Data integration in biological research: an overview
Identifieur interne : 000128 ( Main/Exploration ); précédent : 000127; suivant : 000129Data integration in biological research: an overview
Auteurs : Vasileios Lapatas [Grèce] ; Michalis Stefanidakis [Grèce] ; Rafael C. Jimenez ; Allegra Via [Italie] ; Maria Victoria SchneiderSource :
- Journal of Biological Research [ 1790-045X ] ; 2015.
Abstract
Data sharing, integration and annotation are essential to ensure the reproducibility of the analysis and interpretation of the experimental findings. Often these activities are perceived as a role that bioinformaticians and computer scientists have to take with no or little input from the experimental biologist. On the contrary, biological researchers, being the producers and often the end users of such data, have a big role in enabling biological data integration. The quality and usefulness of data integration depend on the existence and adoption of standards, shared formats, and mechanisms that are suitable for biological researchers to submit and annotate the data, so it can be easily searchable, conveniently linked and consequently used for further biological analysis and discovery. Here, we provide background on what is data integration from a computational science point of view, how it has been applied to biological research, which key aspects contributed to its success and future directions.
Url:
DOI: 10.1186/s40709-015-0032-5
PubMed: 26336651
PubMed Central: 4557916
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: 000194
- to stream Pmc, to step Curation: 000194
- to stream Pmc, to step Checkpoint: 000118
- to stream Ncbi, to step Merge: 000666
- to stream Ncbi, to step Curation: 000666
- to stream Ncbi, to step Checkpoint: 000666
- to stream Main, to step Merge: 000128
- to stream Main, to step Curation: 000128
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Data integration in biological research: an overview</title><author><name sortKey="Lapatas, Vasileios" sort="Lapatas, Vasileios" uniqKey="Lapatas V" first="Vasileios" last="Lapatas">Vasileios Lapatas</name><affiliation wicri:level="1"><nlm:aff id="Aff1">Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu, 49100 Greece</nlm:aff><country xml:lang="fr">Grèce</country><wicri:regionArea>Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu</wicri:regionArea><wicri:noRegion>Corfu</wicri:noRegion></affiliation></author><author><name sortKey="Stefanidakis, Michalis" sort="Stefanidakis, Michalis" uniqKey="Stefanidakis M" first="Michalis" last="Stefanidakis">Michalis Stefanidakis</name><affiliation wicri:level="1"><nlm:aff id="Aff1">Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu, 49100 Greece</nlm:aff><country xml:lang="fr">Grèce</country><wicri:regionArea>Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu</wicri:regionArea><wicri:noRegion>Corfu</wicri:noRegion></affiliation></author><author><name sortKey="Jimenez, Rafael C" sort="Jimenez, Rafael C" uniqKey="Jimenez R" first="Rafael C." last="Jimenez">Rafael C. Jimenez</name><affiliation><nlm:aff id="Aff2">ELIXIR, Wellcome Trust Genome Campus, Hinxton, CB10 1SD UK</nlm:aff><wicri:noCountry code="subfield">CB10 1SD UK</wicri:noCountry></affiliation></author><author><name sortKey="Via, Allegra" sort="Via, Allegra" uniqKey="Via A" first="Allegra" last="Via">Allegra Via</name><affiliation wicri:level="3"><nlm:aff id="Aff3">Biocomputing Group, Sapienza University, Piazzale Aldo Moro 5, Rome, 00185 Italy</nlm:aff><country xml:lang="fr">Italie</country><wicri:regionArea>Biocomputing Group, Sapienza University, Piazzale Aldo Moro 5, Rome</wicri:regionArea><placeName><settlement type="city">Rome</settlement><region nuts="2">Latium</region></placeName></affiliation></author><author><name sortKey="Schneider, Maria Victoria" sort="Schneider, Maria Victoria" uniqKey="Schneider M" first="Maria Victoria" last="Schneider">Maria Victoria Schneider</name><affiliation><nlm:aff id="Aff4">361° Division, The Genome Analysis Centre, Norwich Research Park, Norwich, NR4 7UH UK</nlm:aff><wicri:noCountry code="subfield">NR4 7UH UK</wicri:noCountry></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">PMC</idno><idno type="pmid">26336651</idno><idno type="pmc">4557916</idno><idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4557916</idno><idno type="RBID">PMC:4557916</idno><idno type="doi">10.1186/s40709-015-0032-5</idno><date when="2015">2015</date><idno type="wicri:Area/Pmc/Corpus">000194</idno><idno type="wicri:Area/Pmc/Curation">000194</idno><idno type="wicri:Area/Pmc/Checkpoint">000118</idno><idno type="wicri:Area/Ncbi/Merge">000666</idno><idno type="wicri:Area/Ncbi/Curation">000666</idno><idno type="wicri:Area/Ncbi/Checkpoint">000666</idno><idno type="wicri:doubleKey">1790-045X:2015:Lapatas V:data:integration:in</idno><idno type="wicri:Area/Main/Merge">000128</idno><idno type="wicri:Area/Main/Curation">000128</idno><idno type="wicri:Area/Main/Exploration">000128</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Data integration in biological research: an overview</title><author><name sortKey="Lapatas, Vasileios" sort="Lapatas, Vasileios" uniqKey="Lapatas V" first="Vasileios" last="Lapatas">Vasileios Lapatas</name><affiliation wicri:level="1"><nlm:aff id="Aff1">Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu, 49100 Greece</nlm:aff><country xml:lang="fr">Grèce</country><wicri:regionArea>Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu</wicri:regionArea><wicri:noRegion>Corfu</wicri:noRegion></affiliation></author><author><name sortKey="Stefanidakis, Michalis" sort="Stefanidakis, Michalis" uniqKey="Stefanidakis M" first="Michalis" last="Stefanidakis">Michalis Stefanidakis</name><affiliation wicri:level="1"><nlm:aff id="Aff1">Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu, 49100 Greece</nlm:aff><country xml:lang="fr">Grèce</country><wicri:regionArea>Department of Informatics, Ionian University, 7 Tsirigoti Square, Corfu</wicri:regionArea><wicri:noRegion>Corfu</wicri:noRegion></affiliation></author><author><name sortKey="Jimenez, Rafael C" sort="Jimenez, Rafael C" uniqKey="Jimenez R" first="Rafael C." last="Jimenez">Rafael C. Jimenez</name><affiliation><nlm:aff id="Aff2">ELIXIR, Wellcome Trust Genome Campus, Hinxton, CB10 1SD UK</nlm:aff><wicri:noCountry code="subfield">CB10 1SD UK</wicri:noCountry></affiliation></author><author><name sortKey="Via, Allegra" sort="Via, Allegra" uniqKey="Via A" first="Allegra" last="Via">Allegra Via</name><affiliation wicri:level="3"><nlm:aff id="Aff3">Biocomputing Group, Sapienza University, Piazzale Aldo Moro 5, Rome, 00185 Italy</nlm:aff><country xml:lang="fr">Italie</country><wicri:regionArea>Biocomputing Group, Sapienza University, Piazzale Aldo Moro 5, Rome</wicri:regionArea><placeName><settlement type="city">Rome</settlement><region nuts="2">Latium</region></placeName></affiliation></author><author><name sortKey="Schneider, Maria Victoria" sort="Schneider, Maria Victoria" uniqKey="Schneider M" first="Maria Victoria" last="Schneider">Maria Victoria Schneider</name><affiliation><nlm:aff id="Aff4">361° Division, The Genome Analysis Centre, Norwich Research Park, Norwich, NR4 7UH UK</nlm:aff><wicri:noCountry code="subfield">NR4 7UH UK</wicri:noCountry></affiliation></author></analytic><series><title level="j">Journal of Biological Research</title><idno type="ISSN">1790-045X</idno><idno type="eISSN">2241-5793</idno><imprint><date when="2015">2015</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>Data sharing, integration and annotation are essential to ensure the reproducibility of the analysis and interpretation of the experimental findings. Often these activities are perceived as a role that bioinformaticians and computer scientists have to take with no or little input from the experimental biologist. On the contrary, biological researchers, being the producers and often the end users of such data, have a big role in enabling biological data integration. The quality and usefulness of data integration depend on the existence and adoption of standards, shared formats, and mechanisms that are suitable for biological researchers to submit and annotate the data, so it can be easily searchable, conveniently linked and consequently used for further biological analysis and discovery. Here, we provide background on what is data integration from a computational science point of view, how it has been applied to biological research, which key aspects contributed to its success and future directions.</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Stamatoyannopoulos, Ja" uniqKey="Stamatoyannopoulos J">JA Stamatoyannopoulos</name></author><author><name sortKey="Snyder, M" uniqKey="Snyder M">M Snyder</name></author><author><name sortKey="Hardison, R" uniqKey="Hardison R">R Hardison</name></author><author><name sortKey="Ren, B" uniqKey="Ren B">B Ren</name></author><author><name sortKey="Gingeras, T" uniqKey="Gingeras T">T Gingeras</name></author><author><name sortKey="Gilbert, Dm" uniqKey="Gilbert D">DM Gilbert</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gomez Cabrero, D" uniqKey="Gomez Cabrero D">D Gomez-Cabrero</name></author><author><name sortKey="Abugessaisa, I" uniqKey="Abugessaisa I">I Abugessaisa</name></author><author><name sortKey="Maier, D" uniqKey="Maier D">D Maier</name></author><author><name sortKey="Teschendorff, A" uniqKey="Teschendorff A">A Teschendorff</name></author><author><name sortKey="Merkenschlager, M" uniqKey="Merkenschlager M">M Merkenschlager</name></author><author><name sortKey="Gisel, A" uniqKey="Gisel A">A Gisel</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ma Yan, A" uniqKey="Ma Yan A">A Ma’ayan</name></author><author><name sortKey="Rouillard, Ad" uniqKey="Rouillard A">AD Rouillard</name></author><author><name sortKey="Clark, Nr" uniqKey="Clark N">NR Clark</name></author><author><name sortKey="Wang, Z" uniqKey="Wang Z">Z Wang</name></author><author><name sortKey="Duan, Q" uniqKey="Duan Q">Q Duan</name></author><author><name sortKey="Kou, Y" uniqKey="Kou Y">Y Kou</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ritchie, Md" uniqKey="Ritchie M">MD Ritchie</name></author><author><name sortKey="Holzinger, Er" uniqKey="Holzinger E">ER Holzinger</name></author><author><name sortKey="Li, R" uniqKey="Li R">R Li</name></author><author><name sortKey="Pendergrass, Sa" uniqKey="Pendergrass S">SA Pendergrass</name></author><author><name sortKey="Kim, D" uniqKey="Kim D">D Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Warde Farley, D" uniqKey="Warde Farley D">D Warde-Farley</name></author><author><name sortKey="Donaldson, Sl" uniqKey="Donaldson S">SL Donaldson</name></author><author><name sortKey="Comes, O" uniqKey="Comes O">O Comes</name></author><author><name sortKey="Zuberi, K" uniqKey="Zuberi K">K Zuberi</name></author><author><name sortKey="Badrawi, R" uniqKey="Badrawi R">R Badrawi</name></author><author><name sortKey="Chao, P" uniqKey="Chao P">P Chao</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rieping, W" uniqKey="Rieping W">W Rieping</name></author><author><name sortKey="Habeck, M" uniqKey="Habeck M">M Habeck</name></author><author><name sortKey="Bardiaux, B" uniqKey="Bardiaux B">B Bardiaux</name></author><author><name sortKey="Bernard, A" uniqKey="Bernard A">A Bernard</name></author><author><name sortKey="Malliavin, Te" uniqKey="Malliavin T">TE Malliavin</name></author><author><name sortKey="Nilges, M" uniqKey="Nilges M">M Nilges</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Jansen, R" uniqKey="Jansen R">R Jansen</name></author><author><name sortKey="Yu, H" uniqKey="Yu H">H Yu</name></author><author><name sortKey="Greenbaum, D" uniqKey="Greenbaum D">D Greenbaum</name></author><author><name sortKey="Kluger, Y" uniqKey="Kluger Y">Y Kluger</name></author><author><name sortKey="Krogan, Nj" uniqKey="Krogan N">NJ Krogan</name></author><author><name sortKey="Chung, S" uniqKey="Chung S">S Chung</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hwang, D" uniqKey="Hwang D">D Hwang</name></author><author><name sortKey="Rust, Ag" uniqKey="Rust A">AG Rust</name></author><author><name sortKey="Ramsey, S" uniqKey="Ramsey S">S Ramsey</name></author><author><name sortKey="Smith, Jj" uniqKey="Smith J">JJ Smith</name></author><author><name sortKey="Leslie, Dm" uniqKey="Leslie D">DM Leslie</name></author><author><name sortKey="Weston, Ad" uniqKey="Weston A">AD Weston</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Myers, Cl" uniqKey="Myers C">CL Myers</name></author><author><name sortKey="Troyanskaya, Og" uniqKey="Troyanskaya O">OG Troyanskaya</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chung, Sy" uniqKey="Chung S">SY Chung</name></author><author><name sortKey="Wong, L" uniqKey="Wong L">L Wong</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Letunic, I" uniqKey="Letunic I">I Letunic</name></author><author><name sortKey="Copley, Rr" uniqKey="Copley R">RR Copley</name></author><author><name sortKey="Schmidt, S" uniqKey="Schmidt S">S Schmidt</name></author><author><name sortKey="Ciccarelli, Fd" uniqKey="Ciccarelli F">FD Ciccarelli</name></author><author><name sortKey="Doerks, T" uniqKey="Doerks T">T Doerks</name></author><author><name sortKey="Schultz, J" uniqKey="Schultz J">J Schultz</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Von Mering, C" uniqKey="Von Mering C">C Von Mering</name></author><author><name sortKey="Jensen, Lj" uniqKey="Jensen L">LJ Jensen</name></author><author><name sortKey="Kuhn, M" uniqKey="Kuhn M">M Kuhn</name></author><author><name sortKey="Chaffron, S" uniqKey="Chaffron S">S Chaffron</name></author><author><name sortKey="Doerks, T" uniqKey="Doerks T">T Doerks</name></author><author><name sortKey="Kruger, B" uniqKey="Kruger B">B Krüger</name></author><author><name sortKey="Snel, B" uniqKey="Snel B">B Snel</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cheung, K H" uniqKey="Cheung K">K-H Cheung</name></author><author><name sortKey="Yip, Ky" uniqKey="Yip K">KY Yip</name></author><author><name sortKey="Smith, A" uniqKey="Smith A">A Smith</name></author><author><name sortKey="Masiar, A" uniqKey="Masiar A">A Masiar</name></author><author><name sortKey="Gerstein, M" uniqKey="Gerstein M">M Gerstein</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Goldovsky, L" uniqKey="Goldovsky L">L Goldovsky</name></author><author><name sortKey="Janssen, P" uniqKey="Janssen P">P Janssen</name></author><author><name sortKey="Ahren, D" uniqKey="Ahren D">D Ahren</name></author><author><name sortKey="Audit, B" uniqKey="Audit B">B Audit</name></author><author><name sortKey="Cases, I" uniqKey="Cases I">I Cases</name></author><author><name sortKey="Darzentas, N" uniqKey="Darzentas N">N Darzentas</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kauppinen, T" uniqKey="Kauppinen T">T Kauppinen</name></author><author><name sortKey="De Espindola, Gm" uniqKey="De Espindola G">GM de Espindola</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Chamberlain, Sa" uniqKey="Chamberlain S">SA Chamberlain</name></author><author><name sortKey="Szocs, E" uniqKey="Szocs E">E Szöcs</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Juty, N" uniqKey="Juty N">N Juty</name></author><author><name sortKey="Ali, R" uniqKey="Ali R">R Ali</name></author><author><name sortKey="Glont, M" uniqKey="Glont M">M Glont</name></author><author><name sortKey="Keating, S" uniqKey="Keating S">S Keating</name></author><author><name sortKey="Rodriguez, N" uniqKey="Rodriguez N">N Rodriguez</name></author><author><name sortKey="Swat, M" uniqKey="Swat M">M Swat</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kenall, A" uniqKey="Kenall A">A Kenall</name></author><author><name sortKey="Edmunds, S" uniqKey="Edmunds S">S Edmunds</name></author><author><name sortKey="Goodman, L" uniqKey="Goodman L">L Goodman</name></author><author><name sortKey="Bal, L" uniqKey="Bal L">L Bal</name></author><author><name sortKey="Flintoft, L" uniqKey="Flintoft L">L Flintoft</name></author><author><name sortKey="Shanahan, Dr" uniqKey="Shanahan D">DR Shanahan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Garijo, D" uniqKey="Garijo D">D Garijo</name></author><author><name sortKey="Kinnings, S" uniqKey="Kinnings S">S Kinnings</name></author><author><name sortKey="Xie, L" uniqKey="Xie L">L Xie</name></author><author><name sortKey="Xie, L" uniqKey="Xie L">L Xie</name></author><author><name sortKey="Zhang, Y" uniqKey="Zhang Y">Y Zhang</name></author><author><name sortKey="Bourne, Pe" uniqKey="Bourne P">PE Bourne</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Saleem, M" uniqKey="Saleem M">M Saleem</name></author><author><name sortKey="Kamdar, Mr" uniqKey="Kamdar M">MR Kamdar</name></author><author><name sortKey="Iqbal, A" uniqKey="Iqbal A">A Iqbal</name></author><author><name sortKey="Sampath, S" uniqKey="Sampath S">S Sampath</name></author><author><name sortKey="Deus, Hf" uniqKey="Deus H">HF Deus</name></author><author><name sortKey="Ngomo, A Cn" uniqKey="Ngomo A">A-CN Ngomo</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Wandelt, S" uniqKey="Wandelt S">S Wandelt</name></author><author><name sortKey="Rheinl Nder, A" uniqKey="Rheinl Nder A">A Rheinländer</name></author><author><name sortKey="Bux, M" uniqKey="Bux M">M Bux</name></author><author><name sortKey="Thalheim, L" uniqKey="Thalheim L">L Thalheim</name></author><author><name sortKey="Haldemann, B" uniqKey="Haldemann B">B Haldemann</name></author><author><name sortKey="Leser, U" uniqKey="Leser U">U Leser</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Nekrutenko, A" uniqKey="Nekrutenko A">A Nekrutenko</name></author><author><name sortKey="Taylor, J" uniqKey="Taylor J">J Taylor</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bravo, E" uniqKey="Bravo E">E Bravo</name></author><author><name sortKey="Calzolari, A" uniqKey="Calzolari A">A Calzolari</name></author><author><name sortKey="De Castro, P" uniqKey="De Castro P">P De Castro</name></author><author><name sortKey="Mabile, L" uniqKey="Mabile L">L Mabile</name></author><author><name sortKey="Napolitani, F" uniqKey="Napolitani F">F Napolitani</name></author><author><name sortKey="Rossi, Am" uniqKey="Rossi A">AM Rossi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Mabile, L" uniqKey="Mabile L">L Mabile</name></author><author><name sortKey="Dalgleish, R" uniqKey="Dalgleish R">R Dalgleish</name></author><author><name sortKey="Thorisson, Ga" uniqKey="Thorisson G">GA Thorisson</name></author><author><name sortKey="Deschenes, M" uniqKey="Deschenes M">M Deschênes</name></author><author><name sortKey="Hewitt, R" uniqKey="Hewitt R">R Hewitt</name></author><author><name sortKey="Carpenter, J" uniqKey="Carpenter J">J Carpenter</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Goble, C" uniqKey="Goble C">C Goble</name></author><author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Widom, J" uniqKey="Widom J">J Widom</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Zhuge, Y" uniqKey="Zhuge Y">Y Zhuge</name></author><author><name sortKey="Garcia Molina, H" uniqKey="Garcia Molina H">H García-Molina</name></author><author><name sortKey="Hammer, J" uniqKey="Hammer J">J Hammer</name></author><author><name sortKey="Widom, J" uniqKey="Widom J">J Widom</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ives, Zg" uniqKey="Ives Z">ZG Ives</name></author><author><name sortKey="Florescu, D" uniqKey="Florescu D">D Florescu</name></author><author><name sortKey="Friedman, M" uniqKey="Friedman M">M Friedman</name></author><author><name sortKey="Levy, A" uniqKey="Levy A">A Levy</name></author><author><name sortKey="Weld, Ds" uniqKey="Weld D">DS Weld</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Halevy, Ay" uniqKey="Halevy A">AY Halevy</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Abiteboul, S" uniqKey="Abiteboul S">S Abiteboul</name></author><author><name sortKey="Duschka, Om" uniqKey="Duschka O">OM Duschka</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Levy, Ay" uniqKey="Levy A">AY Levy</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Beeri, C" uniqKey="Beeri C">C Beeri</name></author><author><name sortKey="Buneman, P" uniqKey="Buneman P">P Buneman</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Etzioni, O" uniqKey="Etzioni O">O Etzioni</name></author><author><name sortKey="Golden, K" uniqKey="Golden K">K Golden</name></author><author><name sortKey="Weld, Ds" uniqKey="Weld D">DS Weld</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Smedley, D" uniqKey="Smedley D">D Smedley</name></author><author><name sortKey="Haider, S" uniqKey="Haider S">S Haider</name></author><author><name sortKey="Ballester, B" uniqKey="Ballester B">B Ballester</name></author><author><name sortKey="Holland, R" uniqKey="Holland R">R Holland</name></author><author><name sortKey="London, D" uniqKey="London D">D London</name></author><author><name sortKey="Thorisson, G" uniqKey="Thorisson G">G Thorisson</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Etzold, T" uniqKey="Etzold T">T Etzold</name></author><author><name sortKey="Argos, P" uniqKey="Argos P">P Argos</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Belleau, F" uniqKey="Belleau F">F Belleau</name></author><author><name sortKey="Nolin, Ma" uniqKey="Nolin M">MA Nolin</name></author><author><name sortKey="Tourigny, N" uniqKey="Tourigny N">N Tourigny</name></author><author><name sortKey="Rigault, P" uniqKey="Rigault P">P Rigault</name></author><author><name sortKey="Morissette, J" uniqKey="Morissette J">J Morissette</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bateman, A" uniqKey="Bateman A">A Bateman</name></author><author><name sortKey="Martin, Mj" uniqKey="Martin M">MJ Martin</name></author><author><name sortKey="O Onovan, C" uniqKey="O Onovan C">C O’Donovan</name></author><author><name sortKey="Magrane, M" uniqKey="Magrane M">M Magrane</name></author><author><name sortKey="Apweiler, R" uniqKey="Apweiler R">R Apweiler</name></author><author><name sortKey="Alpi, E" uniqKey="Alpi E">E Alpi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Benson, Da" uniqKey="Benson D">DA Benson</name></author><author><name sortKey="Clark, K" uniqKey="Clark K">K Clark</name></author><author><name sortKey="Karsch Mizrachi, I" uniqKey="Karsch Mizrachi I">I Karsch-Mizrachi</name></author><author><name sortKey="Lipman, Dj" uniqKey="Lipman D">DJ Lipman</name></author><author><name sortKey="Ostell, J" uniqKey="Ostell J">J Ostell</name></author><author><name sortKey="Sayers, Ew" uniqKey="Sayers E">EW Sayers</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cerami, Eg" uniqKey="Cerami E">EG Cerami</name></author><author><name sortKey="Gross, Be" uniqKey="Gross B">BE Gross</name></author><author><name sortKey="Demir, E" uniqKey="Demir E">E Demir</name></author><author><name sortKey="Rodchenkov, I" uniqKey="Rodchenkov I">I Rodchenkov</name></author><author><name sortKey="Babur, O" uniqKey="Babur O">O Babur</name></author><author><name sortKey="Anwar, N" uniqKey="Anwar N">N Anwar</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Artimo, P" uniqKey="Artimo P">P Artimo</name></author><author><name sortKey="Jonnalagedda, M" uniqKey="Jonnalagedda M">M Jonnalagedda</name></author><author><name sortKey="Arnold, K" uniqKey="Arnold K">K Arnold</name></author><author><name sortKey="Baratin, D" uniqKey="Baratin D">D Baratin</name></author><author><name sortKey="Csardi, G" uniqKey="Csardi G">G Csardi</name></author><author><name sortKey="De Castro, E" uniqKey="De Castro E">E de Castro</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Karp, Pd" uniqKey="Karp P">PD Karp</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Dowell, Rd" uniqKey="Dowell R">RD Dowell</name></author><author><name sortKey="Jokerst, Rm" uniqKey="Jokerst R">RM Jokerst</name></author><author><name sortKey="Day, A" uniqKey="Day A">A Day</name></author><author><name sortKey="Eddy, Sr" uniqKey="Eddy S">SR Eddy</name></author><author><name sortKey="Stein, L" uniqKey="Stein L">L Stein</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gehlenborg, N" uniqKey="Gehlenborg N">N Gehlenborg</name></author><author><name sortKey="O Onoghue, Si" uniqKey="O Onoghue S">SI O’Donoghue</name></author><author><name sortKey="Baliga, Ns" uniqKey="Baliga N">NS Baliga</name></author><author><name sortKey="Goesmann, A" uniqKey="Goesmann A">A Goesmann</name></author><author><name sortKey="Hibbs, Ma" uniqKey="Hibbs M">MA Hibbs</name></author><author><name sortKey="Kitano, H" uniqKey="Kitano H">H Kitano</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Smith, B" uniqKey="Smith B">B Smith</name></author><author><name sortKey="Ashburner, M" uniqKey="Ashburner M">M Ashburner</name></author><author><name sortKey="Rosse, C" uniqKey="Rosse C">C Rosse</name></author><author><name sortKey="Bard, J" uniqKey="Bard J">J Bard</name></author><author><name sortKey="Bug, W" uniqKey="Bug W">W Bug</name></author><author><name sortKey="Ceusters, W" uniqKey="Ceusters W">W Ceusters</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Musen, Ma" uniqKey="Musen M">MA Musen</name></author><author><name sortKey="Noy, Nf" uniqKey="Noy N">NF Noy</name></author><author><name sortKey="Shah, Nh" uniqKey="Shah N">NH Shah</name></author><author><name sortKey="Whetzel, Pl" uniqKey="Whetzel P">PL Whetzel</name></author><author><name sortKey="Chute, Cg" uniqKey="Chute C">CG Chute</name></author><author><name sortKey="Story, Ma" uniqKey="Story M">MA Story</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Gray, Ka" uniqKey="Gray K">KA Gray</name></author><author><name sortKey="Yates, B" uniqKey="Yates B">B Yates</name></author><author><name sortKey="Seal, Rl" uniqKey="Seal R">RL Seal</name></author><author><name sortKey="Wright, Mw" uniqKey="Wright M">MW Wright</name></author><author><name sortKey="Bruford, Ea" uniqKey="Bruford E">EA Bruford</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Mathew, Jp" uniqKey="Mathew J">JP Mathew</name></author><author><name sortKey="Taylor, Bs" uniqKey="Taylor B">BS Taylor</name></author><author><name sortKey="Bader, Gd" uniqKey="Bader G">GD Bader</name></author><author><name sortKey="Pyarajan, S" uniqKey="Pyarajan S">S Pyarajan</name></author><author><name sortKey="Antoniotti, M" uniqKey="Antoniotti M">M Antoniotti</name></author><author><name sortKey="Chinnaiyan, Am" uniqKey="Chinnaiyan A">AM Chinnaiyan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Higgins, S" uniqKey="Higgins S">S Higgins</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Field, D" uniqKey="Field D">D Field</name></author><author><name sortKey="Sansone, S" uniqKey="Sansone S">S Sansone</name></author><author><name sortKey="Delong, Ef" uniqKey="Delong E">EF Delong</name></author><author><name sortKey="Sterk, P" uniqKey="Sterk P">P Sterk</name></author><author><name sortKey="Friedberg, I" uniqKey="Friedberg I">I Friedberg</name></author><author><name sortKey="Gaudet, P" uniqKey="Gaudet P">P Gaudet</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Brazma, A" uniqKey="Brazma A">A Brazma</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Brooksbank, C" uniqKey="Brooksbank C">C Brooksbank</name></author><author><name sortKey="Quackenbush, J" uniqKey="Quackenbush J">J Quackenbush</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Piwowar, Ha" uniqKey="Piwowar H">HA Piwowar</name></author><author><name sortKey="Becich, Mj" uniqKey="Becich M">MJ Becich</name></author><author><name sortKey="Bilofsky, H" uniqKey="Bilofsky H">H Bilofsky</name></author><author><name sortKey="Crowley, Rs" uniqKey="Crowley R">RS Crowley</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chervitz, Sa" uniqKey="Chervitz S">SA Chervitz</name></author><author><name sortKey="Deutsch, Ew" uniqKey="Deutsch E">EW Deutsch</name></author><author><name sortKey="Field, D" uniqKey="Field D">D Field</name></author><author><name sortKey="Parkinson, H" uniqKey="Parkinson H">H Parkinson</name></author><author><name sortKey="Quackenbush, J" uniqKey="Quackenbush J">J Quackenbush</name></author><author><name sortKey="Rocca Serra, P" uniqKey="Rocca Serra P">P Rocca-Serra</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Popplewell, K" uniqKey="Popplewell K">K Popplewell</name></author><author><name sortKey="Harding, J" uniqKey="Harding J">J Harding</name></author><author><name sortKey="Poler, R" uniqKey="Poler R">R Poler</name></author><author><name sortKey="Chalmeta, R" uniqKey="Chalmeta R">R Chalmeta</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bard, Jb" uniqKey="Bard J">JB Bard</name></author><author><name sortKey="Rhee, Sy" uniqKey="Rhee S">SY Rhee</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Smith, B" uniqKey="Smith B">B Smith</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chandrasekaran, B" uniqKey="Chandrasekaran B">B Chandrasekaran</name></author><author><name sortKey="Josephson, Jr" uniqKey="Josephson J">JR Josephson</name></author><author><name sortKey="Benjamins, Vr" uniqKey="Benjamins V">VR Benjamins</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Mayer, G" uniqKey="Mayer G">G Mayer</name></author><author><name sortKey="Jones, Ar" uniqKey="Jones A">AR Jones</name></author><author><name sortKey="Binz, P A" uniqKey="Binz P">P-A Binz</name></author><author><name sortKey="Deutsch, Ew" uniqKey="Deutsch E">EW Deutsch</name></author><author><name sortKey="Orchard, S" uniqKey="Orchard S">S Orchard</name></author><author><name sortKey="Montecchi Palazzi, L" uniqKey="Montecchi Palazzi L">L Montecchi-Palazzi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Blake, Ja" uniqKey="Blake J">JA Blake</name></author><author><name sortKey="Bult, Cj" uniqKey="Bult C">CJ Bult</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Whetzel, Pl" uniqKey="Whetzel P">PL Whetzel</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Jonquet, C" uniqKey="Jonquet C">C Jonquet</name></author><author><name sortKey="Lependu, P" uniqKey="Lependu P">P Lependu</name></author><author><name sortKey="Falconer, S" uniqKey="Falconer S">S Falconer</name></author><author><name sortKey="Coulet, A" uniqKey="Coulet A">A Coulet</name></author><author><name sortKey="Noy, Nf" uniqKey="Noy N">NF Noy</name></author><author><name sortKey="Musen, Ma" uniqKey="Musen M">MA Musen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cote, R" uniqKey="Cote R">R Cote</name></author><author><name sortKey="Reisinger, F" uniqKey="Reisinger F">F Reisinger</name></author><author><name sortKey="Martens, L" uniqKey="Martens L">L Martens</name></author><author><name sortKey="Barsnes, H" uniqKey="Barsnes H">H Barsnes</name></author><author><name sortKey="Vizcaino, Ja" uniqKey="Vizcaino J">JA Vizcaino</name></author><author><name sortKey="Hermjakob, H" uniqKey="Hermjakob H">H Hermjakob</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Corpas, M" uniqKey="Corpas M">M Corpas</name></author><author><name sortKey="Fatumo, S" uniqKey="Fatumo S">S Fatumo</name></author><author><name sortKey="Schneider, R" uniqKey="Schneider R">R Schneider</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Baker, M" uniqKey="Baker M">M Baker</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Field, D" uniqKey="Field D">D Field</name></author><author><name sortKey="Garrity, G" uniqKey="Garrity G">G Garrity</name></author><author><name sortKey="Gray, T" uniqKey="Gray T">T Gray</name></author><author><name sortKey="Morrison, N" uniqKey="Morrison N">N Morrison</name></author><author><name sortKey="Selengut, J" uniqKey="Selengut J">J Selengut</name></author><author><name sortKey="Sterk, P" uniqKey="Sterk P">P Sterk</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Parnell, Ld" uniqKey="Parnell L">LD Parnell</name></author><author><name sortKey="Lindenbaum, P" uniqKey="Lindenbaum P">P Lindenbaum</name></author><author><name sortKey="Shameer, K" uniqKey="Shameer K">K Shameer</name></author><author><name sortKey="Dall Lio, Gm" uniqKey="Dall Lio G">GM Dall’Olio</name></author><author><name sortKey="Swan, Dc" uniqKey="Swan D">DC Swan</name></author><author><name sortKey="Jensen, Lj" uniqKey="Jensen L">LJ Jensen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Achard, F" uniqKey="Achard F">F Achard</name></author><author><name sortKey="Vaysseix, G" uniqKey="Vaysseix G">G Vaysseix</name></author><author><name sortKey="Barillot, E" uniqKey="Barillot E">E Barillot</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Barsnes, H" uniqKey="Barsnes H">H Barsnes</name></author><author><name sortKey="Vizcaino, Ja" uniqKey="Vizcaino J">JA Vizcaino</name></author><author><name sortKey="Eidhammer, I" uniqKey="Eidhammer I">I Eidhammer</name></author><author><name sortKey="Martens, L" uniqKey="Martens L">L Martens</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Martens, L" uniqKey="Martens L">L Martens</name></author><author><name sortKey="Hermjakob, H" uniqKey="Hermjakob H">H Hermjakob</name></author><author><name sortKey="Jones, P" uniqKey="Jones P">P Jones</name></author><author><name sortKey="Adamski, M" uniqKey="Adamski M">M Adamski</name></author><author><name sortKey="Taylor, C" uniqKey="Taylor C">C Taylor</name></author><author><name sortKey="States, D" uniqKey="States D">D States</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Benson, Da" uniqKey="Benson D">DA Benson</name></author><author><name sortKey="Karsch Mizrachi, I" uniqKey="Karsch Mizrachi I">I Karsch-Mizrachi</name></author><author><name sortKey="Lipman, Dj" uniqKey="Lipman D">DJ Lipman</name></author><author><name sortKey="Ostell, J" uniqKey="Ostell J">J Ostell</name></author><author><name sortKey="Rapp, Ba" uniqKey="Rapp B">BA Rapp</name></author><author><name sortKey="Wheeler, Dl" uniqKey="Wheeler D">DL Wheeler</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Apweiler, R" uniqKey="Apweiler R">R Apweiler</name></author><author><name sortKey="Bairoch, A" uniqKey="Bairoch A">A Bairoch</name></author><author><name sortKey="Wu, Ch" uniqKey="Wu C">CH Wu</name></author><author><name sortKey="Barker, Wc" uniqKey="Barker W">WC Barker</name></author><author><name sortKey="Boeckmann, B" uniqKey="Boeckmann B">B Boeckmann</name></author><author><name sortKey="Ferro, S" uniqKey="Ferro S">S Ferro</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cunningham, F" uniqKey="Cunningham F">F Cunningham</name></author><author><name sortKey="Amode, Mr" uniqKey="Amode M">MR Amode</name></author><author><name sortKey="Barrell, D" uniqKey="Barrell D">D Barrell</name></author><author><name sortKey="Beal, K" uniqKey="Beal K">K Beal</name></author><author><name sortKey="Billis, K" uniqKey="Billis K">K Billis</name></author><author><name sortKey="Brent, S" uniqKey="Brent S">S Brent</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Pruitt, Kd" uniqKey="Pruitt K">KD Pruitt</name></author><author><name sortKey="Tatusova, T" uniqKey="Tatusova T">T Tatusova</name></author><author><name sortKey="Maglott, Dr" uniqKey="Maglott D">DR Maglott</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Juty, N" uniqKey="Juty N">N Juty</name></author><author><name sortKey="Le Novere, N" uniqKey="Le Novere N">N Le Novere</name></author><author><name sortKey="Laibe, C" uniqKey="Laibe C">C Laibe</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cote, Rg" uniqKey="Cote R">RG Cote</name></author><author><name sortKey="Jones, P" uniqKey="Jones P">P Jones</name></author><author><name sortKey="Martens, L" uniqKey="Martens L">L Martens</name></author><author><name sortKey="Kerrien, S" uniqKey="Kerrien S">S Kerrien</name></author><author><name sortKey="Reisinger, F" uniqKey="Reisinger F">F Reisinger</name></author><author><name sortKey="Lin, Q" uniqKey="Lin Q">Q Lin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Huang, Daw" uniqKey="Huang D">daW Huang</name></author><author><name sortKey="Sherman, Bt" uniqKey="Sherman B">BT Sherman</name></author><author><name sortKey="Stephens, R" uniqKey="Stephens R">R Stephens</name></author><author><name sortKey="Baseler, Mw" uniqKey="Baseler M">MW Baseler</name></author><author><name sortKey="Lane, Hc" uniqKey="Lane H">HC Lane</name></author><author><name sortKey="Lempicki, Ra" uniqKey="Lempicki R">RA Lempicki</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Orchard, S" uniqKey="Orchard S">S Orchard</name></author><author><name sortKey="Kerrien, S" uniqKey="Kerrien S">S Kerrien</name></author><author><name sortKey="Abbani, S" uniqKey="Abbani S">S Abbani</name></author><author><name sortKey="Aranda, B" uniqKey="Aranda B">B Aranda</name></author><author><name sortKey="Bhate, J" uniqKey="Bhate J">J Bhate</name></author><author><name sortKey="Bidwell, S" uniqKey="Bidwell S">S Bidwell</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chatr Aryamontri, A" uniqKey="Chatr Aryamontri A">A Chatr-aryamontri</name></author><author><name sortKey="Ceol, A" uniqKey="Ceol A">A Ceol</name></author><author><name sortKey="Palazzi, Lm" uniqKey="Palazzi L">LM Palazzi</name></author><author><name sortKey="Nardelli, G" uniqKey="Nardelli G">G Nardelli</name></author><author><name sortKey="Schneider, Mv" uniqKey="Schneider M">MV Schneider</name></author><author><name sortKey="Castagnoli, L" uniqKey="Castagnoli L">L Castagnoli</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Xenarios, I" uniqKey="Xenarios I">I Xenarios</name></author><author><name sortKey="Salwinski, L" uniqKey="Salwinski L">L Salwinski</name></author><author><name sortKey="Duan, Xj" uniqKey="Duan X">XJ Duan</name></author><author><name sortKey="Higney, P" uniqKey="Higney P">P Higney</name></author><author><name sortKey="Kim, Sm" uniqKey="Kim S">SM Kim</name></author><author><name sortKey="Eisenberg, D" uniqKey="Eisenberg D">D Eisenberg</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Brazma, A" uniqKey="Brazma A">A Brazma</name></author><author><name sortKey="Hingamp, P" uniqKey="Hingamp P">P Hingamp</name></author><author><name sortKey="Quackenbush, J" uniqKey="Quackenbush J">J Quackenbush</name></author><author><name sortKey="Sherlock, G" uniqKey="Sherlock G">G Sherlock</name></author><author><name sortKey="Spellman, P" uniqKey="Spellman P">P Spellman</name></author><author><name sortKey="Stoeckert, C" uniqKey="Stoeckert C">C Stoeckert</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Taylor, Cf" uniqKey="Taylor C">CF Taylor</name></author><author><name sortKey="Field, D" uniqKey="Field D">D Field</name></author><author><name sortKey="Sansone, S A" uniqKey="Sansone S">S-A Sansone</name></author><author><name sortKey="Aerts, J" uniqKey="Aerts J">J Aerts</name></author><author><name sortKey="Apweiler, R" uniqKey="Apweiler R">R Apweiler</name></author><author><name sortKey="Ashburner, M" uniqKey="Ashburner M">M Ashburner</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Sweet, Jj" uniqKey="Sweet J">JJ Sweet</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Orchard, S" uniqKey="Orchard S">S Orchard</name></author><author><name sortKey="Al Lazikani, B" uniqKey="Al Lazikani B">B Al-Lazikani</name></author><author><name sortKey="Bryant, S" uniqKey="Bryant S">S Bryant</name></author><author><name sortKey="Clark, D" uniqKey="Clark D">D Clark</name></author><author><name sortKey="Calder, E" uniqKey="Calder E">E Calder</name></author><author><name sortKey="Dix, I" uniqKey="Dix I">I Dix</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Orchard, S" uniqKey="Orchard S">S Orchard</name></author><author><name sortKey="Salwinski, L" uniqKey="Salwinski L">L Salwinski</name></author><author><name sortKey="Kerrien, S" uniqKey="Kerrien S">S Kerrien</name></author><author><name sortKey="Montecchi Palazzi, L" uniqKey="Montecchi Palazzi L">L Montecchi-Palazzi</name></author><author><name sortKey="Oesterheld, M" uniqKey="Oesterheld M">M Oesterheld</name></author><author><name sortKey="Stumpflen, V" uniqKey="Stumpflen V">V Stumpflen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Sansone, S A" uniqKey="Sansone S">S-A Sansone</name></author><author><name sortKey="Rocca Serra, P" uniqKey="Rocca Serra P">P Rocca-Serra</name></author><author><name sortKey="Field, D" uniqKey="Field D">D Field</name></author><author><name sortKey="Maguire, E" uniqKey="Maguire E">E Maguire</name></author><author><name sortKey="Taylor, C" uniqKey="Taylor C">C Taylor</name></author><author><name sortKey="Hofmann, O" uniqKey="Hofmann O">O Hofmann</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hucka, M" uniqKey="Hucka M">M Hucka</name></author><author><name sortKey="Nickerson, Dp" uniqKey="Nickerson D">DP Nickerson</name></author><author><name sortKey="Bader, Gd" uniqKey="Bader G">GD Bader</name></author><author><name sortKey="Bergmann, Ft" uniqKey="Bergmann F">FT Bergmann</name></author><author><name sortKey="Cooper, J" uniqKey="Cooper J">J Cooper</name></author><author><name sortKey="Demir, E" uniqKey="Demir E">E Demir</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Orchard, S" uniqKey="Orchard S">S Orchard</name></author><author><name sortKey="Hermjakob, H" uniqKey="Hermjakob H">H Hermjakob</name></author><author><name sortKey="Apweiler, R" uniqKey="Apweiler R">R Apweiler</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Knoppers, Bm" uniqKey="Knoppers B">BM Knoppers</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Nakamura, Y" uniqKey="Nakamura Y">Y Nakamura</name></author><author><name sortKey="Cochrane, G" uniqKey="Cochrane G">G Cochrane</name></author><author><name sortKey="Karsch Mizrachi, I" uniqKey="Karsch Mizrachi I">I Karsch-Mizrachi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hermjakob, H" uniqKey="Hermjakob H">H Hermjakob</name></author><author><name sortKey="Apweiler, R" uniqKey="Apweiler R">R Apweiler</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Demir, E" uniqKey="Demir E">E Demir</name></author><author><name sortKey="Cary, Mp" uniqKey="Cary M">MP Cary</name></author><author><name sortKey="Paley, S" uniqKey="Paley S">S Paley</name></author><author><name sortKey="Fukuda, K" uniqKey="Fukuda K">K Fukuda</name></author><author><name sortKey="Lemer, C" uniqKey="Lemer C">C Lemer</name></author><author><name sortKey="Vastrik, I" uniqKey="Vastrik I">I Vastrik</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Crosswell, Lc" uniqKey="Crosswell L">LC Crosswell</name></author><author><name sortKey="Thornton, Jm" uniqKey="Thornton J">JM Thornton</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Yuille, M" uniqKey="Yuille M">M Yuille</name></author><author><name sortKey="Van Ommen, Gj" uniqKey="Van Ommen G">GJ van Ommen</name></author><author><name sortKey="Brechot, C" uniqKey="Brechot C">C Brechot</name></author><author><name sortKey="Cambon Thomsen, A" uniqKey="Cambon Thomsen A">A Cambon-Thomsen</name></author><author><name sortKey="Dagher, G" uniqKey="Dagher G">G Dagher</name></author><author><name sortKey="Landegren, U" uniqKey="Landegren U">U Landegren</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Margolis, R" uniqKey="Margolis R">R Margolis</name></author><author><name sortKey="Derr, L" uniqKey="Derr L">L Derr</name></author><author><name sortKey="Dunn, M" uniqKey="Dunn M">M Dunn</name></author><author><name sortKey="Huerta, M" uniqKey="Huerta M">M Huerta</name></author><author><name sortKey="Larkin, J" uniqKey="Larkin J">J Larkin</name></author><author><name sortKey="Sheehan, J" uniqKey="Sheehan J">J Sheehan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Klech, H" uniqKey="Klech H">H Klech</name></author><author><name sortKey="Brooksbank, C" uniqKey="Brooksbank C">C Brooksbank</name></author><author><name sortKey="Price, S" uniqKey="Price S">S Price</name></author><author><name sortKey="Verpillat, P" uniqKey="Verpillat P">P Verpillat</name></author><author><name sortKey="Buhler, Fr" uniqKey="Buhler F">FR Buhler</name></author><author><name sortKey="Dubois, D" uniqKey="Dubois D">D Dubois</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Doiron, D" uniqKey="Doiron D">D Doiron</name></author><author><name sortKey="Burton, P" uniqKey="Burton P">P Burton</name></author><author><name sortKey="Marcon, Y" uniqKey="Marcon Y">Y Marcon</name></author><author><name sortKey="Gaye, A" uniqKey="Gaye A">A Gaye</name></author><author><name sortKey="Wolffenbuttel, Bh" uniqKey="Wolffenbuttel B">BH Wolffenbuttel</name></author><author><name sortKey="Perola, M" uniqKey="Perola M">M Perola</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Basset, A" uniqKey="Basset A">A Basset</name></author><author><name sortKey="Los, W" uniqKey="Los W">W Los</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Pettifer, S" uniqKey="Pettifer S">S Pettifer</name></author><author><name sortKey="Thorne, D" uniqKey="Thorne D">D Thorne</name></author><author><name sortKey="Mcdermott, P" uniqKey="Mcdermott P">P McDermott</name></author><author><name sortKey="Marsh, J" uniqKey="Marsh J">J Marsh</name></author><author><name sortKey="Villeger, A" uniqKey="Villeger A">A Villeger</name></author><author><name sortKey="Kell, Db" uniqKey="Kell D">DB Kell</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gehlenborg, N" uniqKey="Gehlenborg N">N Gehlenborg</name></author><author><name sortKey="O Onoghue, Si" uniqKey="O Onoghue S">SI O’Donoghue</name></author><author><name sortKey="Baliga, Ns" uniqKey="Baliga N">NS Baliga</name></author><author><name sortKey="Goesmann, A" uniqKey="Goesmann A">A Goesmann</name></author><author><name sortKey="Hibbs, Ma" uniqKey="Hibbs M">MA Hibbs</name></author><author><name sortKey="Kitano, H" uniqKey="Kitano H">H Kitano</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Thorvaldsdottir, H" uniqKey="Thorvaldsdottir H">H Thorvaldsdottir</name></author><author><name sortKey="Robinson, Jt" uniqKey="Robinson J">JT Robinson</name></author><author><name sortKey="Mesirov, Jp" uniqKey="Mesirov J">JP Mesirov</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Kent, Wj" uniqKey="Kent W">WJ Kent</name></author><author><name sortKey="Sugnet, Cw" uniqKey="Sugnet C">CW Sugnet</name></author><author><name sortKey="Furey, Ts" uniqKey="Furey T">TS Furey</name></author><author><name sortKey="Roskin, Km" uniqKey="Roskin K">KM Roskin</name></author><author><name sortKey="Pringle, Th" uniqKey="Pringle T">TH Pringle</name></author><author><name sortKey="Zahler, Am" uniqKey="Zahler A">AM Zahler</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hubbard, T" uniqKey="Hubbard T">T Hubbard</name></author><author><name sortKey="Barker, D" uniqKey="Barker D">D Barker</name></author><author><name sortKey="Birney, E" uniqKey="Birney E">E Birney</name></author><author><name sortKey="Cameron, G" uniqKey="Cameron G">G Cameron</name></author><author><name sortKey="Chen, Y" uniqKey="Chen Y">Y Chen</name></author><author><name sortKey="Clark, L" uniqKey="Clark L">L Clark</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Engels, R" uniqKey="Engels R">R Engels</name></author><author><name sortKey="Yu, T" uniqKey="Yu T">T Yu</name></author><author><name sortKey="Burge, C" uniqKey="Burge C">C Burge</name></author><author><name sortKey="Mesirov, Jp" uniqKey="Mesirov J">JP Mesirov</name></author><author><name sortKey="Decaprio, D" uniqKey="Decaprio D">D DeCaprio</name></author><author><name sortKey="Galagan, Je" uniqKey="Galagan J">JE Galagan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Shannon, Pt" uniqKey="Shannon P">PT Shannon</name></author><author><name sortKey="Reiss, Dj" uniqKey="Reiss D">DJ Reiss</name></author><author><name sortKey="Bonneau, R" uniqKey="Bonneau R">R Bonneau</name></author><author><name sortKey="Baliga, Ns" uniqKey="Baliga N">NS Baliga</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Frazer, Ka" uniqKey="Frazer K">KA Frazer</name></author><author><name sortKey="Pachter, L" uniqKey="Pachter L">L Pachter</name></author><author><name sortKey="Poliakov, A" uniqKey="Poliakov A">A Poliakov</name></author><author><name sortKey="Rubin, Em" uniqKey="Rubin E">EM Rubin</name></author><author><name sortKey="Dubchak, I" uniqKey="Dubchak I">I Dubchak</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Pavlopoulos, Ga" uniqKey="Pavlopoulos G">GA Pavlopoulos</name></author><author><name sortKey="Wegener, Al" uniqKey="Wegener A">AL Wegener</name></author><author><name sortKey="Schneider, R" uniqKey="Schneider R">R Schneider</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Andersson, L" uniqKey="Andersson L">L Andersson</name></author><author><name sortKey="Archibald, Al" uniqKey="Archibald A">AL Archibald</name></author><author><name sortKey="Bottema, Cd" uniqKey="Bottema C">CD Bottema</name></author><author><name sortKey="Brauning, R" uniqKey="Brauning R">R Brauning</name></author><author><name sortKey="Burgess, Sc" uniqKey="Burgess S">SC Burgess</name></author><author><name sortKey="Burt, Dw" uniqKey="Burt D">DW Burt</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Howe, D" uniqKey="Howe D">D Howe</name></author><author><name sortKey="Costanzo, M" uniqKey="Costanzo M">M Costanzo</name></author><author><name sortKey="Fey, P" uniqKey="Fey P">P Fey</name></author><author><name sortKey="Gojobori, T" uniqKey="Gojobori T">T Gojobori</name></author><author><name sortKey="Hannick, L" uniqKey="Hannick L">L Hannick</name></author><author><name sortKey="Hide, W" uniqKey="Hide W">W Hide</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Stein, L" uniqKey="Stein L">L Stein</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Haw, R" uniqKey="Haw R">R Haw</name></author><author><name sortKey="Hermjakob, H" uniqKey="Hermjakob H">H Hermjakob</name></author><author><name sortKey="D Ustachio, P" uniqKey="D Ustachio P">P D’Eustachio</name></author><author><name sortKey="Stein, L" uniqKey="Stein L">L Stein</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Tanabe, M" uniqKey="Tanabe M">M Tanabe</name></author><author><name sortKey="Kanehisa, M" uniqKey="Kanehisa M">M Kanehisa</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wang, J" uniqKey="Wang J">J Wang</name></author><author><name sortKey="Zhang, Y" uniqKey="Zhang Y">Y Zhang</name></author><author><name sortKey="Marian, C" uniqKey="Marian C">C Marian</name></author><author><name sortKey="Ressom, Hw" uniqKey="Ressom H">HW Ressom</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Mlecnik, B" uniqKey="Mlecnik B">B Mlecnik</name></author><author><name sortKey="Scheideler, M" uniqKey="Scheideler M">M Scheideler</name></author><author><name sortKey="Hackl, H" uniqKey="Hackl H">H Hackl</name></author><author><name sortKey="Hartler, J" uniqKey="Hartler J">J Hartler</name></author><author><name sortKey="Sanchez Cabo, F" uniqKey="Sanchez Cabo F">F Sanchez-Cabo</name></author><author><name sortKey="Trajanoski, Z" uniqKey="Trajanoski Z">Z Trajanoski</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gotz, S" uniqKey="Gotz S">S Gotz</name></author><author><name sortKey="Garcia Gomez, Jm" uniqKey="Garcia Gomez J">JM Garcia-Gomez</name></author><author><name sortKey="Terol, J" uniqKey="Terol J">J Terol</name></author><author><name sortKey="Williams, Td" uniqKey="Williams T">TD Williams</name></author><author><name sortKey="Nagaraj, Sh" uniqKey="Nagaraj S">SH Nagaraj</name></author><author><name sortKey="Nueda, Mj" uniqKey="Nueda M">MJ Nueda</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Huang, Daw" uniqKey="Huang D">daW Huang</name></author><author><name sortKey="Sherman, Bt" uniqKey="Sherman B">BT Sherman</name></author><author><name sortKey="Lempicki, Ra" uniqKey="Lempicki R">RA Lempicki</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Stobbe, Md" uniqKey="Stobbe M">MD Stobbe</name></author><author><name sortKey="Jansen, Ga" uniqKey="Jansen G">GA Jansen</name></author><author><name sortKey="Moerland, Pd" uniqKey="Moerland P">PD Moerland</name></author><author><name sortKey="Van Kampen, Ah" uniqKey="Van Kampen A">AH van Kampen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Walter, T" uniqKey="Walter T">T Walter</name></author><author><name sortKey="Shattuck, Dw" uniqKey="Shattuck D">DW Shattuck</name></author><author><name sortKey="Baldock, R" uniqKey="Baldock R">R Baldock</name></author><author><name sortKey="Bastin, Me" uniqKey="Bastin M">ME Bastin</name></author><author><name sortKey="Carpenter, Ae" uniqKey="Carpenter A">AE Carpenter</name></author><author><name sortKey="Duce, S" uniqKey="Duce S">S Duce</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Giardine, B" uniqKey="Giardine B">B Giardine</name></author><author><name sortKey="Riemer, C" uniqKey="Riemer C">C Riemer</name></author><author><name sortKey="Hardison, Rc" uniqKey="Hardison R">RC Hardison</name></author><author><name sortKey="Burhans, R" uniqKey="Burhans R">R Burhans</name></author><author><name sortKey="Elnitski, L" uniqKey="Elnitski L">L Elnitski</name></author><author><name sortKey="Shah, P" uniqKey="Shah P">P Shah</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Shannon, P" uniqKey="Shannon P">P Shannon</name></author><author><name sortKey="Markiel, A" uniqKey="Markiel A">A Markiel</name></author><author><name sortKey="Ozier, O" uniqKey="Ozier O">O Ozier</name></author><author><name sortKey="Baliga, Ns" uniqKey="Baliga N">NS Baliga</name></author><author><name sortKey="Wang, Jt" uniqKey="Wang J">JT Wang</name></author><author><name sortKey="Ramage, D" uniqKey="Ramage D">D Ramage</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Smoot, Me" uniqKey="Smoot M">ME Smoot</name></author><author><name sortKey="Ono, K" uniqKey="Ono K">K Ono</name></author><author><name sortKey="Ruscheinski, J" uniqKey="Ruscheinski J">J Ruscheinski</name></author><author><name sortKey="Wang, Pl" uniqKey="Wang P">PL Wang</name></author><author><name sortKey="Ideker, T" uniqKey="Ideker T">T Ideker</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kohler, J" uniqKey="Kohler J">J Kohler</name></author><author><name sortKey="Baumbach, J" uniqKey="Baumbach J">J Baumbach</name></author><author><name sortKey="Taubert, J" uniqKey="Taubert J">J Taubert</name></author><author><name sortKey="Specht, M" uniqKey="Specht M">M Specht</name></author><author><name sortKey="Skusa, A" uniqKey="Skusa A">A Skusa</name></author><author><name sortKey="Ruegg, A" uniqKey="Ruegg A">A Ruegg</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Goff, Sa" uniqKey="Goff S">SA Goff</name></author><author><name sortKey="Vaughn, M" uniqKey="Vaughn M">M Vaughn</name></author><author><name sortKey="Mckay, S" uniqKey="Mckay S">S McKay</name></author><author><name sortKey="Lyons, E" uniqKey="Lyons E">E Lyons</name></author><author><name sortKey="Stapleton, Ae" uniqKey="Stapleton A">AE Stapleton</name></author><author><name sortKey="Gessler, D" uniqKey="Gessler D">D Gessler</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Luo, W" uniqKey="Luo W">W Luo</name></author><author><name sortKey="Brouwer, C" uniqKey="Brouwer C">C Brouwer</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Attwood, Tk" uniqKey="Attwood T">TK Attwood</name></author><author><name sortKey="Kell, Db" uniqKey="Kell D">DB Kell</name></author><author><name sortKey="Mcdermott, P" uniqKey="Mcdermott P">P McDermott</name></author><author><name sortKey="Marsh, J" uniqKey="Marsh J">J Marsh</name></author><author><name sortKey="Pettifer, Sr" uniqKey="Pettifer S">SR Pettifer</name></author><author><name sortKey="Thorne, D" uniqKey="Thorne D">D Thorne</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Attwood, Tk" uniqKey="Attwood T">TK Attwood</name></author><author><name sortKey="Kell, Db" uniqKey="Kell D">DB Kell</name></author><author><name sortKey="Mcdermott, P" uniqKey="Mcdermott P">P McDermott</name></author><author><name sortKey="Marsh, J" uniqKey="Marsh J">J Marsh</name></author><author><name sortKey="Pettifer, Sr" uniqKey="Pettifer S">SR Pettifer</name></author><author><name sortKey="Thorne, D" uniqKey="Thorne D">D Thorne</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gomez, J" uniqKey="Gomez J">J Gomez</name></author><author><name sortKey="Garcia, Lj" uniqKey="Garcia L">LJ Garcia</name></author><author><name sortKey="Salazar, Ga" uniqKey="Salazar G">GA Salazar</name></author><author><name sortKey="Villaveces, J" uniqKey="Villaveces J">J Villaveces</name></author><author><name sortKey="Gore, S" uniqKey="Gore S">S Gore</name></author><author><name sortKey="Garcia, A" uniqKey="Garcia A">A Garcia</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Treloar, A" uniqKey="Treloar A">A Treloar</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Grèce</li><li>Italie</li></country><region><li>Latium</li></region><settlement><li>Rome</li></settlement></list><tree><noCountry><name sortKey="Jimenez, Rafael C" sort="Jimenez, Rafael C" uniqKey="Jimenez R" first="Rafael C." last="Jimenez">Rafael C. Jimenez</name><name sortKey="Schneider, Maria Victoria" sort="Schneider, Maria Victoria" uniqKey="Schneider M" first="Maria Victoria" last="Schneider">Maria Victoria Schneider</name></noCountry><country name="Grèce"><noRegion><name sortKey="Lapatas, Vasileios" sort="Lapatas, Vasileios" uniqKey="Lapatas V" first="Vasileios" last="Lapatas">Vasileios Lapatas</name></noRegion><name sortKey="Stefanidakis, Michalis" sort="Stefanidakis, Michalis" uniqKey="Stefanidakis M" first="Michalis" last="Stefanidakis">Michalis Stefanidakis</name></country><country name="Italie"><region name="Latium"><name sortKey="Via, Allegra" sort="Via, Allegra" uniqKey="Via A" first="Allegra" last="Via">Allegra Via</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/CyberinfraV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000128 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000128 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Ticri/CIDE
|area= CyberinfraV1
|flux= Main
|étape= Exploration
|type= RBID
|clé= PMC:4557916
|texte= Data integration in biological research: an overview
}}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Main/Exploration/RBID.i -Sk "pubmed:26336651" \
| HfdSelect -Kh $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd \
| NlmPubMed2Wicri -a CyberinfraV1
| This area was generated with Dilib version V0.6.25. |  |