Integrating text mining, data mining, and network analysis for identifying genetic breast cancer trends
Identifieur interne : 000312 ( Main/Exploration ); précédent : 000311; suivant : 000313Integrating text mining, data mining, and network analysis for identifying genetic breast cancer trends
Auteurs : Gabriela Jurca [Canada] ; Omar Addam [Canada] ; Alper Aksac [Canada] ; Shang Gao [République populaire de Chine] ; Tansel Özyer [Turquie] ; Douglas Demetrick [Canada] ; Reda Alhajj [Canada, Liban]Source :
- BMC Research Notes [ 1756-0500 ] ; 2016.
Abstract
Breast cancer is a serious disease which affects many women and may lead to death. It has received considerable attention from the research community. Thus, biomedical researchers aim to find genetic biomarkers indicative of the disease. Novel biomarkers can be elucidated from the existing literature. However, the vast amount of scientific publications on breast cancer make this a daunting task. This paper presents a framework which investigates existing literature data for informative discoveries. It integrates text mining and social network analysis in order to identify new potential biomarkers for breast cancer.
We utilized PubMed for the testing. We investigated gene–gene interactions, as well as novel interactions such as gene-year, gene-country, and abstract-country to find out how the discoveries varied over time and how overlapping/diverse are the discoveries and the interest of various research groups in different countries.
Interesting trends have been identified and discussed, e.g., different genes are highlighted in relationship to different countries though the various genes were found to share functionality. Some text analysis based results have been validated against results from other tools that predict gene–gene relations and gene functions.
The online version of this article (doi:10.1186/s13104-016-2023-5) contains supplementary material, which is available to authorized users.
Url:
DOI: 10.1186/s13104-016-2023-5
PubMed: 27112211
PubMed Central: 4845430
Affiliations:
- Canada, Liban, République populaire de Chine, Turquie
- Alberta, Dongbei, Jilin
- Calgary, Changchun
- Université de Calgary, Université de Jilin
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of Computer Science, University of Calgary, Calgary, AB Canada</nlm:aff><orgName type="university">Université de Calgary</orgName><country>Canada</country><placeName><settlement type="city">Calgary</settlement><region type="state">Alberta</region></placeName></affiliation></author><author><name sortKey="Aksac, Alper" sort="Aksac, Alper" uniqKey="Aksac A" first="Alper" last="Aksac">Alper Aksac</name><affiliation wicri:level="4"><nlm:aff id="Aff1">Department of Computer Science, University of Calgary, Calgary, AB Canada</nlm:aff><orgName type="university">Université de Calgary</orgName><country>Canada</country><placeName><settlement type="city">Calgary</settlement><region type="state">Alberta</region></placeName></affiliation></author><author><name sortKey="Gao, Shang" sort="Gao, Shang" uniqKey="Gao S" first="Shang" last="Gao">Shang Gao</name><affiliation wicri:level="4"><nlm:aff id="Aff2">College of Computer Science and Technology, Jilin University, Changchun, China</nlm:aff><country xml:lang="fr">République populaire de Chine</country><wicri:regionArea>College of Computer Science and Technology, Jilin University, Changchun</wicri:regionArea><placeName><settlement type="city">Changchun</settlement><region type="province">Jilin</region><region type="groupement">Dongbei</region><settlement type="city">Changchun</settlement></placeName><orgName type="university">Université de Jilin</orgName></affiliation></author><author><name sortKey="Ozyer, Tansel" sort="Ozyer, Tansel" uniqKey="Ozyer T" first="Tansel" last="Özyer">Tansel Özyer</name><affiliation wicri:level="1"><nlm:aff id="Aff3">Department of Computer Engineering, TOBB University, Ankara, Turkey</nlm:aff><country xml:lang="fr">Turquie</country><wicri:regionArea>Department of Computer Engineering, TOBB University, Ankara</wicri:regionArea><wicri:noRegion>Ankara</wicri:noRegion></affiliation></author><author><name sortKey="Demetrick, Douglas" sort="Demetrick, Douglas" uniqKey="Demetrick D" first="Douglas" last="Demetrick">Douglas Demetrick</name><affiliation wicri:level="4"><nlm:aff id="Aff4">Departments of Pathology, Oncology and Biochemistry & Molecular Biology, University of Calgary, Calgary, AB Canada</nlm:aff><orgName type="university">Université de Calgary</orgName><country>Canada</country><placeName><settlement type="city">Calgary</settlement><region type="state">Alberta</region></placeName></affiliation></author><author><name sortKey="Alhajj, Reda" sort="Alhajj, Reda" uniqKey="Alhajj R" first="Reda" last="Alhajj">Reda Alhajj</name><affiliation wicri:level="4"><nlm:aff id="Aff1">Department of Computer Science, University of Calgary, Calgary, AB Canada</nlm:aff><orgName type="university">Université de Calgary</orgName><country>Canada</country><placeName><settlement type="city">Calgary</settlement><region type="state">Alberta</region></placeName></affiliation><affiliation wicri:level="1"><nlm:aff id="Aff5">Department of Computer Science, Global University, Beirut, Lebanon</nlm:aff><country xml:lang="fr">Liban</country><wicri:regionArea>Department of Computer Science, Global University, Beirut</wicri:regionArea><wicri:noRegion>Beirut</wicri:noRegion></affiliation></author></analytic><series><title level="j">BMC Research Notes</title><idno type="eISSN">1756-0500</idno><imprint><date when="2016">2016</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><sec><title>Background</title><p>Breast cancer is a serious disease which affects many women and may lead to death. It has received considerable attention from the research community. Thus, biomedical researchers aim to find genetic biomarkers indicative of the disease. Novel biomarkers can be elucidated from the existing literature. However, the vast amount of scientific publications on breast cancer make this a daunting task. This paper presents a framework which investigates existing literature data for informative discoveries. It integrates text mining and social network analysis in order to identify new potential biomarkers for breast cancer.</p></sec><sec><title>Results</title><p>We utilized PubMed for the testing. We investigated gene–gene interactions, as well as novel interactions such as gene-year, gene-country, and abstract-country to find out how the discoveries varied over time and how overlapping/diverse are the discoveries and the interest of various research groups in different countries.</p></sec><sec><title>Conclusions</title><p>Interesting trends have been identified and discussed, e.g., different genes are highlighted in relationship to different countries though the various genes were found to share functionality. Some text analysis based results have been validated against results from other tools that predict gene–gene relations and gene functions.</p></sec><sec><title>Electronic supplementary material</title><p>The online version of this article (doi:10.1186/s13104-016-2023-5) contains supplementary material, which is available to authorized users.</p></sec></div></front><back><div1 type="bibliography"><listBibl><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Van Veer, Lj" uniqKey="Van Veer L">LJ van’t Veer</name></author><author><name sortKey="Bernards, R" uniqKey="Bernards R">R Bernards</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Mishra, Alok" uniqKey="Mishra A">Alok Mishra</name></author><author><name sortKey="Verma, Mukesh" uniqKey="Verma M">Mukesh Verma</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Ozgur, A" uniqKey="Ozgur A">A Ozgür</name></author><author><name sortKey="Vu, T" uniqKey="Vu T">T Vu</name></author><author><name sortKey="Erkan, G" uniqKey="Erkan G">G Erkan</name></author><author><name sortKey="Radev, Dr" uniqKey="Radev D">DR Radev</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Liu, Y" uniqKey="Liu Y">Y Liu</name></author><author><name sortKey="Navathe, Sb" uniqKey="Navathe S">SB Navathe</name></author><author><name sortKey="Civera, J" uniqKey="Civera J">J Civera</name></author><author><name sortKey="Dasigi, V" uniqKey="Dasigi V">V Dasigi</name></author><author><name sortKey="Ram, A" uniqKey="Ram A">A Ram</name></author><author><name sortKey="Ciliax, Bj" uniqKey="Ciliax B">BJ Ciliax</name></author><author><name sortKey="Dingledine, R" uniqKey="Dingledine R">R Dingledine</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Otte, E" uniqKey="Otte E">E Otte</name></author><author><name sortKey="Rousseau, R" uniqKey="Rousseau R">R Rousseau</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Akay, Mf" uniqKey="Akay M">MF Akay</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Faro, A" uniqKey="Faro A">A Faro</name></author><author><name sortKey="Giordano, D" uniqKey="Giordano D">D Giordano</name></author><author><name sortKey="Spampinato, C" uniqKey="Spampinato C">C Spampinato</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhu, F" uniqKey="Zhu F">F Zhu</name></author><author><name sortKey="Patumcharoenpol, P" uniqKey="Patumcharoenpol P">P Patumcharoenpol</name></author><author><name sortKey="Zhang, C" uniqKey="Zhang C">C Zhang</name></author><author><name sortKey="Yang, Y" uniqKey="Yang Y">Y Yang</name></author><author><name sortKey="Chan, J" uniqKey="Chan J">J Chan</name></author><author><name sortKey="Meechai, A" uniqKey="Meechai A">A Meechai</name></author><author><name sortKey="Vongsangnak, W" uniqKey="Vongsangnak W">W Vongsangnak</name></author><author><name sortKey="Shen, B" uniqKey="Shen B">B Shen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rebholz Schuhmann, D" uniqKey="Rebholz Schuhmann D">D Rebholz-Schuhmann</name></author><author><name sortKey="Oellrich, A" uniqKey="Oellrich A">A Oellrich</name></author><author><name sortKey="Hoehndorf, R" uniqKey="Hoehndorf R">R Hoehndorf</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Jensen, Lj" uniqKey="Jensen L">LJ Jensen</name></author><author><name sortKey="Saric, J" uniqKey="Saric J">J Saric</name></author><author><name sortKey="Bork, P" uniqKey="Bork P">P Bork</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Nunes, T" uniqKey="Nunes T">T Nunes</name></author><author><name sortKey="Campos, D" uniqKey="Campos D">D Campos</name></author><author><name sortKey="Matos, S" uniqKey="Matos S">S Matos</name></author><author><name sortKey="Oliveira, Jl" uniqKey="Oliveira J">JL Oliveira</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Stears, R" uniqKey="Stears R">R Stears</name></author><author><name sortKey="Martinsky, T" uniqKey="Martinsky T">T Martinsky</name></author><author><name sortKey="Schena, M" uniqKey="Schena M">M Schena</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><author><name sortKey="Franz, M" uniqKey="Franz M">M Franz</name></author><author><name sortKey="Grouios, C" uniqKey="Grouios C">C Grouios</name></author><author><name sortKey="Kazi, F" uniqKey="Kazi F">F Kazi</name></author><author><name sortKey="Lopes, Ct" uniqKey="Lopes C">CT Lopes</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bauer Mehren, A" uniqKey="Bauer Mehren A">A Bauer-Mehren</name></author><author><name sortKey="Bundschus, M" uniqKey="Bundschus M">M Bundschus</name></author><author><name sortKey="Rautschka, M" uniqKey="Rautschka M">M Rautschka</name></author><author><name sortKey="Mayer, Ma" uniqKey="Mayer M">MA Mayer</name></author><author><name sortKey="Sanz, F" uniqKey="Sanz F">F Sanz</name></author><author><name sortKey="Furlong, Li" uniqKey="Furlong L">LI Furlong</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bauer Mehren, A" uniqKey="Bauer Mehren A">A Bauer-Mehren</name></author><author><name sortKey="Rautschka, M" uniqKey="Rautschka M">M Rautschka</name></author><author><name sortKey="Sanz, F" uniqKey="Sanz F">F Sanz</name></author><author><name sortKey="Furlong, Li" uniqKey="Furlong L">LI Furlong</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Osborne, Jd" uniqKey="Osborne J">JD Osborne</name></author><author><name sortKey="Flatow, J" uniqKey="Flatow J">J Flatow</name></author><author><name sortKey="Holko, M" uniqKey="Holko M">M Holko</name></author><author><name sortKey="Lin, Sm" uniqKey="Lin S">SM Lin</name></author><author><name sortKey="Kibbe, Wa" uniqKey="Kibbe W">WA Kibbe</name></author><author><name sortKey="Zhu, Lj" uniqKey="Zhu L">LJ Zhu</name></author><author><name sortKey="Danila, Mi" uniqKey="Danila M">MI Danila</name></author><author><name sortKey="Feng, J" uniqKey="Feng J">J Feng</name></author><author><name sortKey="Chisholm, Rl" uniqKey="Chisholm R">RL Chisholm</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Spampinato, C" uniqKey="Spampinato C">C Spampinato</name></author><author><name sortKey="Kavasidis, I" uniqKey="Kavasidis I">I Kavasidis</name></author><author><name sortKey="Aldinucci, M" uniqKey="Aldinucci M">M Aldinucci</name></author><author><name sortKey="Pino, C" uniqKey="Pino C">C Pino</name></author><author><name sortKey="Giordano, D" uniqKey="Giordano D">D Giordano</name></author><author><name sortKey="Faro, A" uniqKey="Faro A">A Faro</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ozgur, A" uniqKey="Ozgur A">A Ozgür</name></author><author><name sortKey="Xiang, Z" uniqKey="Xiang Z">Z Xiang</name></author><author><name sortKey="Radev, Dr" uniqKey="Radev D">DR Radev</name></author><author><name sortKey="He, Y" uniqKey="He Y">Y He</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Hudis, Ca" uniqKey="Hudis C">CA Hudis</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Vogel, Cl" uniqKey="Vogel C">CL Vogel</name></author><author><name sortKey="Cobleigh, Ma" uniqKey="Cobleigh M">MA Cobleigh</name></author><author><name sortKey="Tripathy, D" uniqKey="Tripathy D">D Tripathy</name></author><author><name sortKey="Gutheil, Jc" uniqKey="Gutheil J">JC Gutheil</name></author><author><name sortKey="Harris, Ln" uniqKey="Harris L">LN Harris</name></author><author><name sortKey="Fehrenbacher, L" uniqKey="Fehrenbacher L">L Fehrenbacher</name></author><author><name sortKey="Slamon, Dj" uniqKey="Slamon D">DJ Slamon</name></author><author><name sortKey="Murphy, M" uniqKey="Murphy M">M Murphy</name></author><author><name sortKey="Novotny, Wf" uniqKey="Novotny W">WF Novotny</name></author><author><name sortKey="Burchmore, M" uniqKey="Burchmore M">M Burchmore</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Lumachi, F" uniqKey="Lumachi F">F Lumachi</name></author><author><name sortKey="Brunello, A" uniqKey="Brunello A">A Brunello</name></author><author><name sortKey="Maruzzo, M" uniqKey="Maruzzo M">M Maruzzo</name></author><author><name sortKey="Basso, U" uniqKey="Basso U">U Basso</name></author><author><name sortKey="Basso, Smm" uniqKey="Basso S">SMM Basso</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Frasor, J" uniqKey="Frasor J">J Frasor</name></author><author><name sortKey="Chang, Ec" uniqKey="Chang E">EC Chang</name></author><author><name sortKey="Komm, B" uniqKey="Komm B">B Komm</name></author><author><name sortKey="Lin, Cy" uniqKey="Lin C">CY Lin</name></author><author><name sortKey="Vega, Vb" uniqKey="Vega V">VB Vega</name></author><author><name sortKey="Liu, Et" uniqKey="Liu E">ET Liu</name></author><author><name sortKey="Miller, Ld" uniqKey="Miller L">LD Miller</name></author><author><name sortKey="Smeds, J" uniqKey="Smeds J">J Smeds</name></author><author><name sortKey="Bergh, J" uniqKey="Bergh J">J Bergh</name></author><author><name sortKey="Katzenellenbogen, Bs" uniqKey="Katzenellenbogen B">BS Katzenellenbogen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Olsson, Pa" uniqKey="Olsson P">PA Olsson</name></author><author><name sortKey="Korhonen, L" uniqKey="Korhonen L">L Korhonen</name></author><author><name sortKey="Mercer, Ea" uniqKey="Mercer E">EA Mercer</name></author><author><name sortKey="Lindholm, D" uniqKey="Lindholm D">D Lindholm</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Prudnikova, Ty" uniqKey="Prudnikova T">TY Prudnikova</name></author><author><name sortKey="Mostovich, La" uniqKey="Mostovich L">LA Mostovich</name></author><author><name sortKey="Domanitskaya, Nv" uniqKey="Domanitskaya N">NV Domanitskaya</name></author><author><name sortKey="Pavlova, Tv" uniqKey="Pavlova T">TV 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sortKey="Yang, Ms" uniqKey="Yang M">MS Yang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Goh, Kl" uniqKey="Goh K">KL Goh</name></author><author><name sortKey="Cusick, Me" uniqKey="Cusick M">ME Cusick</name></author><author><name sortKey="Valle, D" uniqKey="Valle D">D Valle</name></author><author><name sortKey="Childs, B" uniqKey="Childs B">B Childs</name></author><author><name sortKey="Vidal, M" uniqKey="Vidal M">M Vidal</name></author><author><name sortKey="Barabasi, Al" uniqKey="Barabasi A">AL Barabási</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Dai, Hj" uniqKey="Dai H">HJ Dai</name></author><author><name sortKey="Chang, Yc" uniqKey="Chang Y">YC Chang</name></author><author><name sortKey="Tsai, Rt" uniqKey="Tsai R">RT Tsai</name></author><author><name sortKey="Hsu, Wl" uniqKey="Hsu W">WL Hsu</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Canada</li><li>Liban</li><li>République populaire de Chine</li><li>Turquie</li></country><region><li>Alberta</li><li>Dongbei</li><li>Jilin</li></region><settlement><li>Calgary</li><li>Changchun</li></settlement><orgName><li>Université de Calgary</li><li>Université de Jilin</li></orgName></list><tree><country name="Canada"><region name="Alberta"><name sortKey="Jurca, Gabriela" sort="Jurca, Gabriela" uniqKey="Jurca G" first="Gabriela" last="Jurca">Gabriela Jurca</name></region><name sortKey="Addam, Omar" sort="Addam, Omar" uniqKey="Addam O" first="Omar" last="Addam">Omar Addam</name><name sortKey="Aksac, Alper" sort="Aksac, Alper" uniqKey="Aksac A" first="Alper" last="Aksac">Alper Aksac</name><name sortKey="Alhajj, Reda" sort="Alhajj, Reda" uniqKey="Alhajj R" first="Reda" last="Alhajj">Reda Alhajj</name><name sortKey="Demetrick, Douglas" sort="Demetrick, Douglas" uniqKey="Demetrick D" first="Douglas" last="Demetrick">Douglas Demetrick</name></country><country name="République populaire de Chine"><region name="Jilin"><name sortKey="Gao, Shang" sort="Gao, Shang" uniqKey="Gao S" first="Shang" last="Gao">Shang Gao</name></region></country><country name="Turquie"><noRegion><name sortKey="Ozyer, Tansel" sort="Ozyer, Tansel" uniqKey="Ozyer T" first="Tansel" last="Özyer">Tansel Özyer</name></noRegion></country><country name="Liban"><noRegion><name sortKey="Alhajj, Reda" sort="Alhajj, Reda" uniqKey="Alhajj R" first="Reda" last="Alhajj">Reda Alhajj</name></noRegion></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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|wiki= Wicri/Canada
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}}
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