)\n (:id . 57))\n ((:tag . "NNP") (:stem . "elegans") (:form . "elegans") (:end . 105)\n (:start . 98) (:id . 58))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 106) (:start . 105)\n (:id . 59))\n ((:tag . "NNP") (:stem . "D.") (:form . "D.") (:end . 109) (:start . 107)\n (:id . 60))\n ((:tag . "NNP") (:stem . "melanogaster") (:form . "melanogaster")\n (:end . 122) (:start . 110) (:id . 61))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 126) (:start . 123)\n (:id . 62))\n ((:tag . "NNP") (:stem . "H.") (:form . "H.") (:end . 129) (:start . 127)\n (:id . 63))\n ((:tag . "NNS") (:stem . "sapien") (:form . "sapiens") (:end . 137)\n (:start . 130) (:id . 64))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 138) (:start . 137)\n (:id . 65)))@@@1@24@((:identifiers (:sid . :s4.227) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101349@unknown@formal@none@1@S@In this study, we addressed the utility of current knowledge about structural domain interactions in order to interpret experimental protein interactions.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "study") (:form . "study") (:end . 13) (:start . 8)\n (:id . 44))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 14) (:start . 13)\n (:id . 45))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 17) (:start . 15)\n (:id . 46))\n ((:tag . "VBD") (:stem . "address") (:form . "addressed") (:end . 27)\n (:start . 18) (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 31) (:start . 28)\n (:id . 48))\n ((:tag . "NN") (:stem . "utility") (:form . "utility") (:end . 39)\n (:start . 32) (:id . 49))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 42) (:start . 40)\n (:id . 50))\n ((:tag . "JJ") (:stem . "current") (:form . "current") (:end . 50)\n (:start . 43) (:id . 51))\n ((:tag . "NN") (:stem . "knowledge") (:form . "knowledge") (:end . 60)\n (:start . 51) (:id . 52))\n ((:tag . "IN") (:stem . "about") (:form . "about") (:end . 66) (:start . 61)\n (:id . 53))\n ((:tag . "JJ") (:stem . "structural") (:form . "structural") (:end . 77)\n (:start . 67) (:id . 54))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 84)\n (:start . 78) (:id . 55))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 97)\n (:start . 85) (:id . 56))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 100) (:start . 98)\n (:id . 57))\n ((:tag . "NN") (:stem . "order") (:form . "order") (:end . 106)\n (:start . 101) (:id . 58))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 109) (:start . 107)\n (:id . 59))\n ((:tag . "VB") (:stem . "interpret") (:form . "interpret") (:end . 119)\n (:start . 110) (:id . 60))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 132)\n (:start . 120) (:id . 61))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 140)\n (:start . 133) (:id . 62))\n ((:tag . "NNS") (:stem . "interaction") (:form . "interactions") (:end . 153)\n (:start . 141) (:id . 63))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 154) (:start . 153)\n (:id . 64)))@@@1@23@((:identifiers (:sid . :s4.237) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101359@unknown@formal@none@1@S@A wide range of databases were used to cover as many distinct experimental data sets as possible.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "wide") (:form . "wide") (:end . 6) (:start . 2)\n (:id . 43))\n ((:tag . "NN") (:stem . "range") (:form . "range") (:end . 12) (:start . 7)\n (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 15) (:start . 13)\n (:id . 45))\n ((:tag . "NNS") (:stem . "database") (:form . "databases") (:end . 25)\n (:start . 16) (:id . 46))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 30) (:start . 26)\n (:id . 47))\n ((:tag . "VBN") (:stem . "use") (:form . "used") (:end . 35) (:start . 31)\n (:id . 48))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 38) (:start . 36)\n (:id . 49))\n ((:tag . "VB") (:stem . "cover") (:form . "cover") (:end . 44) (:start . 39)\n (:id . 50))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 47) (:start . 45)\n (:id . 51))\n ((:tag . "JJ") (:stem . "many") (:form . "many") (:end . 52) (:start . 48)\n (:id . 52))\n ((:tag . "JJ") (:stem . "distinct") (:form . "distinct") (:end . 61)\n (:start . 53) (:id . 53))\n ((:tag . "JJ") (:stem . "experimental") (:form . "experimental") (:end . 74)\n (:start . 62) (:id . 54))\n ((:tag . "NNS") (:stem . "datum") (:form . "data") (:end . 79) (:start . 75)\n (:id . 55))\n ((:tag . "NNS") (:stem . "set") (:form . "sets") (:end . 84) (:start . 80)\n (:id . 56))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 87) (:start . 85)\n (:id . 57))\n ((:tag . "JJ") (:stem . "possible") (:form . "possible") (:end . 96)\n (:start . 88) (:id . 58))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 97) (:start . 96)\n (:id . 59)))@@@1@18@((:identifiers (:sid . :s4.247) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101369@unknown@formal@none@1@S@Species@(((:tag . "NNP") (:stem . "Specie") (:form . "Species") (:end . 7)\n (:start . 0) (:id . 42)))@@@1@1@((:identifiers (:sid . :s4.257) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|SectionTitle|)))@oe@9-2-2011 5101379@unknown@formal@none@1@S@All such interacting domain pairs are stored in a database together with detailed information on the residues involved 13.@(((:tag . "DT") (:stem . "all") (:form . "All") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "such") (:form . "such") (:end . 8) (:start . 4)\n (:id . 43))\n ((:tag . "VBG") (:stem . "interact") (:form . "interacting") (:end . 20)\n (:start . 9) (:id . 44))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 27)\n (:start . 21) (:id . 45))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 33) (:start . 28)\n (:id . 46))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 37) (:start . 34)\n (:id . 47))\n ((:tag . "VBN") (:stem . "store") (:form . "stored") (:end . 44)\n (:start . 38) (:id . 48))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 47) (:start . 45)\n (:id . 49))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 49) (:start . 48)\n (:id . 50))\n ((:tag . "NN") (:stem . "database") (:form . "database") (:end . 58)\n (:start . 50) (:id . 51))\n ((:tag . "RB") (:stem . "together") (:form . "together") (:end . 67)\n (:start . 59) (:id . 52))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 72) (:start . 68)\n (:id . 53))\n ((:tag . "JJ") (:stem . "detailed") (:form . "detailed") (:end . 81)\n (:start . 73) (:id . 54))\n ((:tag . "NN") (:stem . "information") (:form . "information") (:end . 93)\n (:start . 82) (:id . 55))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 96) (:start . 94)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 100) (:start . 97)\n (:id . 57))\n ((:tag . "NNS") (:stem . "residue") (:form . "residues") (:end . 109)\n (:start . 101) (:id . 58))\n ((:tag . "VBD") (:stem . "involve") (:form . "involved") (:end . 118)\n (:start . 110) (:id . 59))\n ((:tag . "CD") (:stem . "13") (:form . "13") (:end . 121) (:start . 119)\n (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 122) (:start . 121)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s4.267) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|Text|)))@oe@9-2-2011 5101389@unknown@formal@none@1@S@Species distribution of iPfam domain pairs@(((:tag . "NNP") (:stem . "Species") (:form . "Species") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "NN") (:stem . "distribution") (:form . "distribution") (:end . 20)\n (:start . 8) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 23) (:start . 21)\n (:id . 44))\n ((:tag . "NN") (:stem . "ipfam") (:form . "iPfam") (:end . 29) (:start . 24)\n (:id . 45))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 36)\n (:start . 30) (:id . 46))\n ((:tag . "NNS") (:stem . "pair") (:form . "pairs") (:end . 42) (:start . 37)\n (:id . 47)))@@@1@6@((:identifiers (:sid . :s4.277) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|FigureLegend|)))@oe@9-2-2011 5101399@unknown@formal@none@1@S@Random networks@(((:tag . "NNP") (:stem . "Random") (:form . "Random") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . "NNS") (:stem . "network") (:form . "networks") (:end . 15)\n (:start . 7) (:id . 43)))@@@1@2@((:identifiers (:sid . :s4.287) (:did . :1471-2105-8-259)\n (:did-type . :bmc_id) (:dtype . :|Biological_full_article|)\n (:dpart . :|SectionTitle|)))@oe@9-2-2011 5101409@unknown@formal@none@1@S@Where appropriate, the inverse probability P(X > x) = 1 - f(x; μ, σ) was applied.@(((:tag . "WRB") (:stem . "where") (:form . "Where") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "appropriate") (:form . 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"activity") (:end . 159)\n (:start . 151) (:id . 68))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 160) (:start . 159)\n (:id . 69)))@@@1@28@((:hcues ((:id . :x5.10.2) (:span 93 108)))\n (:ncues ((:id . :x5.10.1) (:span 137 141)))\n (:hscopes ((:id . :x5.10.2) (:span 93 159)))\n (:nscopes ((:id . :x5.10.1) (:span 137 159)))\n (:identifiers (:sid . :s5.10) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101429@unknown@formal@none@1@S@Conversely, Ser (but not Dl) is specifically required for segmental patterning [5].@(((:tag . "RB") (:stem . "conversely") (:form . "Conversely") (:end . 10)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 11) (:start . 10)\n (:id . 43))\n ((:tag . "NNP") (:stem . "Ser") (:form . "Ser") (:end . 15) (:start . 12)\n (:id . 44))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 17) (:start . 16)\n (:id . 45))\n ((:tag . "CC") (:stem . "but") (:form . 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"rerio") (:end . 179)\n (:start . 174) (:id . 76))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 180) (:start . 179)\n (:id . 77))\n ((:tag . "RB") (:stem . "respectively") (:form . "respectively") (:end . 193)\n (:start . 181) (:id . 78))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 195) (:start . 194)\n (:id . 79))\n ((:tag . "CD") (:stem . "18,19,20,21,22,23,24,25")\n (:form . "18,19,20,21,22,23,24,25") (:end . 218) (:start . 195) (:id . 80))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 219) (:start . 218)\n (:id . 81))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 220) (:start . 219)\n (:id . 82)))@@@1@41@((:identifiers (:sid . :s5.30) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101449@unknown@formal@none@1@S@How endocytosis of Dl leads to the activation of N remains to be elucidated.@(((:tag . "WRB") (:stem . "how") (:form . "How") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "endocytosis") (:form . "endocytosis") (:end . 15)\n (:start . 4) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 18) (:start . 16)\n (:id . 44))\n ((:tag . "NNP") (:stem . "Dl") (:form . "Dl") (:end . 21) (:start . 19)\n (:id . 45))\n ((:tag . "VBZ") (:stem . "lead") (:form . "leads") (:end . 27) (:start . 22)\n (:id . 46))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 30) (:start . 28)\n (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 34) (:start . 31)\n (:id . 48))\n ((:tag . "NN") (:stem . "activation") (:form . "activation") (:end . 45)\n (:start . 35) (:id . 49))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 48) (:start . 46)\n (:id . 50))\n ((:tag . "NNP") (:stem . "N") (:form . "N") (:end . 50) (:start . 49)\n (:id . 51))\n ((:tag . "VBZ") (:stem . "remain") (:form . "remains") (:end . 58)\n (:start . 51) (:id . 52))\n ((:tag . "TO") (:stem . "to") (:form . 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",") (:end . 124) (:start . 123)\n (:id . 65))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 128) (:start . 125)\n (:id . 66))\n ((:tag . "JJ") (:stem . "lateral") (:form . "lateral") (:end . 136)\n (:start . 129) (:id . 67))\n ((:tag . "NN") (:stem . "inhibition") (:form . "inhibition") (:end . 147)\n (:start . 137) (:id . 68))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 150) (:start . 148)\n (:id . 69))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 154) (:start . 151)\n (:id . 70))\n ((:tag . "JJ") (:stem . "adult") (:form . "adult") (:end . 160)\n (:start . 155) (:id . 71))\n ((:tag . "NN") (:stem . "notum") (:form . "notum") (:end . 166)\n (:start . 161) (:id . 72))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 167) (:start . 166)\n (:id . 73)))@@@1@32@((:hcues ((:id . :x5.50.1) (:span 46 53)))\n (:hscopes ((:id . :x5.50.1) (:span 20 166)))\n (:identifiers (:sid . :s5.50) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101469@unknown@formal@none@1@S@Insertion of this P-element confers late pupal lethality.@(((:tag . "NNP") (:stem . "Insertion") (:form . "Insertion") (:end . 9)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 12) (:start . 10)\n (:id . 43))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 17) (:start . 13)\n (:id . 44))\n ((:tag . "NNP") (:stem . "P-element") (:form . "P-element") (:end . 27)\n (:start . 18) (:id . 45))\n ((:tag . "VBZ") (:stem . "confer") (:form . "confers") (:end . 35)\n (:start . 28) (:id . 46))\n ((:tag . "RB") (:stem . "late") (:form . "late") (:end . 40) (:start . 36)\n (:id . 47))\n ((:tag . "JJ") (:stem . "pupal") (:form . 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(:end . 126) (:start . 125)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s5.70) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101489@unknown@formal@none@1@S@Open reading frames are shown in black.@(((:tag . "JJ") (:stem . "open") (:form . "Open") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "reading") (:form . "reading") (:end . 12)\n (:start . 5) (:id . 43))\n ((:tag . "NNS") (:stem . "frame") (:form . "frames") (:end . 19)\n (:start . 13) (:id . 44))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 23) (:start . 20)\n (:id . 45))\n ((:tag . "VBN") (:stem . "show") (:form . "shown") (:end . 29) (:start . 24)\n (:id . 46))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 32) (:start . 30)\n (:id . 47))\n ((:tag . "NN") (:stem . "black") (:form . "black") (:end . 38) (:start . 33)\n (:id . 48))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 39) (:start . 38)\n (:id . 49)))@@@1@8@((:identifiers (:sid . :s5.80) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101499@unknown@formal@none@1@S@D-mib (E) and Ser (F) mutant flies showed similar wing loss phenotypes.@(((:tag . "NNP") (:stem . "D-mib") (:form . "D-mib") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 7) (:start . 6) (:id . 43))\n ((:tag . "NNP") (:stem . "E") (:form . "E") (:end . 8) (:start . 7)\n (:id . 44))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 9) (:start . 8) (:id . 45))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 13) (:start . 10)\n (:id . 46))\n ((:tag . "NNP") (:stem . "Ser") (:form . "Ser") (:end . 17) (:start . 14)\n (:id . 47))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 19) (:start . 18)\n (:id . 48))\n ((:tag . "NN") (:stem . "f") (:form . "F") (:end . 20) (:start . 19)\n (:id . 49))\n ((:tag . 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(:end . 71) (:start . 70)\n (:id . 58)))@@@1@17@((:identifiers (:sid . :s5.90) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101509@unknown@formal@none@1@S@D-mib Regulates Dl Signaling@(((:tag . "NNP") (:stem . "D-mib") (:form . "D-mib") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "VBZ") (:stem . "regulate") (:form . "Regulates") (:end . 15)\n (:start . 6) (:id . 43))\n ((:tag . "NNP") (:stem . "Dl") (:form . "Dl") (:end . 18) (:start . 16)\n (:id . 44))\n ((:tag . "NNP") (:stem . "Signaling") (:form . "Signaling") (:end . 28)\n (:start . 19) (:id . 45)))@@@1@4@((:identifiers (:sid . :s5.100) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|SubSectionTitle|)))@oe@9-2-2011 5101519@unknown@formal@none@1@S@Finally, the vein phenotype seen in D-mib hypomorphic flies is similar to the one seen in Dlts mutant flies [39].@(((:tag . "RB") (:stem . "finally") (:form . 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"]") (:form . "]") (:end . 112) (:start . 111)\n (:id . 64))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 113) (:start . 112)\n (:id . 65)))@@@1@24@((:identifiers (:sid . :s5.110) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101529@unknown@formal@none@1@S@We then studied in more detail the function of D-mib during wing development.@(((:tag . "PRP") (:stem . "we") (:form . "We") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "RB") (:stem . "then") (:form . "then") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "VBD") (:stem . "study") (:form . "studied") (:end . 15)\n (:start . 8) (:id . 44))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 18) (:start . 16)\n (:id . 45))\n ((:tag . "JJR") (:stem . "more") (:form . "more") (:end . 23) (:start . 19)\n (:id . 46))\n ((:tag . "NN") (:stem . "detail") (:form . "detail") (:end . 30)\n (:start . 24) (:id . 47))\n ((:tag . "DT") (:stem . "the") (:form . 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(:end . 99) (:start . 98)\n (:id . 59)))@@@1@18@((:hcues ((:id . :x5.130.1) (:span 31 34)))\n (:hscopes ((:id . :x5.130.1) (:span 31 98)))\n (:identifiers (:sid . :s5.130) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101549@unknown@formal@none@1@S@D-mib co-localized with Ser, Dl, and N at the apical cortex (Figure 3B–3D???).@(((:tag . "JJ") (:stem . "d-mib") (:form . "D-mib") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "co-localized") (:form . "co-localized") (:end . 18)\n (:start . 6) (:id . 43))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 23) (:start . 19)\n (:id . 44))\n ((:tag . "NNP") (:stem . "Ser") (:form . "Ser") (:end . 27) (:start . 24)\n (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 28) (:start . 27)\n (:id . 46))\n ((:tag . "NNP") (:stem . "Dl") (:form . "Dl") (:end . 31) (:start . 29)\n (:id . 47))\n ((:tag . ",") (:stem . ",") (:form . 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(:end . 75) (:start . 74)\n (:id . 59))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 76) (:start . 75)\n (:id . 60))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 77) (:start . 76)\n (:id . 61))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 78) (:start . 77)\n (:id . 62)))@@@1@21@((:identifiers (:sid . :s5.140) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101559@unknown@formal@none@1@S@(E–E??) D-mib (green in [E and E?]) co-localized with Dl (red in [E and E??]) at the apical cortex of wing pouch cells.@(((:tag . "(") (:stem . "(") (:form . "(") (:end . 1) (:start . 0) (:id . 42))\n ((:tag . "NNP") (:stem . "E–E") (:form . "E–E") (:end . 4) (:start . 1)\n (:id . 43))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 5) (:start . 4) (:id . 44))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 6) (:start . 5) (:id . 45))\n ((:tag . ")") (:stem . ")") (:form . 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(:end . 57) (:start . 56)\n (:id . 58))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 58) (:start . 57)\n (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 59) (:start . 58)\n (:id . 60)))@@@1@19@((:identifiers (:sid . :s5.180) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101599@unknown@formal@none@1@S@The uptake of anti-Ser and anti-Dl antibodies was then assessed using secondary antibodies.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "uptake") (:form . "uptake") (:end . 10) (:start . 4)\n (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 13) (:start . 11)\n (:id . 44))\n ((:tag . "JJ") (:stem . "anti-ser") (:form . "anti-Ser") (:end . 22)\n (:start . 14) (:id . 45))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 26) (:start . 23)\n (:id . 46))\n ((:tag . "JJ") (:stem . "anti-dl") (:form . 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(:end . 91) (:start . 90)\n (:id . 55)))@@@1@14@((:identifiers (:sid . :s5.190) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101609@unknown@formal@none@1@S@(C–C??) and (F–F??) show confocal z-sections.@(((:tag . "(") (:stem . "(") (:form . "(") (:end . 1) (:start . 0) (:id . 42))\n ((:tag . "NNP") (:stem . "C–C") (:form . "C–C") (:end . 4) (:start . 1)\n (:id . 43))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 5) (:start . 4) (:id . 44))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 6) (:start . 5) (:id . 45))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 7) (:start . 6) (:id . 46))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 11) (:start . 8)\n (:id . 47))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 13) (:start . 12)\n (:id . 48))\n ((:tag . "NNP") (:stem . "F–F") (:form . "F–F") (:end . 16) (:start . 13)\n (:id . 49))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 17) (:start . 16)\n (:id . 50))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 18) (:start . 17)\n (:id . 51))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 19) (:start . 18)\n (:id . 52))\n ((:tag . "VBP") (:stem . "show") (:form . "show") (:end . 24) (:start . 20)\n (:id . 53))\n ((:tag . "JJ") (:stem . "confocal") (:form . "confocal") (:end . 33)\n (:start . 25) (:id . 54))\n ((:tag . "NNS") (:stem . "z-section") (:form . "z-sections") (:end . 44)\n (:start . 34) (:id . 55))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 45) (:start . 44)\n (:id . 56)))@@@1@15@((:identifiers (:sid . :s5.200) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101619@unknown@formal@none@1@S@Loss of D-mib activity in large dorsal clones of D-mib2 mutant cells resulted in a loss of Cut expression at the D-V interface (Figure 6A and 6B).@(((:tag . "NN") (:stem . "loss") (:form . 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(:end . 146) (:start . 145)\n (:id . 71)))@@@1@30@((:identifiers (:sid . :s5.210) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101629@unknown@formal@none@1@S@A similar rescue was observed with a YFP::D-mib protein (Figure 7B–7B?)”, indicating that YFP::D-mib is functional.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "similar") (:form . "similar") (:end . 9)\n (:start . 2) (:id . 43))\n ((:tag . "NN") (:stem . "rescue") (:form . "rescue") (:end . 16)\n (:start . 10) (:id . 44))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 20) (:start . 17)\n (:id . 45))\n ((:tag . "VBN") (:stem . "observe") (:form . "observed") (:end . 29)\n (:start . 21) (:id . 46))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 34) (:start . 30)\n (:id . 47))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 36) (:start . 35)\n (:id . 48))\n ((:tag . 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"functional") (:end . 116)\n (:start . 106) (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 117) (:start . 116)\n (:id . 60)))@@@1@19@((:hcues ((:id . :x5.220.1) (:span 76 91)))\n (:hscopes ((:id . :x5.220.1) (:span 76 116)))\n (:identifiers (:sid . :s5.220) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101639@unknown@formal@none@1@S@D-mib Acts Downstream of Ser and Upstream of Activated N@(((:tag . "NNP") (:stem . "D-mib") (:form . "D-mib") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "NNPS") (:stem . "Acts") (:form . "Acts") (:end . 10) (:start . 6)\n (:id . 43))\n ((:tag . "NNP") (:stem . "Downstream") (:form . "Downstream") (:end . 21)\n (:start . 11) (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 24) (:start . 22)\n (:id . 45))\n ((:tag . "NNP") (:stem . "Ser") (:form . "Ser") (:end . 28) (:start . 25)\n (:id . 46))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 32) (:start . 29)\n (:id . 47))\n ((:tag . "NNP") (:stem . "Upstream") (:form . "Upstream") (:end . 41)\n (:start . 33) (:id . 48))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 44) (:start . 42)\n (:id . 49))\n ((:tag . "NNP") (:stem . "Activated") (:form . "Activated") (:end . 54)\n (:start . 45) (:id . 50))\n ((:tag . "NNP") (:stem . "N") (:form . "N") (:end . 56) (:start . 55)\n (:id . 51)))@@@1@10@((:identifiers (:sid . :s5.230) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|SubSectionTitle|)))@oe@9-2-2011 5101649@unknown@formal@none@1@S@Expression of Neur in dorsal cells was sufficient to compensate for the loss of D-mib activity (D).@(((:tag . "NN") (:stem . "expression") (:form . "Expression") (:end . 10)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 13) (:start . 11)\n (:id . 43))\n ((:tag . "NNP") (:stem . "Neur") (:form . "Neur") (:end . 18) (:start . 14)\n (:id . 44))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 21) (:start . 19)\n (:id . 45))\n ((:tag . "JJ") (:stem . "dorsal") (:form . "dorsal") (:end . 28)\n (:start . 22) (:id . 46))\n ((:tag . "NNS") (:stem . "cell") (:form . "cells") (:end . 34) (:start . 29)\n (:id . 47))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 38) (:start . 35)\n (:id . 48))\n ((:tag . "JJ") (:stem . "sufficient") (:form . "sufficient") (:end . 49)\n (:start . 39) (:id . 49))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 52) (:start . 50)\n (:id . 50))\n ((:tag . "VB") (:stem . "compensate") (:form . "compensate") (:end . 63)\n (:start . 53) (:id . 51))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 67) (:start . 64)\n (:id . 52))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 71) (:start . 68)\n (:id . 53))\n ((:tag . "NN") (:stem . "loss") (:form . "loss") (:end . 76) (:start . 72)\n (:id . 54))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 79) (:start . 77)\n (:id . 55))\n ((:tag . "NNP") (:stem . "D-mib") (:form . "D-mib") (:end . 85) (:start . 80)\n (:id . 56))\n ((:tag . "NN") (:stem . "activity") (:form . "activity") (:end . 94)\n (:start . 86) (:id . 57))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 96) (:start . 95)\n (:id . 58))\n ((:tag . "NNP") (:stem . "D") (:form . "D") (:end . 97) (:start . 96)\n (:id . 59))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 98) (:start . 97)\n (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 99) (:start . 98)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s5.240) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101659@unknown@formal@none@1@S@We conclude that ectopic expression of Neur compensates for the loss of D-mib activity.@(((:tag . "PRP") (:stem . "we") (:form . "We") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VBP") (:stem . "conclude") (:form . 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"NNP") (:stem . "D-mib") (:form . "D-mib") (:end . 77) (:start . 72)\n (:id . 54))\n ((:tag . "NN") (:stem . "activity") (:form . "activity") (:end . 86)\n (:start . 78) (:id . 55))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 87) (:start . 86)\n (:id . 56)))@@@1@15@((:identifiers (:sid . :s5.250) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101669@unknown@formal@none@1@S@Second, expression of D-mib in the dorsal Ser-signaling cells was sufficient to rescue the D-mib mutant wing phenotype.@(((:tag . "RB") (:stem . "second") (:form . "Second") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 7) (:start . 6) (:id . 43))\n ((:tag . "NN") (:stem . "expression") (:form . "expression") (:end . 18)\n (:start . 8) (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 21) (:start . 19)\n (:id . 45))\n ((:tag . "NNP") (:stem . "D-mib") (:form . 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(:stem . ".") (:form . ".") (:end . 195) (:start . 194)\n (:id . 75)))@@@1@34@((:ncues ((:id . :x5.270.1) (:span 87 90)))\n (:nscopes ((:id . :x5.270.1) (:span 15 186)))\n (:identifiers (:sid . :s5.270) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101689@unknown@formal@none@1@S@The functional differences observed between D-mib and neur cannot be simply explained by obvious differences in molecular activity and/or substrate specificity.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "functional") (:form . "functional") (:end . 14)\n (:start . 4) (:id . 43))\n ((:tag . "NNS") (:stem . "difference") (:form . "differences") (:end . 26)\n (:start . 15) (:id . 44))\n ((:tag . "VBN") (:stem . "observe") (:form . "observed") (:end . 35)\n (:start . 27) (:id . 45))\n ((:tag . "IN") (:stem . "between") (:form . 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"differences") (:end . 108)\n (:start . 97) (:id . 56))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 111) (:start . 109)\n (:id . 57))\n ((:tag . "JJ") (:stem . "molecular") (:form . "molecular") (:end . 121)\n (:start . 112) (:id . 58))\n ((:tag . "NN") (:stem . "activity") (:form . "activity") (:end . 130)\n (:start . 122) (:id . 59))\n ((:tag . "CC") (:stem . "and/or") (:form . "and/or") (:end . 137)\n (:start . 131) (:id . 60))\n ((:tag . "NN") (:stem . "substrate") (:form . "substrate") (:end . 147)\n (:start . 138) (:id . 61))\n ((:tag . "NN") (:stem . "specificity") (:form . "specificity") (:end . 159)\n (:start . 148) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 160) (:start . 159)\n (:id . 63)))@@@1@22@((:ncues ((:id . :x5.280.1) (:span 59 65)))\n (:nscopes ((:id . :x5.280.1) (:span 0 159)))\n (:identifiers (:sid . :s5.280) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101699@unknown@formal@none@1@S@Whether endogenous Neur binds and activates Ser remains to be tested.@(((:tag . "IN") (:stem . "whether") (:form . "Whether") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "JJ") (:stem . "endogenous") (:form . "endogenous") (:end . 18)\n (:start . 8) (:id . 43))\n ((:tag . "NNP") (:stem . "Neur") (:form . "Neur") (:end . 23) (:start . 19)\n (:id . 44))\n ((:tag . "VBZ") (:stem . "bind") (:form . "binds") (:end . 29) (:start . 24)\n (:id . 45))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 33) (:start . 30)\n (:id . 46))\n ((:tag . "VBZ") (:stem . "activate") (:form . "activates") (:end . 43)\n (:start . 34) (:id . 47))\n ((:tag . "NNP") (:stem . "Ser") (:form . "Ser") (:end . 47) (:start . 44)\n (:id . 48))\n ((:tag . "VBZ") (:stem . "remain") (:form . "remains") (:end . 55)\n (:start . 48) (:id . 49))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 58) (:start . 56)\n (:id . 50))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 61) (:start . 59)\n (:id . 51))\n ((:tag . "VBN") (:stem . "test") (:form . "tested") (:end . 68) (:start . 62)\n (:id . 52))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 69) (:start . 68)\n (:id . 53)))@@@1@12@((:hcues ((:id . :x5.290.1) (:span 0 7)))\n (:hscopes ((:id . :x5.290.1) (:span 0 47)))\n (:identifiers (:sid . :s5.290) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101709@unknown@formal@none@1@S@In conclusion, Neur and D-mib appear to have similar molecular activities in the regulation of Dl and Ser endocytosis but distinct developmental functions in Drosophila.@(((:tag . "IN") (:stem . "in") (:form . 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"distinct") (:end . 130)\n (:start . 122) (:id . 63))\n ((:tag . "JJ") (:stem . "developmental") (:form . "developmental")\n (:end . 144) (:start . 131) (:id . 64))\n ((:tag . "NNS") (:stem . "function") (:form . "functions") (:end . 154)\n (:start . 145) (:id . 65))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 157) (:start . 155)\n (:id . 66))\n ((:tag . "NNP") (:stem . "Drosophila") (:form . "Drosophila") (:end . 168)\n (:start . 158) (:id . 67))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 169) (:start . 168)\n (:id . 68)))@@@1@27@((:hcues ((:id . :x5.300.1) (:span 30 36)))\n (:hscopes ((:id . :x5.300.1) (:span 15 168)))\n (:identifiers (:sid . :s5.300) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101719@unknown@formal@none@1@S@Sequence analysis of the D-mib3 and D-mib4 alleles was carried on PCR products prepared from genomic DNA prepared from D-mib3/D-mib2 and D-mib4/D-mib2 mutant pupae.@(((:tag . "NN") (:stem . "sequence") (:form . "Sequence") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "NN") (:stem . "analysis") (:form . "analysis") (:end . 17)\n (:start . 9) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 20) (:start . 18)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 24) (:start . 21)\n (:id . 45))\n ((:tag . "NN") (:stem . "d-mib3") (:form . "D-mib3") (:end . 31)\n (:start . 25) (:id . 46))\n ((:tag . "CC") (:stem . "and") (:form . 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"NN") (:stem . "dna") (:form . "DNA") (:end . 104) (:start . 101)\n (:id . 58))\n ((:tag . "VBN") (:stem . "prepare") (:form . "prepared") (:end . 113)\n (:start . 105) (:id . 59))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 118) (:start . 114)\n (:id . 60))\n ((:tag . "NN") (:stem . "d-mib3/d-mib2") (:form . "D-mib3/D-mib2")\n (:end . 132) (:start . 119) (:id . 61))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 136) (:start . 133)\n (:id . 62))\n ((:tag . "NN") (:stem . "d-mib4/d-mib2") (:form . "D-mib4/D-mib2")\n (:end . 150) (:start . 137) (:id . 63))\n ((:tag . "JJ") (:stem . "mutant") (:form . "mutant") (:end . 157)\n (:start . 151) (:id . 64))\n ((:tag . "NNS") (:stem . "pupa") (:form . "pupae") (:end . 163)\n (:start . 158) (:id . 65))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 164) (:start . 163)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s5.310) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101729@unknown@formal@none@1@S@Rabbit polyclonal anti-D-mib antibodies were raised against the CYNERKTDDSELPGN peptide (CovalAb, Lyon, France).@(((:tag . "NN") (:stem . "rabbit") (:form . "Rabbit") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "polyclonal") (:form . "polyclonal") (:end . 17)\n (:start . 7) (:id . 43))\n ((:tag . "JJ") (:stem . "anti-d-mib") (:form . "anti-D-mib") (:end . 28)\n (:start . 18) (:id . 44))\n ((:tag . "NNS") (:stem . "antibody") (:form . "antibodies") (:end . 39)\n (:start . 29) (:id . 45))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 44) (:start . 40)\n (:id . 46))\n ((:tag . "VBN") (:stem . "raise") (:form . "raised") (:end . 51)\n (:start . 45) (:id . 47))\n ((:tag . "IN") (:stem . "against") (:form . "against") (:end . 59)\n (:start . 52) (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 63) (:start . 60)\n (:id . 49))\n ((:tag . "NN") (:stem . "cynerktddselpgn") (:form . "CYNERKTDDSELPGN")\n (:end . 79) (:start . 64) (:id . 50))\n ((:tag . "NN") (:stem . "peptide") (:form . "peptide") (:end . 87)\n (:start . 80) (:id . 51))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 89) (:start . 88)\n (:id . 52))\n ((:tag . "NNP") (:stem . "CovalAb") (:form . "CovalAb") (:end . 96)\n (:start . 89) (:id . 53))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 97) (:start . 96)\n (:id . 54))\n ((:tag . "NNP") (:stem . "Lyon") (:form . "Lyon") (:end . 102) (:start . 98)\n (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 103) (:start . 102)\n (:id . 56))\n ((:tag . "NNP") (:stem . "France") (:form . "France") (:end . 110)\n (:start . 104) (:id . 57))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 111) (:start . 110)\n (:id . 58))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 112) (:start . 111)\n (:id . 59)))@@@1@18@((:identifiers (:sid . :s5.320) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101739@unknown@formal@none@1@S@Following three medium changes and a 45-min chase period, wing discs were fixed and incubated with secondary antibodies.@(((:tag . "VBG") (:stem . "follow") (:form . "Following") (:end . 9)\n (:start . 0) (:id . 42))\n ((:tag . "CD") (:stem . "three") (:form . "three") (:end . 15) (:start . 10)\n (:id . 43))\n ((:tag . "NN") (:stem . "medium") (:form . "medium") (:end . 22)\n (:start . 16) (:id . 44))\n ((:tag . "NNS") (:stem . "change") (:form . "changes") (:end . 30)\n (:start . 23) (:id . 45))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 34) (:start . 31)\n (:id . 46))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 36) (:start . 35)\n (:id . 47))\n ((:tag . "JJ") (:stem . "45-min") (:form . "45-min") (:end . 43)\n (:start . 37) (:id . 48))\n ((:tag . "NN") (:stem . "chase") (:form . "chase") (:end . 49) (:start . 44)\n (:id . 49))\n ((:tag . "NN") (:stem . "period") (:form . "period") (:end . 56)\n (:start . 50) (:id . 50))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 57) (:start . 56)\n (:id . 51))\n ((:tag . "VBG") (:stem . "wing") (:form . "wing") (:end . 62) (:start . 58)\n (:id . 52))\n ((:tag . "NNS") (:stem . "disc") (:form . "discs") (:end . 68) (:start . 63)\n (:id . 53))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 73) (:start . 69)\n (:id . 54))\n ((:tag . "VBN") (:stem . "fix") (:form . "fixed") (:end . 79) (:start . 74)\n (:id . 55))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 83) (:start . 80)\n (:id . 56))\n ((:tag . "VBN") (:stem . "incubate") (:form . "incubated") (:end . 93)\n (:start . 84) (:id . 57))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 98) (:start . 94)\n (:id . 58))\n ((:tag . "JJ") (:stem . "secondary") (:form . "secondary") (:end . 108)\n (:start . 99) (:id . 59))\n ((:tag . "NNS") (:stem . "antibody") (:form . "antibodies") (:end . 119)\n (:start . 109) (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 120) (:start . 119)\n (:id . 61)))@@@1@20@((:identifiers (:sid . :s5.330) (:did . :pmc1064853) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101749@unknown@formal@none@1@S@We also studied several divergent proteins encoded by the sea urchin and lancelet genomes that are 25%-30% identical to the RAG1 N-terminal domain and the RAG1 core.@(((:tag . "PRP") (:stem . "we") (:form . "We") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "RB") (:stem . "also") (:form . "also") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "VBD") (:stem . "study") (:form . "studied") (:end . 15)\n (:start . 8) (:id . 44))\n ((:tag . "JJ") (:stem . "several") (:form . "several") (:end . 23)\n (:start . 16) (:id . 45))\n ((:tag . "JJ") (:stem . "divergent") (:form . "divergent") (:end . 33)\n (:start . 24) (:id . 46))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 42)\n (:start . 34) (:id . 47))\n ((:tag . "VBN") (:stem . "encode") (:form . "encoded") (:end . 50)\n (:start . 43) (:id . 48))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 53) (:start . 51)\n (:id . 49))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 57) (:start . 54)\n (:id . 50))\n ((:tag . "NN") (:stem . "sea") (:form . "sea") (:end . 61) (:start . 58)\n (:id . 51))\n ((:tag . "NN") (:stem . "urchin") (:form . "urchin") (:end . 68)\n (:start . 62) (:id . 52))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 72) (:start . 69)\n (:id . 53))\n ((:tag . "NN") (:stem . "lancelet") (:form . "lancelet") (:end . 81)\n (:start . 73) (:id . 54))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 89)\n (:start . 82) (:id . 55))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 94) (:start . 90)\n (:id . 56))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 98) (:start . 95)\n (:id . 57))\n ((:tag . "CD") (:stem . "25%-30") (:form . "25%-30") (:end . 105)\n (:start . 99) (:id . 58))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 106) (:start . 105)\n (:id . 59))\n ((:tag . "JJ") (:stem . "identical") (:form . "identical") (:end . 116)\n (:start . 107) (:id . 60))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 119) (:start . 117)\n (:id . 61))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 123) (:start . 120)\n (:id . 62))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 128) (:start . 124)\n (:id . 63))\n ((:tag . "JJ") (:stem . "n-terminal") (:form . "N-terminal") (:end . 139)\n (:start . 129) (:id . 64))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 146)\n (:start . 140) (:id . 65))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 150) (:start . 147)\n (:id . 66))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 154) (:start . 151)\n (:id . 67))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 159) (:start . 155)\n (:id . 68))\n ((:tag . "NN") (:stem . "core") (:form . "core") (:end . 164) (:start . 160)\n (:id . 69))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 165) (:start . 164)\n (:id . 70)))@@@1@29@((:identifiers (:sid . :s6.10) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101759@unknown@formal@none@1@S@In addition to this combinatorial diversity, further diversity is generated by small insertions and deletions at junctions between the joined segments.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "addition") (:form . "addition") (:end . 11)\n (:start . 3) (:id . 43))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 14) (:start . 12)\n (:id . 44))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 19) (:start . 15)\n (:id . 45))\n ((:tag . "JJ") (:stem . "combinatorial") (:form . "combinatorial")\n (:end . 33) (:start . 20) (:id . 46))\n ((:tag . "NN") (:stem . "diversity") (:form . "diversity") (:end . 43)\n (:start . 34) (:id . 47))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 44) (:start . 43)\n (:id . 48))\n ((:tag . "JJ") (:stem . "further") (:form . "further") (:end . 52)\n (:start . 45) (:id . 49))\n ((:tag . "NN") (:stem . "diversity") (:form . "diversity") (:end . 62)\n (:start . 53) (:id . 50))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 65) (:start . 63)\n (:id . 51))\n ((:tag . "VBN") (:stem . "generate") (:form . "generated") (:end . 75)\n (:start . 66) (:id . 52))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 78) (:start . 76)\n (:id . 53))\n ((:tag . "JJ") (:stem . "small") (:form . "small") (:end . 84) (:start . 79)\n (:id . 54))\n ((:tag . "NNS") (:stem . "insertion") (:form . "insertions") (:end . 95)\n (:start . 85) (:id . 55))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 99) (:start . 96)\n (:id . 56))\n ((:tag . "NNS") (:stem . "deletion") (:form . "deletions") (:end . 109)\n (:start . 100) (:id . 57))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 112) (:start . 110)\n (:id . 58))\n ((:tag . "NNS") (:stem . "junction") (:form . "junctions") (:end . 122)\n (:start . 113) (:id . 59))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 130)\n (:start . 123) (:id . 60))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 134) (:start . 131)\n (:id . 61))\n ((:tag . "JJ") (:stem . "joined") (:form . "joined") (:end . 141)\n (:start . 135) (:id . 62))\n ((:tag . "NNS") (:stem . "segment") (:form . "segments") (:end . 150)\n (:start . 142) (:id . 63))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 151) (:start . 150)\n (:id . 64)))@@@1@23@((:identifiers (:sid . :s6.20) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101769@unknown@formal@none@1@S@In vertebrates, in vivo RAG-mediated transpositions are strongly suppressed, probably to minimize potential harm to genome function.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "NNS") (:stem . "vertebrate") (:form . "vertebrates") (:end . 14)\n (:start . 3) (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 15) (:start . 14)\n (:id . 44))\n ((:tag . "FW") (:stem . "in") (:form . "in") (:end . 18) (:start . 16)\n (:id . 45))\n ((:tag . "FW") (:stem . "vivo") (:form . "vivo") (:end . 23) (:start . 19)\n (:id . 46))\n ((:tag . "JJ") (:stem . "rag-mediated") (:form . "RAG-mediated") (:end . 36)\n (:start . 24) (:id . 47))\n ((:tag . "NNS") (:stem . "transposition") (:form . "transpositions")\n (:end . 51) (:start . 37) (:id . 48))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 55) (:start . 52)\n (:id . 49))\n ((:tag . "RB") (:stem . "strongly") (:form . "strongly") (:end . 64)\n (:start . 56) (:id . 50))\n ((:tag . "VBN") (:stem . "suppress") (:form . "suppressed") (:end . 75)\n (:start . 65) (:id . 51))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 76) (:start . 75)\n (:id . 52))\n ((:tag . "RB") (:stem . "probably") (:form . "probably") (:end . 85)\n (:start . 77) (:id . 53))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 88) (:start . 86)\n (:id . 54))\n ((:tag . "VB") (:stem . "minimize") (:form . "minimize") (:end . 97)\n (:start . 89) (:id . 55))\n ((:tag . "JJ") (:stem . "potential") (:form . "potential") (:end . 107)\n (:start . 98) (:id . 56))\n ((:tag . "NN") (:stem . "harm") (:form . "harm") (:end . 112) (:start . 108)\n (:id . 57))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 115) (:start . 113)\n (:id . 58))\n ((:tag . "NN") (:stem . "genome") (:form . "genome") (:end . 122)\n (:start . 116) (:id . 59))\n ((:tag . "NN") (:stem . "function") (:form . "function") (:end . 131)\n (:start . 123) (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 132) (:start . 131)\n (:id . 61)))@@@1@20@((:hcues ((:id . :x6.30.1) (:span 77 85)))\n (:hscopes ((:id . :x6.30.1) (:span 77 131)))\n (:identifiers (:sid . :s6.30) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101779@unknown@formal@none@1@S@Genomes of plants and vertebrates seem to be free of any recognizable Transib transposons (Figure 1).@(((:tag . "NNS") (:stem . "genome") (:form . "Genomes") (:end . 7)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 10) (:start . 8)\n (:id . 43))\n ((:tag . "NNS") (:stem . "plant") (:form . "plants") (:end . 17)\n (:start . 11) (:id . 44))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 21) (:start . 18)\n (:id . 45))\n ((:tag . "NNS") (:stem . "vertebrate") (:form . "vertebrates") (:end . 33)\n (:start . 22) (:id . 46))\n ((:tag . "VBP") (:stem . "seem") (:form . "seem") (:end . 38) (:start . 34)\n (:id . 47))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 41) (:start . 39)\n (:id . 48))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 44) (:start . 42)\n (:id . 49))\n ((:tag . "JJ") (:stem . "free") (:form . "free") (:end . 49) (:start . 45)\n (:id . 50))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 52) (:start . 50)\n (:id . 51))\n ((:tag . "DT") (:stem . "any") (:form . "any") (:end . 56) (:start . 53)\n (:id . 52))\n ((:tag . "JJ") (:stem . "recognizable") (:form . "recognizable") (:end . 69)\n (:start . 57) (:id . 53))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 77)\n (:start . 70) (:id . 54))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 89)\n (:start . 78) (:id . 55))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 91) (:start . 90)\n (:id . 56))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 97)\n (:start . 91) (:id . 57))\n ((:tag . "CD") (:stem . "1") (:form . "1") (:end . 99) (:start . 98)\n (:id . 58))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 100) (:start . 99)\n (:id . 59))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 101) (:start . 100)\n (:id . 60)))@@@1@19@((:hcues ((:id . :x6.40.1) (:span 34 38)))\n (:hscopes ((:id . :x6.40.1) (:span 0 89)))\n (:identifiers (:sid . :s6.40) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101789@unknown@formal@none@1@S@In fungi, the Transib TPase was detected in soybean rust only.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "NNS") (:stem . "fungus") (:form . "fungi") (:end . 8) (:start . 3)\n (:id . 43))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 9) (:start . 8) (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 13) (:start . 10)\n (:id . 45))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 21)\n (:start . 14) (:id . 46))\n ((:tag . "NNP") (:stem . "TPase") (:form . "TPase") (:end . 27) (:start . 22)\n (:id . 47))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 31) (:start . 28)\n (:id . 48))\n ((:tag . "VBN") (:stem . "detect") (:form . "detected") (:end . 40)\n (:start . 32) (:id . 49))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 43) (:start . 41)\n (:id . 50))\n ((:tag . "NN") (:stem . "soybean") (:form . "soybean") (:end . 51)\n (:start . 44) (:id . 51))\n ((:tag . "NN") (:stem . "rust") (:form . "rust") (:end . 56) (:start . 52)\n (:id . 52))\n ((:tag . "RB") (:stem . "only") (:form . "only") (:end . 61) (:start . 57)\n (:id . 53))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 62) (:start . 61)\n (:id . 54)))@@@1@13@((:identifiers (:sid . :s6.50) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101799@unknown@formal@none@1@S@To achieve that, we combined protein sequences of the seven known Transib TPases with the set of all GenBank proteins.@(((:tag . "TO") (:stem . "to") (:form . "To") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VB") (:stem . "achieve") (:form . "achieve") (:end . 10)\n (:start . 3) (:id . 43))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 15) (:start . 11)\n (:id . 44))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 16) (:start . 15)\n (:id . 45))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 19) (:start . 17)\n (:id . 46))\n ((:tag . "VBD") (:stem . "combine") (:form . "combined") (:end . 28)\n (:start . 20) (:id . 47))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 36)\n (:start . 29) (:id . 48))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 46)\n (:start . 37) (:id . 49))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 49) (:start . 47)\n (:id . 50))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 53) (:start . 50)\n (:id . 51))\n ((:tag . "CD") (:stem . "seven") (:form . "seven") (:end . 59) (:start . 54)\n (:id . 52))\n ((:tag . "VBN") (:stem . "know") (:form . "known") (:end . 65) (:start . 60)\n (:id . 53))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 73)\n (:start . 66) (:id . 54))\n ((:tag . "NNS") (:stem . "tpas") (:form . "TPases") (:end . 80) (:start . 74)\n (:id . 55))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 85) (:start . 81)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 89) (:start . 86)\n (:id . 57))\n ((:tag . "NN") (:stem . "set") (:form . "set") (:end . 93) (:start . 90)\n (:id . 58))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 96) (:start . 94)\n (:id . 59))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 100) (:start . 97)\n (:id . 60))\n ((:tag . "NNP") (:stem . "GenBank") (:form . "GenBank") (:end . 108)\n (:start . 101) (:id . 61))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 117)\n (:start . 109) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 118) (:start . 117)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s6.60) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101809@unknown@formal@none@1@S@The more diverse the TPases used in determining the PSSM, the more accurate is the approximation; some of the insect Transib TPases are less than 30% identical to each other, as shown in Figure 2.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "RBR") (:stem . "more") (:form . "more") (:end . 8) (:start . 4)\n (:id . 43))\n ((:tag . "JJ") (:stem . "diverse") (:form . "diverse") (:end . 16)\n (:start . 9) (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 20) (:start . 17)\n (:id . 45))\n ((:tag . "NNS") (:stem . "tpas") (:form . "TPases") (:end . 27) (:start . 21)\n (:id . 46))\n ((:tag . "VBN") (:stem . "use") (:form . "used") (:end . 32) (:start . 28)\n (:id . 47))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 35) (:start . 33)\n (:id . 48))\n ((:tag . "VBG") (:stem . "determine") (:form . "determining") (:end . 47)\n (:start . 36) (:id . 49))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 51) (:start . 48)\n (:id . 50))\n ((:tag . "NNP") (:stem . "PSSM") (:form . "PSSM") (:end . 56) (:start . 52)\n (:id . 51))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 57) (:start . 56)\n (:id . 52))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 61) (:start . 58)\n (:id . 53))\n ((:tag . "RBR") (:stem . "more") (:form . "more") (:end . 66) (:start . 62)\n (:id . 54))\n ((:tag . "JJ") (:stem . "accurate") (:form . "accurate") (:end . 75)\n (:start . 67) (:id . 55))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 78) (:start . 76)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 82) (:start . 79)\n (:id . 57))\n ((:tag . "NN") (:stem . "approximation") (:form . "approximation")\n (:end . 96) (:start . 83) (:id . 58))\n ((:tag . ":") (:stem . ";") (:form . ";") (:end . 97) (:start . 96)\n (:id . 59))\n ((:tag . "DT") (:stem . "some") (:form . "some") (:end . 102) (:start . 98)\n (:id . 60))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 105) (:start . 103)\n (:id . 61))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 109) (:start . 106)\n (:id . 62))\n ((:tag . "NN") (:stem . "insect") (:form . "insect") (:end . 116)\n (:start . 110) (:id . 63))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 124)\n (:start . 117) (:id . 64))\n ((:tag . "NNS") (:stem . "tpas") (:form . "TPases") (:end . 131)\n (:start . 125) (:id . 65))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 135) (:start . 132)\n (:id . 66))\n ((:tag . "JJR") (:stem . "less") (:form . "less") (:end . 140) (:start . 136)\n (:id . 67))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 145) (:start . 141)\n (:id . 68))\n ((:tag . "CD") (:stem . "30") (:form . "30") (:end . 148) (:start . 146)\n (:id . 69))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 149) (:start . 148)\n (:id . 70))\n ((:tag . "JJ") (:stem . "identical") (:form . "identical") (:end . 159)\n (:start . 150) (:id . 71))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 162) (:start . 160)\n (:id . 72))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 167) (:start . 163)\n (:id . 73))\n ((:tag . "JJ") (:stem . "other") (:form . "other") (:end . 173)\n (:start . 168) (:id . 74))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 174) (:start . 173)\n (:id . 75))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 177) (:start . 175)\n (:id . 76))\n ((:tag . "VBN") (:stem . "show") (:form . "shown") (:end . 183)\n (:start . 178) (:id . 77))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 186) (:start . 184)\n (:id . 78))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 193)\n (:start . 187) (:id . 79))\n ((:tag . "CD") (:stem . "2") (:form . "2") (:end . 195) (:start . 194)\n (:id . 80))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 196) (:start . 195)\n (:id . 81)))@@@1@40@((:identifiers (:sid . :s6.70) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101819@unknown@formal@none@1@S@At the same time, recently sequenced genomes of honeybee, roundworms, fish, frog, mammals, sea squirts, plants, and fungi (except soybean rust) do not contain any detectable Transib transposons (see Figure 1).@(((:tag . "IN") (:stem . "at") (:form . "At") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "JJ") (:stem . "same") (:form . "same") (:end . 11) (:start . 7)\n (:id . 44))\n ((:tag . "NN") (:stem . "time") (:form . "time") (:end . 16) (:start . 12)\n (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 17) (:start . 16)\n (:id . 46))\n ((:tag . "RB") (:stem . "recently") (:form . "recently") (:end . 26)\n (:start . 18) (:id . 47))\n ((:tag . "VBN") (:stem . "sequence") (:form . "sequenced") (:end . 36)\n (:start . 27) (:id . 48))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 44)\n (:start . 37) (:id . 49))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 47) (:start . 45)\n (:id . 50))\n ((:tag . "NN") (:stem . "honeybee") (:form . "honeybee") (:end . 56)\n (:start . 48) (:id . 51))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 57) (:start . 56)\n (:id . 52))\n ((:tag . "NNS") (:stem . "roundworm") (:form . "roundworms") (:end . 68)\n (:start . 58) (:id . 53))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 69) (:start . 68)\n (:id . 54))\n ((:tag . "NN") (:stem . "fish") (:form . "fish") (:end . 74) (:start . 70)\n (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 75) (:start . 74)\n (:id . 56))\n ((:tag . "NN") (:stem . "frog") (:form . "frog") (:end . 80) (:start . 76)\n (:id . 57))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 81) (:start . 80)\n (:id . 58))\n ((:tag . "NNS") (:stem . "mammal") (:form . "mammals") (:end . 89)\n (:start . 82) (:id . 59))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 90) (:start . 89)\n (:id . 60))\n ((:tag . "NN") (:stem . "sea") (:form . "sea") (:end . 94) (:start . 91)\n (:id . 61))\n ((:tag . "NNS") (:stem . "squirt") (:form . "squirts") (:end . 102)\n (:start . 95) (:id . 62))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 103) (:start . 102)\n (:id . 63))\n ((:tag . "NNS") (:stem . "plant") (:form . "plants") (:end . 110)\n (:start . 104) (:id . 64))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 111) (:start . 110)\n (:id . 65))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 115) (:start . 112)\n (:id . 66))\n ((:tag . "NNS") (:stem . "fungus") (:form . "fungi") (:end . 121)\n (:start . 116) (:id . 67))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 123) (:start . 122)\n (:id . 68))\n ((:tag . "IN") (:stem . "except") (:form . "except") (:end . 129)\n (:start . 123) (:id . 69))\n ((:tag . "NN") (:stem . "soybean") (:form . "soybean") (:end . 137)\n (:start . 130) (:id . 70))\n ((:tag . "NN") (:stem . "rust") (:form . "rust") (:end . 142) (:start . 138)\n (:id . 71))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 143) (:start . 142)\n (:id . 72))\n ((:tag . "VBP") (:stem . "do") (:form . "do") (:end . 146) (:start . 144)\n (:id . 73))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 150) (:start . 147)\n (:id . 74))\n ((:tag . "VB") (:stem . "contain") (:form . "contain") (:end . 158)\n (:start . 151) (:id . 75))\n ((:tag . "DT") (:stem . "any") (:form . "any") (:end . 162) (:start . 159)\n (:id . 76))\n ((:tag . "JJ") (:stem . "detectable") (:form . "detectable") (:end . 173)\n (:start . 163) (:id . 77))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 181)\n (:start . 174) (:id . 78))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 193)\n (:start . 182) (:id . 79))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 195) (:start . 194)\n (:id . 80))\n ((:tag . "VB") (:stem . "see") (:form . "see") (:end . 198) (:start . 195)\n (:id . 81))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 205)\n (:start . 199) (:id . 82))\n ((:tag . "CD") (:stem . "1") (:form . "1") (:end . 207) (:start . 206)\n (:id . 83))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 208) (:start . 207)\n (:id . 84))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 209) (:start . 208)\n (:id . 85)))@@@1@44@((:ncues ((:id . :x6.80.1) (:span 147 150)))\n (:nscopes ((:id . :x6.80.1) (:span 147 193)))\n (:identifiers (:sid . :s6.80) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101829@unknown@formal@none@1@S@Each empty cell indicates that the corresponding TPase query was not used at the particular stage of PSI-BLAST analysis.@(((:tag . "DT") (:stem . "each") (:form . "Each") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "empty") (:form . "empty") (:end . 10) (:start . 5)\n (:id . 43))\n ((:tag . "NN") (:stem . "cell") (:form . "cell") (:end . 15) (:start . 11)\n (:id . 44))\n ((:tag . "VBZ") (:stem . "indicate") (:form . "indicates") (:end . 25)\n (:start . 16) (:id . 45))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 30) (:start . 26)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 34) (:start . 31)\n (:id . 47))\n ((:tag . "VBG") (:stem . "correspond") (:form . "corresponding") (:end . 48)\n (:start . 35) (:id . 48))\n ((:tag . "NN") (:stem . "tpase") (:form . "TPase") (:end . 54) (:start . 49)\n (:id . 49))\n ((:tag . "NN") (:stem . "query") (:form . "query") (:end . 60) (:start . 55)\n (:id . 50))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 64) (:start . 61)\n (:id . 51))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 68) (:start . 65)\n (:id . 52))\n ((:tag . "VBN") (:stem . "use") (:form . "used") (:end . 73) (:start . 69)\n (:id . 53))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 76) (:start . 74)\n (:id . 54))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 80) (:start . 77)\n (:id . 55))\n ((:tag . "JJ") (:stem . "particular") (:form . "particular") (:end . 91)\n (:start . 81) (:id . 56))\n ((:tag . "NN") (:stem . "stage") (:form . "stage") (:end . 97) (:start . 92)\n (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 100) (:start . 98)\n (:id . 58))\n ((:tag . "NN") (:stem . "psi-blast") (:form . "PSI-BLAST") (:end . 110)\n (:start . 101) (:id . 59))\n ((:tag . "NN") (:stem . "analysis") (:form . "analysis") (:end . 119)\n (:start . 111) (:id . 60))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 120) (:start . 119)\n (:id . 61)))@@@1@20@((:ncues ((:id . :x6.90.1) (:span 65 68)))\n (:nscopes ((:id . :x6.90.1) (:span 31 119)))\n (:identifiers (:sid . :s6.90) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101839@unknown@formal@none@1@S@This includes the distances between the second D and E residues, which are much longer in Transib transposons (206–214 aa) and RAG1 (253 aa) than in DDE TPases from other studied superfamilies (e.g., approximately 35-aa in Mariner/Tc1 [23], 2-aa in P [23], approximately 35-aa in Harbinger [24], with hAT as an exception (325-aa, [25]).@(((:tag . "DT") (:stem . "this") (:form . "This") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "VBZ") (:stem . "include") (:form . "includes") (:end . 13)\n (:start . 5) (:id . 43))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 17) (:start . 14)\n (:id . 44))\n ((:tag . "NNS") (:stem . "distance") (:form . "distances") (:end . 27)\n (:start . 18) (:id . 45))\n ((:tag . "IN") (:stem . "between") (:form . "between") (:end . 35)\n (:start . 28) (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 39) (:start . 36)\n (:id . 47))\n ((:tag . "JJ") (:stem . "second") (:form . "second") (:end . 46)\n (:start . 40) (:id . 48))\n ((:tag . "NNP") (:stem . "D") (:form . "D") (:end . 48) (:start . 47)\n (:id . 49))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 52) (:start . 49)\n (:id . 50))\n ((:tag . "NNP") (:stem . "E") (:form . "E") (:end . 54) (:start . 53)\n (:id . 51))\n ((:tag . "NNS") (:stem . "residue") (:form . "residues") (:end . 63)\n (:start . 55) (:id . 52))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 64) (:start . 63)\n (:id . 53))\n ((:tag . "WDT") (:stem . "which") (:form . "which") (:end . 70) (:start . 65)\n (:id . 54))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 74) (:start . 71)\n (:id . 55))\n ((:tag . "RB") (:stem . "much") (:form . "much") (:end . 79) (:start . 75)\n (:id . 56))\n ((:tag . "RBR") (:stem . "longer") (:form . "longer") (:end . 86)\n (:start . 80) (:id . 57))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 89) (:start . 87)\n (:id . 58))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 97)\n (:start . 90) (:id . 59))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 109)\n (:start . 98) (:id . 60))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 111) (:start . 110)\n (:id . 61))\n ((:tag . "CD") (:stem . "206–214") (:form . "206–214") (:end . 118)\n (:start . 111) (:id . 62))\n ((:tag . "NN") (:stem . "aa") (:form . "aa") (:end . 121) (:start . 119)\n (:id . 63))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 122) (:start . 121)\n (:id . 64))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 126) (:start . 123)\n (:id . 65))\n ((:tag . "NNP") (:stem . "RAG1") (:form . "RAG1") (:end . 131) (:start . 127)\n (:id . 66))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 133) (:start . 132)\n (:id . 67))\n ((:tag . "CD") (:stem . "253") (:form . "253") (:end . 136) (:start . 133)\n (:id . 68))\n ((:tag . "NN") (:stem . "aa") (:form . "aa") (:end . 139) (:start . 137)\n (:id . 69))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 140) (:start . 139)\n (:id . 70))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 145) (:start . 141)\n (:id . 71))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 148) (:start . 146)\n (:id . 72))\n ((:tag . "NNP") (:stem . "DDE") (:form . "DDE") (:end . 152) (:start . 149)\n (:id . 73))\n ((:tag . "NNS") (:stem . "tpas") (:form . "TPases") (:end . 159)\n (:start . 153) (:id . 74))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 164) (:start . 160)\n (:id . 75))\n ((:tag . "JJ") (:stem . "other") (:form . "other") (:end . 170)\n (:start . 165) (:id . 76))\n ((:tag . "VBN") (:stem . "study") (:form . "studied") (:end . 178)\n (:start . 171) (:id . 77))\n ((:tag . "NNS") (:stem . "superfamily") (:form . "superfamilies")\n (:end . 192) (:start . 179) (:id . 78))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 194) (:start . 193)\n (:id . 79))\n ((:tag . "FW") (:stem . "e.g.") (:form . "e.g.") (:end . 198) (:start . 194)\n (:id . 80))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 199) (:start . 198)\n (:id . 81))\n ((:tag . "RB") (:stem . "approximately") (:form . "approximately")\n (:end . 213) (:start . 200) (:id . 82))\n ((:tag . "JJ") (:stem . "35-aa") (:form . "35-aa") (:end . 219)\n (:start . 214) (:id . 83))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 222) (:start . 220)\n (:id . 84))\n ((:tag . "NN") (:stem . "mariner/tc1") (:form . "Mariner/Tc1") (:end . 234)\n (:start . 223) (:id . 85))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 236) (:start . 235)\n (:id . 86))\n ((:tag . "CD") (:stem . "23") (:form . "23") (:end . 238) (:start . 236)\n (:id . 87))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 239) (:start . 238)\n (:id . 88))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 240) (:start . 239)\n (:id . 89))\n ((:tag . "JJ") (:stem . "2-aa") (:form . "2-aa") (:end . 245) (:start . 241)\n (:id . 90))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 248) (:start . 246)\n (:id . 91))\n ((:tag . "NN") (:stem . "p") (:form . "P") (:end . 250) (:start . 249)\n (:id . 92))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 252) (:start . 251)\n (:id . 93))\n ((:tag . "CD") (:stem . "23") (:form . "23") (:end . 254) (:start . 252)\n (:id . 94))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 255) (:start . 254)\n (:id . 95))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 256) (:start . 255)\n (:id . 96))\n ((:tag . "RB") (:stem . "approximately") (:form . "approximately")\n (:end . 270) (:start . 257) (:id . 97))\n ((:tag . "JJ") (:stem . "35-aa") (:form . "35-aa") (:end . 276)\n (:start . 271) (:id . 98))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 279) (:start . 277)\n (:id . 99))\n ((:tag . "NNP") (:stem . "Harbinger") (:form . "Harbinger") (:end . 289)\n (:start . 280) (:id . 100))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 291) (:start . 290)\n (:id . 101))\n ((:tag . "CD") (:stem . "24") (:form . "24") (:end . 293) (:start . 291)\n (:id . 102))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 294) (:start . 293)\n (:id . 103))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 295) (:start . 294)\n (:id . 104))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 300) (:start . 296)\n (:id . 105))\n ((:tag . "NN") (:stem . "hat") (:form . "hAT") (:end . 304) (:start . 301)\n (:id . 106))\n ((:tag . "IN") (:stem . "as") (:form . "as") (:end . 307) (:start . 305)\n (:id . 107))\n ((:tag . "DT") (:stem . "an") (:form . "an") (:end . 310) (:start . 308)\n (:id . 108))\n ((:tag . "NN") (:stem . "exception") (:form . "exception") (:end . 320)\n (:start . 311) (:id . 109))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 322) (:start . 321)\n (:id . 110))\n ((:tag . "JJ") (:stem . "325-aa") (:form . "325-aa") (:end . 328)\n (:start . 322) (:id . 111))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 329) (:start . 328)\n (:id . 112))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 331) (:start . 330)\n (:id . 113))\n ((:tag . "CD") (:stem . "25") (:form . "25") (:end . 333) (:start . 331)\n (:id . 114))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 334) (:start . 333)\n (:id . 115))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 335) (:start . 334)\n (:id . 116))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 336) (:start . 335)\n (:id . 117)))@@@1@76@((:identifiers (:sid . :s6.100) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101849@unknown@formal@none@1@S@Based on this information, the function of these motifs in Transib TPases is expected to be similar to that in RAG1.@(((:tag . "VBN") (:stem . "base") (:form . "Based") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 8) (:start . 6)\n (:id . 43))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 13) (:start . 9)\n (:id . 44))\n ((:tag . "NN") (:stem . "information") (:form . "information") (:end . 25)\n (:start . 14) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 26) (:start . 25)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 30) (:start . 27)\n (:id . 47))\n ((:tag . "NN") (:stem . "function") (:form . "function") (:end . 39)\n (:start . 31) (:id . 48))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 42) (:start . 40)\n (:id . 49))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 48) (:start . 43)\n (:id . 50))\n ((:tag . "NNS") (:stem . "motif") (:form . "motifs") (:end . 55)\n (:start . 49) (:id . 51))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 58) (:start . 56)\n (:id . 52))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 66)\n (:start . 59) (:id . 53))\n ((:tag . "NNP") (:stem . "TPases") (:form . "TPases") (:end . 73)\n (:start . 67) (:id . 54))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 76) (:start . 74)\n (:id . 55))\n ((:tag . "VBN") (:stem . "expect") (:form . "expected") (:end . 85)\n (:start . 77) (:id . 56))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 88) (:start . 86)\n (:id . 57))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 91) (:start . 89)\n (:id . 58))\n ((:tag . "JJ") (:stem . "similar") (:form . "similar") (:end . 99)\n (:start . 92) (:id . 59))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 102) (:start . 100)\n (:id . 60))\n ((:tag . "DT") (:stem . "that") (:form . "that") (:end . 107) (:start . 103)\n (:id . 61))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 110) (:start . 108)\n (:id . 62))\n ((:tag . "NNP") (:stem . "RAG1") (:form . "RAG1") (:end . 115) (:start . 111)\n (:id . 63))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 116) (:start . 115)\n (:id . 64)))@@@1@23@((:hcues ((:id . :x6.110.1) (:span 77 85)))\n (:hscopes ((:id . :x6.110.1) (:span 27 115)))\n (:identifiers (:sid . :s6.110) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101859@unknown@formal@none@1@S@Starting positions of the motifs immediately follow the corresponding protein names.@(((:tag . "VBG") (:stem . "start") (:form . "Starting") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "NNS") (:stem . "position") (:form . "positions") (:end . 18)\n (:start . 9) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 21) (:start . 19)\n (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 25) (:start . 22)\n (:id . 45))\n ((:tag . "NNS") (:stem . "motif") (:form . "motifs") (:end . 32)\n (:start . 26) (:id . 46))\n ((:tag . "RB") (:stem . "immediately") (:form . "immediately") (:end . 44)\n (:start . 33) (:id . 47))\n ((:tag . "VBP") (:stem . "follow") (:form . "follow") (:end . 51)\n (:start . 45) (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 55) (:start . 52)\n (:id . 49))\n ((:tag . "VBG") (:stem . "correspond") (:form . "corresponding") (:end . 69)\n (:start . 56) (:id . 50))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 77)\n (:start . 70) (:id . 51))\n ((:tag . "NNS") (:stem . "name") (:form . "names") (:end . 83) (:start . 78)\n (:id . 52))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 84) (:start . 83)\n (:id . 53)))@@@1@12@((:identifiers (:sid . :s6.120) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101869@unknown@formal@none@1@S@(A) Frequencies of the most frequent nucleotides at each position of the consensus sequence of the 5? TIRs of transposons that belong to 20 families of Transib transposons identified in fruit flies and mosquitoes.@(((:tag . "(") (:stem . "(") (:form . "(") (:end . 1) (:start . 0) (:id . 42))\n ((:tag . "DT") (:stem . "a") (:form . "A") (:end . 2) (:start . 1)\n (:id . 43))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 3) (:start . 2) (:id . 44))\n ((:tag . "NNS") (:stem . "frequency") (:form . "Frequencies") (:end . 15)\n (:start . 4) (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 18) (:start . 16)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 22) (:start . 19)\n (:id . 47))\n ((:tag . "RBS") (:stem . "most") (:form . "most") (:end . 27) (:start . 23)\n (:id . 48))\n ((:tag . "JJ") (:stem . "frequent") (:form . "frequent") (:end . 36)\n (:start . 28) (:id . 49))\n ((:tag . "NNS") (:stem . "nucleotide") (:form . "nucleotides") (:end . 48)\n (:start . 37) (:id . 50))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 51) (:start . 49)\n (:id . 51))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 56) (:start . 52)\n (:id . 52))\n ((:tag . "NN") (:stem . "position") (:form . "position") (:end . 65)\n (:start . 57) (:id . 53))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 68) (:start . 66)\n (:id . 54))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 72) (:start . 69)\n (:id . 55))\n ((:tag . "NN") (:stem . "consensus") (:form . "consensus") (:end . 82)\n (:start . 73) (:id . 56))\n ((:tag . "NN") (:stem . "sequence") (:form . "sequence") (:end . 91)\n (:start . 83) (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 94) (:start . 92)\n (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 98) (:start . 95)\n (:id . 59))\n ((:tag . "CD") (:stem . "5") (:form . "5") (:end . 100) (:start . 99)\n (:id . 60))\n ((:tag . ".") (:stem . "?") (:form . "?") (:end . 101) (:start . 100)\n (:id . 61))\n ((:tag . "NNS") (:stem . "tir") (:form . "TIRs") (:end . 106) (:start . 102)\n (:id . 62))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 109) (:start . 107)\n (:id . 63))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 121)\n (:start . 110) (:id . 64))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 126) (:start . 122)\n (:id . 65))\n ((:tag . "VBP") (:stem . "belong") (:form . "belong") (:end . 133)\n (:start . 127) (:id . 66))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 136) (:start . 134)\n (:id . 67))\n ((:tag . "CD") (:stem . "20") (:form . "20") (:end . 139) (:start . 137)\n (:id . 68))\n ((:tag . "NNS") (:stem . "family") (:form . "families") (:end . 148)\n (:start . 140) (:id . 69))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 151) (:start . 149)\n (:id . 70))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 159)\n (:start . 152) (:id . 71))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 171)\n (:start . 160) (:id . 72))\n ((:tag . "VBN") (:stem . "identify") (:form . "identified") (:end . 182)\n (:start . 172) (:id . 73))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 185) (:start . 183)\n (:id . 74))\n ((:tag . "NN") (:stem . "fruit") (:form . "fruit") (:end . 191)\n (:start . 186) (:id . 75))\n ((:tag . "NNS") (:stem . "fly") (:form . "flies") (:end . 197) (:start . 192)\n (:id . 76))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 201) (:start . 198)\n (:id . 77))\n ((:tag . "NNS") (:stem . "mosquito") (:form . "mosquitoes") (:end . 212)\n (:start . 202) (:id . 78))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 213) (:start . 212)\n (:id . 79)))@@@1@38@((:identifiers (:sid . :s6.130) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101879@unknown@formal@none@1@S@In one study [12], 35 of 38 (92%) TSDs generated during RAG-mediated intermolecular transposition were 5 bp long, and the remaining 8% were either 4 or 3 bp long.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "CD") (:stem . "one") (:form . "one") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "study") (:form . "study") (:end . 12) (:start . 7)\n (:id . 44))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 14) (:start . 13)\n (:id . 45))\n ((:tag . "CD") (:stem . "12") (:form . "12") (:end . 16) (:start . 14)\n (:id . 46))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 17) (:start . 16)\n (:id . 47))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 18) (:start . 17)\n (:id . 48))\n ((:tag . "CD") (:stem . "35") (:form . "35") (:end . 21) (:start . 19)\n (:id . 49))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 24) (:start . 22)\n (:id . 50))\n ((:tag . "CD") (:stem . "38") (:form . "38") (:end . 27) (:start . 25)\n (:id . 51))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 29) (:start . 28)\n (:id . 52))\n ((:tag . "CD") (:stem . "92") (:form . "92") (:end . 31) (:start . 29)\n (:id . 53))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 32) (:start . 31)\n (:id . 54))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 33) (:start . 32)\n (:id . 55))\n ((:tag . "NNS") (:stem . "tsd") (:form . "TSDs") (:end . 38) (:start . 34)\n (:id . 56))\n ((:tag . "VBN") (:stem . "generate") (:form . "generated") (:end . 48)\n (:start . 39) (:id . 57))\n ((:tag . "IN") (:stem . "during") (:form . "during") (:end . 55)\n (:start . 49) (:id . 58))\n ((:tag . "JJ") (:stem . "rag-mediated") (:form . "RAG-mediated") (:end . 68)\n (:start . 56) (:id . 59))\n ((:tag . "JJ") (:stem . "intermolecular") (:form . "intermolecular")\n (:end . 83) (:start . 69) (:id . 60))\n ((:tag . "NN") (:stem . "transposition") (:form . "transposition")\n (:end . 97) (:start . 84) (:id . 61))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 102) (:start . 98)\n (:id . 62))\n ((:tag . "CD") (:stem . "5") (:form . "5") (:end . 104) (:start . 103)\n (:id . 63))\n ((:tag . "NN") (:stem . "bp") (:form . "bp") (:end . 107) (:start . 105)\n (:id . 64))\n ((:tag . "RB") (:stem . "long") (:form . "long") (:end . 112) (:start . 108)\n (:id . 65))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 113) (:start . 112)\n (:id . 66))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 117) (:start . 114)\n (:id . 67))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 121) (:start . 118)\n (:id . 68))\n ((:tag . "VBG") (:stem . "remain") (:form . "remaining") (:end . 131)\n (:start . 122) (:id . 69))\n ((:tag . "CD") (:stem . "8") (:form . "8") (:end . 133) (:start . 132)\n (:id . 70))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 134) (:start . 133)\n (:id . 71))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 139) (:start . 135)\n (:id . 72))\n ((:tag . "CC") (:stem . "either") (:form . "either") (:end . 146)\n (:start . 140) (:id . 73))\n ((:tag . "CD") (:stem . "4") (:form . "4") (:end . 148) (:start . 147)\n (:id . 74))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 151) (:start . 149)\n (:id . 75))\n ((:tag . "CD") (:stem . "3") (:form . "3") (:end . 153) (:start . 152)\n (:id . 76))\n ((:tag . "NN") (:stem . "bp") (:form . "bp") (:end . 156) (:start . 154)\n (:id . 77))\n ((:tag . "RB") (:stem . "long") (:form . "long") (:end . 161) (:start . 157)\n (:id . 78))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 162) (:start . 161)\n (:id . 79)))@@@1@38@((:identifiers (:sid . :s6.140) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101889@unknown@formal@none@1@S@Both RAG1/2-mediated and Transib transpositions show strong preference for GC-rich target sites [12–14,32], even though genomes hosting Transib transposons are AT-rich (Figure S4; Table 2).@(((:tag . "CC") (:stem . "both") (:form . "Both") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "rag1/2-mediated") (:form . "RAG1/2-mediated")\n (:end . 20) (:start . 5) (:id . 43))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 24) (:start . 21)\n (:id . 44))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 32)\n (:start . 25) (:id . 45))\n ((:tag . "NNS") (:stem . "transposition") (:form . "transpositions")\n (:end . 47) (:start . 33) (:id . 46))\n ((:tag . "VBP") (:stem . "show") (:form . "show") (:end . 52) (:start . 48)\n (:id . 47))\n ((:tag . "JJ") (:stem . "strong") (:form . "strong") (:end . 59)\n (:start . 53) (:id . 48))\n ((:tag . "NN") (:stem . "preference") (:form . "preference") (:end . 70)\n (:start . 60) (:id . 49))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 74) (:start . 71)\n (:id . 50))\n ((:tag . "JJ") (:stem . "gc-rich") (:form . "GC-rich") (:end . 82)\n (:start . 75) (:id . 51))\n ((:tag . "NN") (:stem . "target") (:form . "target") (:end . 89)\n (:start . 83) (:id . 52))\n ((:tag . "NNS") (:stem . "site") (:form . "sites") (:end . 95) (:start . 90)\n (:id . 53))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 97) (:start . 96)\n (:id . 54))\n ((:tag . "CD") (:stem . "12–14,32") (:form . "12–14,32") (:end . 105)\n (:start . 97) (:id . 55))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 106) (:start . 105)\n (:id . 56))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 107) (:start . 106)\n (:id . 57))\n ((:tag . "RB") (:stem . "even") (:form . "even") (:end . 112) (:start . 108)\n (:id . 58))\n ((:tag . "IN") (:stem . "though") (:form . "though") (:end . 119)\n (:start . 113) (:id . 59))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 127)\n (:start . 120) (:id . 60))\n ((:tag . "VBG") (:stem . "host") (:form . "hosting") (:end . 135)\n (:start . 128) (:id . 61))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 143)\n (:start . 136) (:id . 62))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 155)\n (:start . 144) (:id . 63))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 159) (:start . 156)\n (:id . 64))\n ((:tag . "JJ") (:stem . "at-rich") (:form . "AT-rich") (:end . 167)\n (:start . 160) (:id . 65))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 169) (:start . 168)\n (:id . 66))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 175)\n (:start . 169) (:id . 67))\n ((:tag . "NNP") (:stem . "S4") (:form . "S4") (:end . 178) (:start . 176)\n (:id . 68))\n ((:tag . ":") (:stem . ";") (:form . ";") (:end . 179) (:start . 178)\n (:id . 69))\n ((:tag . "JJ") (:stem . "table") (:form . "Table") (:end . 185)\n (:start . 180) (:id . 70))\n ((:tag . "CD") (:stem . "2") (:form . "2") (:end . 187) (:start . 186)\n (:id . 71))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 188) (:start . 187)\n (:id . 72))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 189) (:start . 188)\n (:id . 73)))@@@1@32@((:identifiers (:sid . :s6.150) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101899@unknown@formal@none@1@S@RAG1 Core–Like Sequences in the Sea Urchin, Lancelet, Starlet Sea Anemone, and Hydra Genomes@(((:tag . "NNP") (:stem . "RAG1") (:form . "RAG1") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NNP") (:stem . "Core–Like") (:form . "Core–Like") (:end . 14)\n (:start . 5) (:id . 43))\n ((:tag . "NNP") (:stem . "Sequence") (:form . "Sequences") (:end . 24)\n (:start . 15) (:id . 44))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 27) (:start . 25)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 31) (:start . 28)\n (:id . 46))\n ((:tag . "NNP") (:stem . "Sea") (:form . "Sea") (:end . 35) (:start . 32)\n (:id . 47))\n ((:tag . "NNP") (:stem . "Urchin") (:form . "Urchin") (:end . 42)\n (:start . 36) (:id . 48))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 43) (:start . 42)\n (:id . 49))\n ((:tag . "NNP") (:stem . "Lancelet") (:form . "Lancelet") (:end . 52)\n (:start . 44) (:id . 50))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 53) (:start . 52)\n (:id . 51))\n ((:tag . "NNP") (:stem . "Starlet") (:form . "Starlet") (:end . 61)\n (:start . 54) (:id . 52))\n ((:tag . "NNP") (:stem . "Sea") (:form . "Sea") (:end . 65) (:start . 62)\n (:id . 53))\n ((:tag . "NNP") (:stem . "Anemone") (:form . "Anemone") (:end . 73)\n (:start . 66) (:id . 54))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 74) (:start . 73)\n (:id . 55))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 78) (:start . 75)\n (:id . 56))\n ((:tag . "NNP") (:stem . "Hydra") (:form . "Hydra") (:end . 84) (:start . 79)\n (:id . 57))\n ((:tag . "NNPS") (:stem . "Genome") (:form . "Genomes") (:end . 92)\n (:start . 85) (:id . 58)))@@@1@17@((:identifiers (:sid . :s6.160) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|SubSectionTitle|)))@oe@9-2-2011 5101909@unknown@formal@none@1@S@Although the two proteins are only 38% identical to each other, they share common features: (1) their N-terminal portions are missing and the RAG1-like sequences start at positions 17 or 18; (2) in both proteins the first aa residue overlaps with the acceptor splice site; and (3) their similarity to RAG1 starts at positions corresponding to position 470 of the human RAG1.@(((:tag . "IN") (:stem . "although") (:form . "Although") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 12) (:start . 9)\n (:id . 43))\n ((:tag . "CD") (:stem . "two") (:form . "two") (:end . 16) (:start . 13)\n (:id . 44))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 25)\n (:start . 17) (:id . 45))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 29) (:start . 26)\n (:id . 46))\n ((:tag . "RB") (:stem . "only") (:form . "only") (:end . 34) (:start . 30)\n (:id . 47))\n ((:tag . "CD") (:stem . "38") (:form . "38") (:end . 37) (:start . 35)\n (:id . 48))\n ((:tag . "NN") (:stem . "%") (:form . "%") (:end . 38) (:start . 37)\n (:id . 49))\n ((:tag . "JJ") (:stem . "identical") (:form . "identical") (:end . 48)\n (:start . 39) (:id . 50))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 51) (:start . 49)\n (:id . 51))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 56) (:start . 52)\n (:id . 52))\n ((:tag . "JJ") (:stem . "other") (:form . "other") (:end . 62) (:start . 57)\n (:id . 53))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 63) (:start . 62)\n (:id . 54))\n ((:tag . "PRP") (:stem . "they") (:form . "they") (:end . 68) (:start . 64)\n (:id . 55))\n ((:tag . "VBP") (:stem . "share") (:form . "share") (:end . 74) (:start . 69)\n (:id . 56))\n ((:tag . "JJ") (:stem . "common") (:form . "common") (:end . 81)\n (:start . 75) (:id . 57))\n ((:tag . "NNS") (:stem . "feature") (:form . "features") (:end . 90)\n (:start . 82) (:id . 58))\n ((:tag . ":") (:stem . ":") (:form . ":") (:end . 91) (:start . 90)\n (:id . 59))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 93) (:start . 92)\n (:id . 60))\n ((:tag . "LS") (:stem . "1") (:form . "1") (:end . 94) (:start . 93)\n (:id . 61))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 95) (:start . 94)\n (:id . 62))\n ((:tag . "PRP$") (:stem . "their") (:form . "their") (:end . 101)\n (:start . 96) (:id . 63))\n ((:tag . "JJ") (:stem . "n-terminal") (:form . "N-terminal") (:end . 112)\n (:start . 102) (:id . 64))\n ((:tag . "NNS") (:stem . "portion") (:form . "portions") (:end . 121)\n (:start . 113) (:id . 65))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 125) (:start . 122)\n (:id . 66))\n ((:tag . "VBG") (:stem . "miss") (:form . "missing") (:end . 133)\n (:start . 126) (:id . 67))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 137) (:start . 134)\n (:id . 68))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 141) (:start . 138)\n (:id . 69))\n ((:tag . "JJ") (:stem . "rag1-like") (:form . "RAG1-like") (:end . 151)\n (:start . 142) (:id . 70))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 161)\n (:start . 152) (:id . 71))\n ((:tag . "VBP") (:stem . "start") (:form . "start") (:end . 167)\n (:start . 162) (:id . 72))\n ((:tag . "IN") (:stem . "at") (:form . 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"at") (:form . "at") (:end . 315) (:start . 313)\n (:id . 105))\n ((:tag . "NNS") (:stem . "position") (:form . "positions") (:end . 325)\n (:start . 316) (:id . 106))\n ((:tag . "VBG") (:stem . "correspond") (:form . "corresponding") (:end . 339)\n (:start . 326) (:id . 107))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 342) (:start . 340)\n (:id . 108))\n ((:tag . "NN") (:stem . "position") (:form . "position") (:end . 351)\n (:start . 343) (:id . 109))\n ((:tag . "CD") (:stem . "470") (:form . "470") (:end . 355) (:start . 352)\n (:id . 110))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 358) (:start . 356)\n (:id . 111))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 362) (:start . 359)\n (:id . 112))\n ((:tag . "JJ") (:stem . "human") (:form . "human") (:end . 368)\n (:start . 363) (:id . 113))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 373) (:start . 369)\n (:id . 114))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 374) (:start . 373)\n (:id . 115)))@@@1@74@((:ncues ((:id . :x6.170.1) (:span 126 133)))\n (:nscopes ((:id . :x6.170.1) (:span 96 133)))\n (:identifiers (:sid . :s6.170) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101919@unknown@formal@none@1@S@Using these trace sequences, we partially assembled a hydra gene, called RAG1L_NM, which encodes the RAG1 core–like protein.@(((:tag . "VBG") (:stem . "use") (:form . "Using") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 11) (:start . 6)\n (:id . 43))\n ((:tag . "NN") (:stem . "trace") (:form . "trace") (:end . 17) (:start . 12)\n (:id . 44))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 27)\n (:start . 18) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 28) (:start . 27)\n (:id . 46))\n ((:tag . "PRP") (:stem . "we") (:form . 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"encode") (:form . "encodes") (:end . 96)\n (:start . 89) (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 100) (:start . 97)\n (:id . 59))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 105) (:start . 101)\n (:id . 60))\n ((:tag . "JJ") (:stem . "core–like") (:form . "core–like") (:end . 115)\n (:start . 106) (:id . 61))\n ((:tag . "NN") (:stem . "protein") (:form . "protein") (:end . 123)\n (:start . 116) (:id . 62))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 124) (:start . 123)\n (:id . 63)))@@@1@22@((:identifiers (:sid . :s6.180) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101929@unknown@formal@none@1@S@Names of these elements are shown above the rectangles.@(((:tag . "NNS") (:stem . "name") (:form . "Names") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 8) (:start . 6)\n (:id . 43))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 14) (:start . 9)\n (:id . 44))\n ((:tag . "NNS") (:stem . "element") (:form . "elements") (:end . 23)\n (:start . 15) (:id . 45))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 27) (:start . 24)\n (:id . 46))\n ((:tag . "VBN") (:stem . "show") (:form . "shown") (:end . 33) (:start . 28)\n (:id . 47))\n ((:tag . "IN") (:stem . "above") (:form . "above") (:end . 39) (:start . 34)\n (:id . 48))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 43) (:start . 40)\n (:id . 49))\n ((:tag . "NNS") (:stem . "rectangle") (:form . "rectangles") (:end . 54)\n (:start . 44) (:id . 50))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 55) (:start . 54)\n (:id . 51)))@@@1@10@((:identifiers (:sid . :s6.190) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101939@unknown@formal@none@1@S@Furthermore, we found that unassembled WGS trace sequences encode two other proteins, P4_SP and P5_SP, similar to the N-terminal RAG1 domain (Figure 6).@(((:tag . "RB") (:stem . "furthermore") (:form . "Furthermore") (:end . 11)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 12) (:start . 11)\n (:id . 43))\n ((:tag . "PRP") (:stem . "we") (:form . "we") (:end . 15) (:start . 13)\n (:id . 44))\n ((:tag . "VBD") (:stem . "find") (:form . "found") (:end . 21) (:start . 16)\n (:id . 45))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 26) (:start . 22)\n (:id . 46))\n ((:tag . "JJ") (:stem . "unassembled") (:form . "unassembled") (:end . 38)\n (:start . 27) (:id . 47))\n ((:tag . "NN") (:stem . "wgs") (:form . 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",") (:stem . ",") (:form . ",") (:end . 102) (:start . 101)\n (:id . 59))\n ((:tag . "JJ") (:stem . "similar") (:form . "similar") (:end . 110)\n (:start . 103) (:id . 60))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 113) (:start . 111)\n (:id . 61))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 117) (:start . 114)\n (:id . 62))\n ((:tag . "JJ") (:stem . "n-terminal") (:form . "N-terminal") (:end . 128)\n (:start . 118) (:id . 63))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 133) (:start . 129)\n (:id . 64))\n ((:tag . "NN") (:stem . "domain") (:form . "domain") (:end . 140)\n (:start . 134) (:id . 65))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 142) (:start . 141)\n (:id . 66))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 148)\n (:start . 142) (:id . 67))\n ((:tag . "CD") (:stem . "6") (:form . "6") (:end . 150) (:start . 149)\n (:id . 68))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 151) (:start . 150)\n (:id . 69))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 152) (:start . 151)\n (:id . 70)))@@@1@29@((:identifiers (:sid . :s6.200) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101949@unknown@formal@none@1@S@To test whether the reported sea urchin sequences represent a true RAG1-like match, we cut off the ring finger motif and repeated the BLASTP search against all GenBank proteins.@(((:tag . "TO") (:stem . "to") (:form . "To") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VB") (:stem . "test") (:form . "test") (:end . 7) (:start . 3)\n (:id . 43))\n ((:tag . "IN") (:stem . "whether") (:form . "whether") (:end . 15)\n (:start . 8) (:id . 44))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 19) (:start . 16)\n (:id . 45))\n ((:tag . "VBN") (:stem . "report") (:form . "reported") (:end . 28)\n (:start . 20) (:id . 46))\n ((:tag . "NN") (:stem . "sea") (:form . 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"RP") (:stem . "off") (:form . "off") (:end . 94) (:start . 91)\n (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 98) (:start . 95)\n (:id . 59))\n ((:tag . "NN") (:stem . "ring") (:form . "ring") (:end . 103) (:start . 99)\n (:id . 60))\n ((:tag . "NN") (:stem . "finger") (:form . "finger") (:end . 110)\n (:start . 104) (:id . 61))\n ((:tag . "NN") (:stem . "motif") (:form . "motif") (:end . 116)\n (:start . 111) (:id . 62))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 120) (:start . 117)\n (:id . 63))\n ((:tag . "VBD") (:stem . "repeat") (:form . "repeated") (:end . 129)\n (:start . 121) (:id . 64))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 133) (:start . 130)\n (:id . 65))\n ((:tag . "NNP") (:stem . "BLASTP") (:form . "BLASTP") (:end . 140)\n (:start . 134) (:id . 66))\n ((:tag . "NN") (:stem . "search") (:form . "search") (:end . 147)\n (:start . 141) (:id . 67))\n ((:tag . "IN") (:stem . "against") (:form . "against") (:end . 155)\n (:start . 148) (:id . 68))\n ((:tag . "DT") (:stem . "all") (:form . "all") (:end . 159) (:start . 156)\n (:id . 69))\n ((:tag . "NNP") (:stem . "GenBank") (:form . "GenBank") (:end . 167)\n (:start . 160) (:id . 70))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 176)\n (:start . 168) (:id . 71))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 177) (:start . 176)\n (:id . 72)))@@@1@31@((:hcues ((:id . :x6.210.1) (:span 8 15)))\n (:hscopes ((:id . :x6.210.1) (:span 8 82)))\n (:identifiers (:sid . :s6.210) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101959@unknown@formal@none@1@S@The sea urchin and lancelet proteins are marked by “_SP” and “_BF” following the identification numbers of the corresponding contigs.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "sea") (:form . "sea") (:end . 7) (:start . 4)\n (:id . 43))\n ((:tag . "NN") (:stem . "urchin") (:form . "urchin") (:end . 14) (:start . 8)\n (:id . 44))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 18) (:start . 15)\n (:id . 45))\n ((:tag . "NN") (:stem . "lancelet") (:form . "lancelet") (:end . 27)\n (:start . 19) (:id . 46))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 36)\n (:start . 28) (:id . 47))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 40) (:start . 37)\n (:id . 48))\n ((:tag . "VBN") (:stem . "mark") (:form . "marked") (:end . 47) (:start . 41)\n (:id . 49))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 50) (:start . 48)\n (:id . 50))\n ((:tag . "``") (:stem . "“") (:form . "“") (:end . 52) (:start . 51)\n (:id . 51))\n ((:tag . "NNP") (:stem . "_SP") (:form . "_SP") (:end . 55) (:start . 52)\n (:id . 52))\n ((:tag . "''") (:stem . "”") (:form . "”") (:end . 56) (:start . 55)\n (:id . 53))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 60) (:start . 57)\n (:id . 54))\n ((:tag . "``") (:stem . "“") (:form . "“") (:end . 62) (:start . 61)\n (:id . 55))\n ((:tag . "NNP") (:stem . "_BF") (:form . "_BF") (:end . 65) (:start . 62)\n (:id . 56))\n ((:tag . "''") (:stem . "”") (:form . "”") (:end . 66) (:start . 65)\n (:id . 57))\n ((:tag . "VBG") (:stem . "follow") (:form . "following") (:end . 76)\n (:start . 67) (:id . 58))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 80) (:start . 77)\n (:id . 59))\n ((:tag . "NN") (:stem . "identification") (:form . "identification")\n (:end . 95) (:start . 81) (:id . 60))\n ((:tag . "NNS") (:stem . "number") (:form . "numbers") (:end . 103)\n (:start . 96) (:id . 61))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 106) (:start . 104)\n (:id . 62))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 110) (:start . 107)\n (:id . 63))\n ((:tag . "VBG") (:stem . "correspond") (:form . "corresponding") (:end . 124)\n (:start . 111) (:id . 64))\n ((:tag . "NNS") (:stem . "contig") (:form . "contigs") (:end . 132)\n (:start . 125) (:id . 65))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 133) (:start . 132)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s6.220) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101969@unknown@formal@none@1@S@As shown in this paper, the RAG1 core was derived from a Transib TPase, but given the low identity between the Transib TPase and the RAG1 core (14%–17%) it is not clear whether the ancestral transposon was a member of the group of canonical Transib transposons preserved in modern genomes of insects, hydra, and sea urchin (see Figure 1), or a member of an unknown group of Transib transposons that encoded a TPase that was more similar to RAG1 core than to the canonical TPase from the currently known Transib transposons.@(((:tag . "IN") (:stem . "as") (:form . 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"PRP") (:stem . "it") (:form . "it") (:end . 155) (:start . 153)\n (:id . 75))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 158) (:start . 156)\n (:id . 76))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 162) (:start . 159)\n (:id . 77))\n ((:tag . "JJ") (:stem . "clear") (:form . "clear") (:end . 168)\n (:start . 163) (:id . 78))\n ((:tag . "IN") (:stem . "whether") (:form . "whether") (:end . 176)\n (:start . 169) (:id . 79))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 180) (:start . 177)\n (:id . 80))\n ((:tag . "JJ") (:stem . "ancestral") (:form . "ancestral") (:end . 190)\n (:start . 181) (:id . 81))\n ((:tag . "NN") (:stem . "transposon") (:form . "transposon") (:end . 201)\n (:start . 191) (:id . 82))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 205) (:start . 202)\n (:id . 83))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 207) (:start . 206)\n (:id . 84))\n ((:tag . "NN") (:stem . "member") (:form . "member") (:end . 214)\n (:start . 208) (:id . 85))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 217) (:start . 215)\n (:id . 86))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 221) (:start . 218)\n (:id . 87))\n ((:tag . "NN") (:stem . "group") (:form . "group") (:end . 227)\n (:start . 222) (:id . 88))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 230) (:start . 228)\n (:id . 89))\n ((:tag . "JJ") (:stem . "canonical") (:form . "canonical") (:end . 240)\n (:start . 231) (:id . 90))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 248)\n (:start . 241) (:id . 91))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 260)\n (:start . 249) (:id . 92))\n ((:tag . "VBN") (:stem . "preserve") (:form . "preserved") (:end . 270)\n (:start . 261) (:id . 93))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 273) (:start . 271)\n (:id . 94))\n ((:tag . "JJ") (:stem . "modern") (:form . 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"unknown") (:end . 364)\n (:start . 357) (:id . 116))\n ((:tag . "NN") (:stem . "group") (:form . "group") (:end . 370)\n (:start . 365) (:id . 117))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 373) (:start . 371)\n (:id . 118))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 381)\n (:start . 374) (:id . 119))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 393)\n (:start . 382) (:id . 120))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 398) (:start . 394)\n (:id . 121))\n ((:tag . "VBD") (:stem . "encode") (:form . "encoded") (:end . 406)\n (:start . 399) (:id . 122))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 408) (:start . 407)\n (:id . 123))\n ((:tag . "NN") (:stem . "tpase") (:form . "TPase") (:end . 414)\n (:start . 409) (:id . 124))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 419) (:start . 415)\n (:id . 125))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 423) (:start . 420)\n (:id . 126))\n ((:tag . "RBR") (:stem . "more") (:form . "more") (:end . 428) (:start . 424)\n (:id . 127))\n ((:tag . "JJ") (:stem . "similar") (:form . "similar") (:end . 436)\n (:start . 429) (:id . 128))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 439) (:start . 437)\n (:id . 129))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 444) (:start . 440)\n (:id . 130))\n ((:tag . "NN") (:stem . "core") (:form . "core") (:end . 449) (:start . 445)\n (:id . 131))\n ((:tag . "IN") (:stem . "than") (:form . "than") (:end . 454) (:start . 450)\n (:id . 132))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 457) (:start . 455)\n (:id . 133))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 461) (:start . 458)\n (:id . 134))\n ((:tag . "JJ") (:stem . "canonical") (:form . "canonical") (:end . 471)\n (:start . 462) (:id . 135))\n ((:tag . "NN") (:stem . "tpase") (:form . "TPase") (:end . 477)\n (:start . 472) (:id . 136))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 482) (:start . 478)\n (:id . 137))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 486) (:start . 483)\n (:id . 138))\n ((:tag . "RB") (:stem . "currently") (:form . "currently") (:end . 496)\n (:start . 487) (:id . 139))\n ((:tag . "VBN") (:stem . "know") (:form . "known") (:end . 502)\n (:start . 497) (:id . 140))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 510)\n (:start . 503) (:id . 141))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 522)\n (:start . 511) (:id . 142))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 523) (:start . 522)\n (:id . 143)))@@@1@102@((:hcues ((:id . :x6.230.1) (:span 339 341))\n ((:id . :x6.230.2) (:span 169 176)) ((:id . :x6.230.3) (:span 159 168)))\n (:hscopes ((:id . :x6.230.1) (:span 206 522))\n ((:id . :x6.230.2) (:span 169 522)) ((:id . :x6.230.3) (:span 159 522)))\n (:identifiers (:sid . :s6.230) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101979@unknown@formal@none@1@S@Nevertheless, based on the orientations and relative positions of these transposons, none of them appears to be associated with the RAG1-like sequences (see Figure 5).@(((:tag . "RB") (:stem . "nevertheless") (:form . "Nevertheless") (:end . 12)\n (:start . 0) (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 13) (:start . 12)\n (:id . 43))\n ((:tag . "VBN") (:stem . "base") (:form . "based") (:end . 19) (:start . 14)\n (:id . 44))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 22) (:start . 20)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 26) (:start . 23)\n (:id . 46))\n ((:tag . "NNS") (:stem . "orientation") (:form . "orientations") (:end . 39)\n (:start . 27) (:id . 47))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 43) (:start . 40)\n (:id . 48))\n ((:tag . "JJ") (:stem . "relative") (:form . "relative") (:end . 52)\n (:start . 44) (:id . 49))\n ((:tag . "NNS") (:stem . "position") (:form . "positions") (:end . 62)\n (:start . 53) (:id . 50))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 65) (:start . 63)\n (:id . 51))\n ((:tag . "DT") (:stem . "these") (:form . "these") (:end . 71) (:start . 66)\n (:id . 52))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 83)\n (:start . 72) (:id . 53))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 84) (:start . 83)\n (:id . 54))\n ((:tag . "NN") (:stem . "none") (:form . "none") (:end . 89) (:start . 85)\n (:id . 55))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 92) (:start . 90)\n (:id . 56))\n ((:tag . "PRP") (:stem . "them") (:form . "them") (:end . 97) (:start . 93)\n (:id . 57))\n ((:tag . "VBZ") (:stem . "appear") (:form . "appears") (:end . 105)\n (:start . 98) (:id . 58))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 108) (:start . 106)\n (:id . 59))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 111) (:start . 109)\n (:id . 60))\n ((:tag . "VBN") (:stem . "associate") (:form . "associated") (:end . 122)\n (:start . 112) (:id . 61))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 127) (:start . 123)\n (:id . 62))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 131) (:start . 128)\n (:id . 63))\n ((:tag . "JJ") (:stem . "rag1-like") (:form . "RAG1-like") (:end . 141)\n (:start . 132) (:id . 64))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 151)\n (:start . 142) (:id . 65))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 153) (:start . 152)\n (:id . 66))\n ((:tag . "VB") (:stem . "see") (:form . "see") (:end . 156) (:start . 153)\n (:id . 67))\n ((:tag . "NNP") (:stem . "Figure") (:form . "Figure") (:end . 163)\n (:start . 157) (:id . 68))\n ((:tag . "CD") (:stem . "5") (:form . "5") (:end . 165) (:start . 164)\n (:id . 69))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 166) (:start . 165)\n (:id . 70))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 167) (:start . 166)\n (:id . 71)))@@@1@30@((:hcues ((:id . :x6.240.2) (:span 98 105)))\n (:ncues ((:id . :x6.240.1) (:span 85 89)))\n (:hscopes ((:id . :x6.240.2) (:span 85 151)))\n (:nscopes ((:id . :x6.240.1) (:span 85 151)))\n (:identifiers (:sid . :s6.240) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101989@unknown@formal@none@1@S@In the sea urchin, lancelet, hydra, and starlet sea anemone genomes, the RAG1 core–like sequences and the N-terminal domain–like sequences do not appear to be linked to each other or to any other proteins.@(((:tag . "IN") (:stem . "in") (:form . "In") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 6) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "sea") (:form . "sea") (:end . 10) (:start . 7)\n (:id . 44))\n ((:tag . "NN") (:stem . "urchin") (:form . "urchin") (:end . 17)\n (:start . 11) (:id . 45))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 18) (:start . 17)\n (:id . 46))\n ((:tag . "NN") (:stem . "lancelet") (:form . "lancelet") (:end . 27)\n (:start . 19) (:id . 47))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 28) (:start . 27)\n (:id . 48))\n ((:tag . "NN") (:stem . "hydra") (:form . "hydra") (:end . 34) (:start . 29)\n (:id . 49))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 35) (:start . 34)\n (:id . 50))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 39) (:start . 36)\n (:id . 51))\n ((:tag . "NN") (:stem . "starlet") (:form . "starlet") (:end . 47)\n (:start . 40) (:id . 52))\n ((:tag . "NN") (:stem . "sea") (:form . "sea") (:end . 51) (:start . 48)\n (:id . 53))\n ((:tag . "NN") (:stem . "anemone") (:form . "anemone") (:end . 59)\n (:start . 52) (:id . 54))\n ((:tag . "NNS") (:stem . "genome") (:form . "genomes") (:end . 67)\n (:start . 60) (:id . 55))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 68) (:start . 67)\n (:id . 56))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 72) (:start . 69)\n (:id . 57))\n ((:tag . "NN") (:stem . "rag1") (:form . "RAG1") (:end . 77) (:start . 73)\n (:id . 58))\n ((:tag . "JJ") (:stem . "core–like") (:form . "core–like") (:end . 87)\n (:start . 78) (:id . 59))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 97)\n (:start . 88) (:id . 60))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 101) (:start . 98)\n (:id . 61))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 105) (:start . 102)\n (:id . 62))\n ((:tag . "JJ") (:stem . "n-terminal") (:form . "N-terminal") (:end . 116)\n (:start . 106) (:id . 63))\n ((:tag . "JJ") (:stem . "domain–like") (:form . "domain–like") (:end . 128)\n (:start . 117) (:id . 64))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 138)\n (:start . 129) (:id . 65))\n ((:tag . "VBP") (:stem . "do") (:form . "do") (:end . 141) (:start . 139)\n (:id . 66))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 145) (:start . 142)\n (:id . 67))\n ((:tag . "VB") (:stem . "appear") (:form . "appear") (:end . 152)\n (:start . 146) (:id . 68))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 155) (:start . 153)\n (:id . 69))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 158) (:start . 156)\n (:id . 70))\n ((:tag . "VBN") (:stem . "link") (:form . "linked") (:end . 165)\n (:start . 159) (:id . 71))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 168) (:start . 166)\n (:id . 72))\n ((:tag . "DT") (:stem . "each") (:form . "each") (:end . 173) (:start . 169)\n (:id . 73))\n ((:tag . "JJ") (:stem . "other") (:form . "other") (:end . 179)\n (:start . 174) (:id . 74))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 182) (:start . 180)\n (:id . 75))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 185) (:start . 183)\n (:id . 76))\n ((:tag . "DT") (:stem . "any") (:form . "any") (:end . 189) (:start . 186)\n (:id . 77))\n ((:tag . "JJ") (:stem . "other") (:form . "other") (:end . 195)\n (:start . 190) (:id . 78))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 204)\n (:start . 196) (:id . 79))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 205) (:start . 204)\n (:id . 80)))@@@1@39@((:hcues ((:id . :x6.250.2) (:span 146 152)))\n (:ncues ((:id . :x6.250.1) (:span 142 145)))\n (:hscopes ((:id . :x6.250.2) (:span 69 204)))\n (:nscopes ((:id . :x6.250.1) (:span 69 204)))\n (:identifiers (:sid . :s6.250) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5101999@unknown@formal@none@1@S@Again, it is unclear if this part is not present in sea urchins or simply undetectable due to its small size and the high sequence divergence.@(((:tag . "RB") (:stem . "again") (:form . "Again") (:end . 5) (:start . 0)\n (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 6) (:start . 5) (:id . 43))\n ((:tag . "PRP") (:stem . "it") (:form . "it") (:end . 9) (:start . 7)\n (:id . 44))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 12) (:start . 10)\n (:id . 45))\n ((:tag . "JJ") (:stem . "unclear") (:form . "unclear") (:end . 20)\n (:start . 13) (:id . 46))\n ((:tag . "IN") (:stem . "if") (:form . "if") (:end . 23) (:start . 21)\n (:id . 47))\n ((:tag . "DT") (:stem . "this") (:form . "this") (:end . 28) (:start . 24)\n (:id . 48))\n ((:tag . "NN") (:stem . "part") (:form . "part") (:end . 33) (:start . 29)\n (:id . 49))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 36) (:start . 34)\n (:id . 50))\n ((:tag . "RB") (:stem . "not") (:form . "not") (:end . 40) (:start . 37)\n (:id . 51))\n ((:tag . "JJ") (:stem . "present") (:form . "present") (:end . 48)\n (:start . 41) (:id . 52))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 51) (:start . 49)\n (:id . 53))\n ((:tag . "NN") (:stem . "sea") (:form . "sea") (:end . 55) (:start . 52)\n (:id . 54))\n ((:tag . "NNS") (:stem . "urchin") (:form . "urchins") (:end . 63)\n (:start . 56) (:id . 55))\n ((:tag . "CC") (:stem . "or") (:form . "or") (:end . 66) (:start . 64)\n (:id . 56))\n ((:tag . "RB") (:stem . "simply") (:form . "simply") (:end . 73)\n (:start . 67) (:id . 57))\n ((:tag . "JJ") (:stem . "undetectable") (:form . "undetectable") (:end . 86)\n (:start . 74) (:id . 58))\n ((:tag . "IN") (:stem . "due") (:form . "due") (:end . 90) (:start . 87)\n (:id . 59))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 93) (:start . 91)\n (:id . 60))\n ((:tag . "PRP$") (:stem . "its") (:form . "its") (:end . 97) (:start . 94)\n (:id . 61))\n ((:tag . "JJ") (:stem . "small") (:form . "small") (:end . 103) (:start . 98)\n (:id . 62))\n ((:tag . "NN") (:stem . "size") (:form . "size") (:end . 108) (:start . 104)\n (:id . 63))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 112) (:start . 109)\n (:id . 64))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 116) (:start . 113)\n (:id . 65))\n ((:tag . "JJ") (:stem . "high") (:form . "high") (:end . 121) (:start . 117)\n (:id . 66))\n ((:tag . "NN") (:stem . "sequence") (:form . "sequence") (:end . 130)\n (:start . 122) (:id . 67))\n ((:tag . "NN") (:stem . "divergence") (:form . "divergence") (:end . 141)\n (:start . 131) (:id . 68))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 142) (:start . 141)\n (:id . 69)))@@@1@28@((:hcues ((:id . :x6.260.2) (:span 64 66)) ((:id . :x6.260.3) (:span 21 23))\n ((:id . :x6.260.4) (:span 13 20)))\n (:ncues ((:id . :x6.260.1) (:span 37 40)))\n (:hscopes ((:id . :x6.260.2) (:span 37 63))\n ((:id . :x6.260.3) (:span 21 141)) ((:id . :x6.260.4) (:span 13 141)))\n (:nscopes ((:id . :x6.260.1) (:span 37 86)))\n (:identifiers (:sid . :s6.260) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102009@unknown@formal@none@1@S@The observed sequence similarity between the RAG1 and Transib TPase protein can help to identify aa residues in the TPase that are crucial for transposition of Transib transposons.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "VBN") (:stem . "observe") (:form . "observed") (:end . 12)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "sequence") (:form . 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"help") (:end . 84) (:start . 80)\n (:id . 54))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 87) (:start . 85)\n (:id . 55))\n ((:tag . "VB") (:stem . "identify") (:form . "identify") (:end . 96)\n (:start . 88) (:id . 56))\n ((:tag . "JJ") (:stem . "aa") (:form . "aa") (:end . 99) (:start . 97)\n (:id . 57))\n ((:tag . "NNS") (:stem . "residue") (:form . "residues") (:end . 108)\n (:start . 100) (:id . 58))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 111) (:start . 109)\n (:id . 59))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 115) (:start . 112)\n (:id . 60))\n ((:tag . "NNP") (:stem . "TPase") (:form . "TPase") (:end . 121)\n (:start . 116) (:id . 61))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 126) (:start . 122)\n (:id . 62))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 130) (:start . 127)\n (:id . 63))\n ((:tag . "JJ") (:stem . "crucial") (:form . "crucial") (:end . 138)\n (:start . 131) (:id . 64))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 142) (:start . 139)\n (:id . 65))\n ((:tag . "NN") (:stem . "transposition") (:form . "transposition")\n (:end . 156) (:start . 143) (:id . 66))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 159) (:start . 157)\n (:id . 67))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 167)\n (:start . 160) (:id . 68))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 179)\n (:start . 168) (:id . 69))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 180) (:start . 179)\n (:id . 70)))@@@1@29@((:hcues ((:id . :x6.270.1) (:span 76 79)))\n (:hscopes ((:id . :x6.270.1) (:span 76 179)))\n (:identifiers (:sid . :s6.270) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102019@unknown@formal@none@1@S@Second, although RAG1/2-mediated transpositions are characterized by 5-bp (sometimes 4-bp) TSDs, all known hAT transposons are characterized by 8-bp TSDs.@(((:tag . "RB") (:stem . "second") (:form . "Second") (:end . 6) (:start . 0)\n (:id . 42))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 7) (:start . 6) (:id . 43))\n ((:tag . "IN") (:stem . "although") (:form . "although") (:end . 16)\n (:start . 8) (:id . 44))\n ((:tag . "JJ") (:stem . "rag1/2-mediated") (:form . "RAG1/2-mediated")\n (:end . 32) (:start . 17) (:id . 45))\n ((:tag . "NNS") (:stem . "transposition") (:form . "transpositions")\n (:end . 47) (:start . 33) (:id . 46))\n ((:tag . "VBP") (:stem . 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"VBN") (:stem . "know") (:form . "known") (:end . 106)\n (:start . 101) (:id . 58))\n ((:tag . "NN") (:stem . "hat") (:form . "hAT") (:end . 110) (:start . 107)\n (:id . 59))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 122)\n (:start . 111) (:id . 60))\n ((:tag . "VBP") (:stem . "be") (:form . "are") (:end . 126) (:start . 123)\n (:id . 61))\n ((:tag . "VBN") (:stem . "characterize") (:form . "characterized")\n (:end . 140) (:start . 127) (:id . 62))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 143) (:start . 141)\n (:id . 63))\n ((:tag . "JJ") (:stem . "8-bp") (:form . "8-bp") (:end . 148) (:start . 144)\n (:id . 64))\n ((:tag . "NNS") (:stem . "tsd") (:form . "TSDs") (:end . 153) (:start . 149)\n (:id . 65))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 154) (:start . 153)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s6.280) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102029@unknown@formal@none@1@S@Partially assembled S. purpuratus contig sequences were downloaded on 12 August 2004 from the Baylor College of Medicine through the Web site at ftp://ftp.hgsc.bcm.tmc.edu/pub/data/Spurpuratus/blast/Spur20030922-genome.@(((:tag . "RB") (:stem . "partially") (:form . "Partially") (:end . 9)\n (:start . 0) (:id . 42))\n ((:tag . "VBD") (:stem . "assemble") (:form . "assembled") (:end . 19)\n (:start . 10) (:id . 43))\n ((:tag . "NNP") (:stem . "S.") (:form . "S.") (:end . 22) (:start . 20)\n (:id . 44))\n ((:tag . "NN") (:stem . "purpuratus") (:form . "purpuratus") (:end . 33)\n (:start . 23) (:id . 45))\n ((:tag . "NN") (:stem . "contig") (:form . "contig") (:end . 40)\n (:start . 34) (:id . 46))\n ((:tag . "NNS") (:stem . "sequence") (:form . "sequences") (:end . 50)\n (:start . 41) (:id . 47))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 55) (:start . 51)\n (:id . 48))\n ((:tag . "VBN") (:stem . "downloade") (:form . "downloaded") (:end . 66)\n (:start . 56) (:id . 49))\n ((:tag . "IN") (:stem . "on") (:form . "on") (:end . 69) (:start . 67)\n (:id . 50))\n ((:tag . "CD") (:stem . "12") (:form . "12") (:end . 72) (:start . 70)\n (:id . 51))\n ((:tag . "NNP") (:stem . "August") (:form . "August") (:end . 79)\n (:start . 73) (:id . 52))\n ((:tag . "CD") (:stem . "2004") (:form . "2004") (:end . 84) (:start . 80)\n (:id . 53))\n ((:tag . "IN") (:stem . "from") (:form . "from") (:end . 89) (:start . 85)\n (:id . 54))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 93) (:start . 90)\n (:id . 55))\n ((:tag . "NNP") (:stem . "Baylor") (:form . "Baylor") (:end . 100)\n (:start . 94) (:id . 56))\n ((:tag . "NNP") (:stem . "College") (:form . "College") (:end . 108)\n (:start . 101) (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 111) (:start . 109)\n (:id . 58))\n ((:tag . "NNP") (:stem . "Medicine") (:form . "Medicine") (:end . 120)\n (:start . 112) (:id . 59))\n ((:tag . "IN") (:stem . "through") (:form . "through") (:end . 128)\n (:start . 121) (:id . 60))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 132) (:start . 129)\n (:id . 61))\n ((:tag . "NNP") (:stem . "Web") (:form . "Web") (:end . 136) (:start . 133)\n (:id . 62))\n ((:tag . "NN") (:stem . "site") (:form . "site") (:end . 141) (:start . 137)\n (:id . 63))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 144) (:start . 142)\n (:id . 64))\n ((:tag . "NN")\n (:stem\n . "ftp://ftp.hgsc.bcm.tmc.edu/pub/data/Spurpuratus/blast/Spur20030922-genome")\n (:form\n . "ftp://ftp.hgsc.bcm.tmc.edu/pub/data/Spurpuratus/blast/Spur20030922-genome")\n (:end . 218) (:start . 145) (:id . 65))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 219) (:start . 218)\n (:id . 66)))@@@1@25@((:identifiers (:sid . :s6.290) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102039@unknown@formal@none@1@S@To avoid background noise introduced by mutations, Transib relics, whose TPase-coding regions contained numerous stop codons and indels, were ignored unless several copies were available.@(((:tag . "TO") (:stem . "to") (:form . "To") (:end . 2) (:start . 0)\n (:id . 42))\n ((:tag . "VB") (:stem . "avoid") (:form . "avoid") (:end . 8) (:start . 3)\n (:id . 43))\n ((:tag . "NN") (:stem . "background") (:form . "background") (:end . 19)\n (:start . 9) (:id . 44))\n ((:tag . "NN") (:stem . "noise") (:form . "noise") (:end . 25) (:start . 20)\n (:id . 45))\n ((:tag . "VBN") (:stem . "introduce") (:form . "introduced") (:end . 36)\n (:start . 26) (:id . 46))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 39) (:start . 37)\n (:id . 47))\n ((:tag . "NNS") (:stem . "mutation") (:form . "mutations") (:end . 49)\n (:start . 40) (:id . 48))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 50) (:start . 49)\n (:id . 49))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 58)\n (:start . 51) (:id . 50))\n ((:tag . "NNS") (:stem . "relic") (:form . "relics") (:end . 65)\n (:start . 59) (:id . 51))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 66) (:start . 65)\n (:id . 52))\n ((:tag . "WP$") (:stem . "whose") (:form . "whose") (:end . 72) (:start . 67)\n (:id . 53))\n ((:tag . "NN") (:stem . "tpase-coding") (:form . "TPase-coding") (:end . 85)\n (:start . 73) (:id . 54))\n ((:tag . "NNS") (:stem . "region") (:form . "regions") (:end . 93)\n (:start . 86) (:id . 55))\n ((:tag . "VBD") (:stem . "contain") (:form . "contained") (:end . 103)\n (:start . 94) (:id . 56))\n ((:tag . "JJ") (:stem . "numerous") (:form . "numerous") (:end . 112)\n (:start . 104) (:id . 57))\n ((:tag . "NN") (:stem . "stop") (:form . "stop") (:end . 117) (:start . 113)\n (:id . 58))\n ((:tag . "NNS") (:stem . "codon") (:form . "codons") (:end . 124)\n (:start . 118) (:id . 59))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 128) (:start . 125)\n (:id . 60))\n ((:tag . "NNS") (:stem . "indel") (:form . "indels") (:end . 135)\n (:start . 129) (:id . 61))\n ((:tag . ",") (:stem . ",") (:form . ",") (:end . 136) (:start . 135)\n (:id . 62))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 141) (:start . 137)\n (:id . 63))\n ((:tag . "VBN") (:stem . "ignore") (:form . "ignored") (:end . 149)\n (:start . 142) (:id . 64))\n ((:tag . "IN") (:stem . "unless") (:form . "unless") (:end . 156)\n (:start . 150) (:id . 65))\n ((:tag . "JJ") (:stem . "several") (:form . "several") (:end . 164)\n (:start . 157) (:id . 66))\n ((:tag . "NNS") (:stem . "copy") (:form . "copies") (:end . 171)\n (:start . 165) (:id . 67))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 176) (:start . 172)\n (:id . 68))\n ((:tag . "JJ") (:stem . "available") (:form . "available") (:end . 186)\n (:start . 177) (:id . 69))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 187) (:start . 186)\n (:id . 70)))@@@1@29@((:identifiers (:sid . :s6.300) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102049@unknown@formal@none@1@S@A standalone 2001 version of PSI (Position-Specific Iterating)-BLAST [18,45] was used for detection of proteins that were significantly similar to TPases encoded by Transib and other superfamilies of DNA transposons.@(((:tag . "DT") (:stem . "a") (:form . "A") (:end . 1) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "standalone") (:form . "standalone") (:end . 12)\n (:start . 2) (:id . 43))\n ((:tag . "CD") (:stem . "2001") (:form . "2001") (:end . 17) (:start . 13)\n (:id . 44))\n ((:tag . "NN") (:stem . "version") (:form . "version") (:end . 25)\n (:start . 18) (:id . 45))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 28) (:start . 26)\n (:id . 46))\n ((:tag . "NNP") (:stem . "PSI") (:form . "PSI") (:end . 32) (:start . 29)\n (:id . 47))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 34) (:start . 33)\n (:id . 48))\n ((:tag . "JJ") (:stem . "position-specific") (:form . "Position-Specific")\n (:end . 51) (:start . 34) (:id . 49))\n ((:tag . "NN") (:stem . "Iterating)-BLAST") (:form . "Iterating)-BLAST")\n (:end . 68) (:start . 52) (:id . 50))\n ((:tag . "(") (:stem . "[") (:form . "[") (:end . 70) (:start . 69)\n (:id . 51))\n ((:tag . "CD") (:stem . "18,45") (:form . "18,45") (:end . 75) (:start . 70)\n (:id . 52))\n ((:tag . ")") (:stem . "]") (:form . "]") (:end . 76) (:start . 75)\n (:id . 53))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 80) (:start . 77)\n (:id . 54))\n ((:tag . "VBN") (:stem . "use") (:form . "used") (:end . 85) (:start . 81)\n (:id . 55))\n ((:tag . "IN") (:stem . "for") (:form . "for") (:end . 89) (:start . 86)\n (:id . 56))\n ((:tag . "NN") (:stem . "detection") (:form . "detection") (:end . 99)\n (:start . 90) (:id . 57))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 102) (:start . 100)\n (:id . 58))\n ((:tag . "NNS") (:stem . "protein") (:form . "proteins") (:end . 111)\n (:start . 103) (:id . 59))\n ((:tag . "WDT") (:stem . "that") (:form . "that") (:end . 116) (:start . 112)\n (:id . 60))\n ((:tag . "VBD") (:stem . "be") (:form . "were") (:end . 121) (:start . 117)\n (:id . 61))\n ((:tag . "RB") (:stem . "significantly") (:form . "significantly")\n (:end . 135) (:start . 122) (:id . 62))\n ((:tag . "JJ") (:stem . "similar") (:form . "similar") (:end . 143)\n (:start . 136) (:id . 63))\n ((:tag . "TO") (:stem . "to") (:form . "to") (:end . 146) (:start . 144)\n (:id . 64))\n ((:tag . "NNS") (:stem . "tpas") (:form . "TPases") (:end . 153)\n (:start . 147) (:id . 65))\n ((:tag . "VBN") (:stem . "encode") (:form . "encoded") (:end . 161)\n (:start . 154) (:id . 66))\n ((:tag . "IN") (:stem . "by") (:form . "by") (:end . 164) (:start . 162)\n (:id . 67))\n ((:tag . "NNP") (:stem . "Transib") (:form . "Transib") (:end . 172)\n (:start . 165) (:id . 68))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 176) (:start . 173)\n (:id . 69))\n ((:tag . "JJ") (:stem . "other") (:form . "other") (:end . 182)\n (:start . 177) (:id . 70))\n ((:tag . "NNS") (:stem . "superfamily") (:form . "superfamilies")\n (:end . 196) (:start . 183) (:id . 71))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 199) (:start . 197)\n (:id . 72))\n ((:tag . "NN") (:stem . "dna") (:form . "DNA") (:end . 203) (:start . 200)\n (:id . 73))\n ((:tag . "NNS") (:stem . "transposon") (:form . "transposons") (:end . 215)\n (:start . 204) (:id . 74))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 216) (:start . 215)\n (:id . 75)))@@@1@34@((:identifiers (:sid . :s6.310) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102059@unknown@formal@none@1@S@The following protocol describes the procedure: (1) Use a GenBank set combined with N number of Transib TPases (in our studies, N was equal to 7, 13, and 18), (2) run PSI-BLAST against GenBank combined with TPases using each TPase as a query or seed, (3) select only Transib TPase sequences with E-values less than 10-5 to define the PSSM, (4) take the best E-value (Ei) obtained by PSI-BLAST for RAG1s when PSSM is constructed without RAG1, then (5) repeat these operations for different numbers (N) of TPases.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "VBG") (:stem . "follow") (:form . "following") (:end . 13)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "protocol") (:form . 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"Proteins") (:end . 62)\n (:start . 54) (:id . 51)))@@@1@10@((:identifiers (:sid . :s6.340) (:did . :pmc1131882) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|FigureLegend|)))@oe@9-2-2011 5102089@unknown@formal@none@1@S@Dots indicate nucleotide identity with the consensus sequence; hyphens represent alignment gaps.@(((:tag . "NNS") (:stem . "dot") (:form . "Dots") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "VBP") (:stem . "indicate") (:form . "indicate") (:end . 13)\n (:start . 5) (:id . 43))\n ((:tag . "NN") (:stem . "nucleotide") (:form . "nucleotide") (:end . 24)\n (:start . 14) (:id . 44))\n ((:tag . "NN") (:stem . "identity") (:form . "identity") (:end . 33)\n (:start . 25) (:id . 45))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 38) (:start . 34)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 42) (:start . 39)\n (:id . 47))\n ((:tag . "NN") (:stem . "consensus") (:form . 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"Development") (:end . 63)\n (:start . 52) (:id . 50)))@@@1@9@((:identifiers (:sid . :s7.1) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Title|)))@oe@9-2-2011 5102139@unknown@formal@none@1@S@Adenosine deaminase (ADA) is an enzyme present in all organisms that catalyzes the irreversible deamination of adenosine and deoxyadenosine to inosine and deoxyinosine.@(((:tag . "NNP") (:stem . "Adenosine") (:form . "Adenosine") (:end . 9)\n (:start . 0) (:id . 42))\n ((:tag . "NNP") (:stem . "deaminase") (:form . "deaminase") (:end . 19)\n (:start . 10) (:id . 43))\n ((:tag . "(") (:stem . "(") (:form . "(") (:end . 21) (:start . 20)\n (:id . 44))\n ((:tag . "NNP") (:stem . "ADA") (:form . "ADA") (:end . 24) (:start . 21)\n (:id . 45))\n ((:tag . ")") (:stem . ")") (:form . ")") (:end . 25) (:start . 24)\n (:id . 46))\n ((:tag . "VBZ") (:stem . "be") (:form . "is") (:end . 28) (:start . 26)\n (:id . 47))\n ((:tag . "DT") (:stem . "an") (:form . 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(:end . 168) (:start . 167)\n (:id . 67)))@@@1@26@((:identifiers (:sid . :s7.11) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102149@unknown@formal@none@1@S@The predominant source of extracellular adenosine during systemic activation of the stress system is the sympathetic nervous system [7].@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "predominant") (:form . "predominant") (:end . 15)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "source") (:form . "source") (:end . 22)\n (:start . 16) (:id . 44))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 25) (:start . 23)\n (:id . 45))\n ((:tag . "JJ") (:stem . "extracellular") (:form . "extracellular")\n (:end . 39) (:start . 26) (:id . 46))\n ((:tag . "NN") (:stem . "adenosine") (:form . "adenosine") (:end . 49)\n (:start . 40) (:id . 47))\n ((:tag . "IN") (:stem . "during") (:form . 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(:end . 191) (:start . 190)\n (:id . 72)))@@@1@31@((:identifiers (:sid . :s7.31) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102169@unknown@formal@none@1@S@Some homozygous third-instar larvae can be found alive in the vial even after 10 d of development.@(((:tag . "DT") (:stem . "some") (:form . "Some") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "JJ") (:stem . "homozygous") (:form . "homozygous") (:end . 15)\n (:start . 5) (:id . 43))\n ((:tag . "JJ") (:stem . "third-instar") (:form . "third-instar") (:end . 28)\n (:start . 16) (:id . 44))\n ((:tag . "NNS") (:stem . "larva") (:form . "larvae") (:end . 35)\n (:start . 29) (:id . 45))\n ((:tag . "MD") (:stem . "can") (:form . "can") (:end . 39) (:start . 36)\n (:id . 46))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 42) (:start . 40)\n (:id . 47))\n ((:tag . "VBN") (:stem . "find") (:form . "found") (:end . 48) (:start . 43)\n (:id . 48))\n ((:tag . 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(:end . 98) (:start . 97)\n (:id . 59)))@@@1@18@((:identifiers (:sid . :s7.41) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102179@unknown@formal@none@1@S@This result confirms that the mutant phenotype is caused by the mutation in the ADGF-A gene.@(((:tag . "DT") (:stem . "this") (:form . "This") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "result") (:form . "result") (:end . 11) (:start . 5)\n (:id . 43))\n ((:tag . "VBZ") (:stem . "confirm") (:form . "confirms") (:end . 20)\n (:start . 12) (:id . 44))\n ((:tag . "IN") (:stem . "that") (:form . "that") (:end . 25) (:start . 21)\n (:id . 45))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 29) (:start . 26)\n (:id . 46))\n ((:tag . "JJ") (:stem . "mutant") (:form . "mutant") (:end . 36)\n (:start . 30) (:id . 47))\n ((:tag . "NN") (:stem . "phenotype") (:form . "phenotype") (:end . 46)\n (:start . 37) (:id . 48))\n ((:tag . 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(:end . 92) (:start . 91)\n (:id . 58)))@@@1@17@((:identifiers (:sid . :s7.51) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102189@unknown@formal@none@1@S@Each experiment was repeated at least four times (with 20–30 animals in each vial) and the standard error is shown.@(((:tag . "DT") (:stem . "each") (:form . "Each") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "NN") (:stem . "experiment") (:form . "experiment") (:end . 15)\n (:start . 5) (:id . 43))\n ((:tag . "VBD") (:stem . "be") (:form . "was") (:end . 19) (:start . 16)\n (:id . 44))\n ((:tag . "VBN") (:stem . "repeat") (:form . "repeated") (:end . 28)\n (:start . 20) (:id . 45))\n ((:tag . "IN") (:stem . "at") (:form . "at") (:end . 31) (:start . 29)\n (:id . 46))\n ((:tag . "JJS") (:stem . "least") (:form . "least") (:end . 37) (:start . 32)\n (:id . 47))\n ((:tag . "CD") (:stem . "four") (:form . 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"IN") (:stem . "of") (:form . "of") (:end . 86) (:start . 84)\n (:id . 55))\n ((:tag . "NNS") (:stem . "hemocyte") (:form . "hemocytes") (:end . 96)\n (:start . 87) (:id . 56))\n ((:tag . ".") (:stem . ".") (:form . ".") (:end . 97) (:start . 96)\n (:id . 57)))@@@1@16@((:hcues ((:id . :x7.141.1) (:span 54 59)) ((:id . :x7.141.2) (:span 17 24)))\n (:hscopes ((:id . :x7.141.1) (:span 30 96))\n ((:id . :x7.141.2) (:span 17 96)))\n (:identifiers (:sid . :s7.141) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102279@unknown@formal@none@1@S@Mutation in a Putative Adenosine Receptor Suppresses the Block of Pupariation in adgf-a@(((:tag . "NN") (:stem . "mutation") (:form . "Mutation") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 11) (:start . 9)\n (:id . 43))\n ((:tag . "DT") (:stem . "a") (:form . "a") (:end . 13) (:start . 12)\n (:id . 44))\n ((:tag . "JJ") (:stem . 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"adgf-a") (:end . 87)\n (:start . 81) (:id . 54)))@@@1@13@((:hcues ((:id . :x7.151.1) (:span 14 22)))\n (:hscopes ((:id . :x7.151.1) (:span 14 41)))\n (:identifiers (:sid . :s7.151) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|SubSectionTitle|)))@oe@9-2-2011 5102289@unknown@formal@none@1@S@Ecdysone Regulation of Development in adgf-a@(((:tag . "NNP") (:stem . "Ecdysone") (:form . "Ecdysone") (:end . 8)\n (:start . 0) (:id . 42))\n ((:tag . "NNP") (:stem . "Regulation") (:form . "Regulation") (:end . 19)\n (:start . 9) (:id . 43))\n ((:tag . "IN") (:stem . "of") (:form . "of") (:end . 22) (:start . 20)\n (:id . 44))\n ((:tag . "NNP") (:stem . "Development") (:form . "Development") (:end . 34)\n (:start . 23) (:id . 45))\n ((:tag . "IN") (:stem . "in") (:form . "in") (:end . 37) (:start . 35)\n (:id . 46))\n ((:tag . "NN") (:stem . "adgf-a") (:form . "adgf-a") (:end . 44)\n (:start . 38) (:id . 47)))@@@1@6@((:identifiers (:sid . :s7.161) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|FigureLegend|)))@oe@9-2-2011 5102299@unknown@formal@none@1@S@The delayed development and low pupariation rate in the adgf-a mutant larvae (see Figures 2A and 7A) could be caused by an effect on hormonal regulation of development.@(((:tag . "DT") (:stem . "the") (:form . "The") (:end . 3) (:start . 0)\n (:id . 42))\n ((:tag . "VBN") (:stem . "delay") (:form . "delayed") (:end . 11)\n (:start . 4) (:id . 43))\n ((:tag . "NN") (:stem . "development") (:form . "development") (:end . 23)\n (:start . 12) (:id . 44))\n ((:tag . "CC") (:stem . "and") (:form . "and") (:end . 27) (:start . 24)\n (:id . 45))\n ((:tag . "JJ") (:stem . "low") (:form . "low") (:end . 31) (:start . 28)\n (:id . 46))\n ((:tag . "NN") (:stem . "pupariation") (:form . "pupariation") (:end . 43)\n (:start . 32) (:id . 47))\n ((:tag . 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(:end . 142) (:start . 141)\n (:id . 63)))@@@1@22@((:hcues ((:id . :x7.261.1) (:span 61 70)))\n (:hscopes ((:id . :x7.261.1) (:span 61 136)))\n (:identifiers (:sid . :s7.261) (:did . :pmc1135298) (:did-type . :pmcid)\n (:dtype . :|Biological_full_article|) (:dpart . :|Text|)))@oe@9-2-2011 5102399@unknown@formal@none@1@S@This would be consistent with the role of adenosine as a “stress hormone” in mammals [6].@(((:tag . "DT") (:stem . "this") (:form . "This") (:end . 4) (:start . 0)\n (:id . 42))\n ((:tag . "MD") (:stem . "would") (:form . "would") (:end . 10) (:start . 5)\n (:id . 43))\n ((:tag . "VB") (:stem . "be") (:form . "be") (:end . 13) (:start . 11)\n (:id . 44))\n ((:tag . "JJ") (:stem . "consistent") (:form . "consistent") (:end . 24)\n (:start . 14) (:id . 45))\n ((:tag . "IN") (:stem . "with") (:form . "with") (:end . 29) (:start . 25)\n (:id . 46))\n ((:tag . "DT") (:stem . "the") (:form . "the") (:end . 33) (:start . 30)\n (:id . 47))\n ((:tag . "NN") (:stem . 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