Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen
Por:
Menden, MP, Wang, D, Mason, MJ, Szalai, B, Bulusu, KC, Guan, YF, Yu, T, Kang, J, Jeon, M, Wolfinger, R, Nguyen, T, Zaslavskiy, M, Jang, IS, Ghazoui, Z, Ahsen, ME, Vogel, R, Neto, EC, Norman, T, Tang, EKY, Garnett, MJ, Di Veroli, GY, Fawell, S, Stolovitzky, G, Guinney, J, Dry, JR, Saez-Rodriguez, J, Abante, J, Abecassis, BS, Aben, N, Aghamirzaie, D, Aittokallio, T, Akhtari, FS, Al-lazikani, B, Alam, T, Allam, A, Allen, C, de Almeida, MP, Altarawy, D, Alves, V, Amadoz, A, Anchang, B, Antolin, AA, Ash, JR, Aznar, VR, Ba-alawi, W, Bagheri, M, Bajic, V, Ball, G, Ballester, PJ, Baptista, D, Bare, C, Bateson, M, Bender, A, Bertrand, D, Wijayawardena, B, Boroevich, KA, Bosdriesz, E, Bougouffa, S, Bounova, G, Brouwer, T, Bryant, B, Calaza, M, Calderone, A, Calza, S, Capuzzi, S, Carbonell-Caballero, J, Carlin, D, Carter, H, Castagnoli, L, Celebi, R, Cesareni, G, Chang, H, Chen, GC, Chen, HR, Chen, HY, Cheng, LJ, Chernomoretz, A, Chicco, D, Cho, KH, Cho, S, Choi, D, Choi, J, Choi, K, Choi, M, De Cock, M, Coker, E, Cortes-Ciriano, I, Cserzo, M, Cubuk, C, Curtis, C, Van Daele, D, Dang, CC, Dijkstra, T, Dopazo, J, Draghici, S, Drosou, A, Dumontier, M, Ehrhart, F, Eid, FE, ElHefnawi, M, Elmarakeby, H, van Engelen, B, Engin, HB, de Esch, I, Evelo, C, Falcao, AO, Farag, S, Fernandez-Lozano, C, Fisch, K, Flobak, A, Fornari, C, Foroushani, ABK, Fotso, DC, Fourches, D, Friend, S, Frigessi, A, Gao, F, Gao, XT, Gerold, JM, Gestraud, P, Ghosh, S, Gillberg, J, Godoy-Lorite, A, Godynyuk, L, Godzik, A, Goldenberg, A, Gomez-Cabrero, D, Gonen, M, de Graaf, C, Gray, H, Grechkin, M, Guimera, R, Guney, E, Haibe-Kains, B, Han, Y, Hase, T, He, D, He, LY, Heath, LS, Hellton, KH, Helmer-Citterich, M, Hidalgo, MR, Hidru, D, Hill, SM, Hochreiter, S, Hong, S, Hovig, E, Hsueh, YC, Hu, ZY, Huang, JK, Huang, RS, Hunyady, L, Hwang, J, Hwang, TH, Hwang, W, Hwang, Y, Isayev, O, Walk, OBD, Jack, J, Jahandideh, S, Ji, JD, Jo, Y, Kamola, PJ, Kanev, GK, Karacosta, L, Karimi, M, Kaski, S, Kazanov, M, Khamis, AM, Khan, SA, Kiani, NA, Kim, A, Kim, J, Kim, J, Kim, K, Kim, K, Kim, S, Kim, Y, Kim, Y, Kirk, PDW, Kitano, H, Klambauer, G, Knowles, D, Ko, M, Kohn-Luque, A, Kooistra, AJ, Kuenemann, MA, Kuiper, M, Kurz, C, Kwon, M, van Laarhoven, T, Laegreid, A, Lederer, S, Lee, H, Lee, J, Lee, YW, Leppaho, E, Lewis, R, Li, J, Li, L, Liley, J, Lim, WK, Lin, C, Liu, YY, Lopez, Y, Low, J, Lysenko, A, Machado, D, Madhukar, N, De Maeyer, D, Malpartida, AB, Mamitsuka, H, Marabita, F, Marchal, K, Marttinen, P, Mason, D, Mazaheri, A, Mehmood, A, Mehreen, A, Michaut, M, Miller, RA, Mitsopoulos, C, Modos, D, Van Moerbeke, M, Moo, K, Motsinger-Reif, A, Movva, R, Muraru, S, Muratov, E, Mushthofa, M, Nagarajan, N, Nakken, S, Nath, A, Neuvial, P, Newton, R, Ning, Z, De Niz, C, Oliva, B, Olsen, C, Palmeri, A, Panesar, B, Papadopoulos, S, Park, J, Park, S, Park, S, Pawitan, Y, Peluso, D, Pendyala, S, Peng, J, Perfetto, L, Pirro, S, Plevritis, S, Politi, R, Poon, H, Porta, E, Prellner, I, Preuer, K, Pujana, MA, Ramnarine, R, Reid, JE, Reyal, F, Richardson, S, Ricketts, C, Rieswijk, L, Rocha, M, Rodriguez-Gonzalvez, C, Roell, K, Rotroff, D, de Ruiter, JR, Rukawa, P, Sadacca, B, Safikhani, Z, Safitri, F, Sales-Pardo, M, Sauer, S, Schlichting, M, Seoane, JA, Serra, J, Shang, MM, Sharma, A, Sharma, H, Shen, Y, Shiga, M, Shin, M, Shkedy, Z, Shopsowitz, K, Sinai, S, Skola, D, Smirnov, P, Soerensen, IF, Soerensen, P, Song, JH, Song, SO, Soufan, O, Spitzmueller, A, Steipe, B, Suphavilai, C, Tamayo, SP, Tamborero, D, Tang, J, Tanoli, ZUR, Tarres-Deulofeu, M, Tegner, J, Thommesen, L, Tonekaboni, SAM, Tran, H, De Troyer, E, Truong, A, Tsunoda, T, Turu, G, Tzeng, GY, Verbeke, L, Videla, S, Vis, D, Voronkov, A, Votis, K, Wang, A, Wang, HQH, Wang, PW, Wang, S, Wang, W, Wang, XC, Wang, X, Wennerberg, K, Wernisch, L, Wessels, L, van Westen, GJP, Westerman, BA, White, SR, Willighagen, E, Wurdinger, T, Xie, L, Xie, SL, Xu, H, Yadav, B, Yau, C, Yeerna, H, Yin, JW, Yu, M, Yu, M, Yun, SJ, Zakharov, A, Zamichos, A, Zanin, M, Zeng, L, Zenil, H, Zhang, F, Zhang, PY, Zhang, W, Zhao, HY, Zhao, L, Zheng, WJ, Zoufir, A and Zucknick, M
Publicada:
17 jun 2019
Resumen:
The effectiveness of most cancer targeted therapies is short-lived. Tumors often develop resistance that might be overcome with drug combinations. However, the number of possible combinations is vast, necessitating data-driven approaches to find optimal patient-specific treatments. Here we report AstraZeneca's large drug combination dataset, consisting of 11,576 experiments from 910 combinations across 85 molecularly characterized cancer cell lines, and results of a DREAM Challenge to evaluate computational strategies for predicting synergistic drug pairs and biomarkers. 160 teams participated to provide a comprehensive methodological development and benchmarking. Winning methods incorporate prior knowledge of drug-target interactions. Synergy is predicted with an accuracy matching biological replicates for >60% of combinations. However, 20% of drug combinations are poorly predicted by all methods. Genomic rationale for synergy predictions are identified, including ADAM17 inhibitor antagonism when combined with PIK3CB/D inhibition contrasting to synergy when combined with other PI3K-pathway inhibitors in PIK3CA mutant cells.
Filiaciones:
Menden, MP:
AstraZeneca, IMED Biotech Unit, Oncol, Cambridge SG8 6EH, England
European Bioinformat Inst, European Mol Biol Lab, Cambridge CB10 1SD, England
Helmholtz Zentrum MUnchen, Inst Computat Biol, German Res Ctr Environm Hlth, D-85764 Munich, Germany
Wang, D:
AstraZeneca, IMED Biotech Unit, Oncol, Cambridge SG8 6EH, England
Univ Sheffield, Sheffield Inst Translat Neurosci, Sheffield S10 2TN, S Yorkshire, England
Mason, MJ:
Sage Bionetworks, Seattle, WA 98121 USA
Szalai, B:
Semmelweis Univ, Fac Med, Dept Physiol, H-1085 Budapest, Hungary
Hungarian Acad Sci, Lab Mol Physiol, H-1085 Budapest, Hungary
Semmelweis Univ MTA SE, H-1085 Budapest, Hungary
Rhein Westfal TH Aachen, Fac Med, Joint Res Ctr Computat Biomed, D-52062 Aachen, Germany
Bulusu, KC:
AstraZeneca, IMED Biotech Unit, Oncol, Cambridge SG8 6EH, England
Guan, YF:
Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
Yu, T:
Sage Bionetworks, Seattle, WA 98121 USA
Kang, J:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Jeon, M:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Wolfinger, R:
SAS Inst Inc, Cary, NC 27513 USA
Nguyen, T:
Univ Nevada, Dept Comp Sci & Engn, Reno, NV 89557 USA
Zaslavskiy, M:
Owkin Inc, Computat Biol, New York, NY 10022 USA
Jang, IS:
Sage Bionetworks, Seattle, WA 98121 USA
Ghazoui, Z:
AstraZeneca, IMED Biotech Unit, Oncol, Cambridge SG8 6EH, England
Ahsen, ME:
IBM Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
Vogel, R:
IBM Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
Neto, EC:
Sage Bionetworks, Seattle, WA 98121 USA
Norman, T:
Sage Bionetworks, Seattle, WA 98121 USA
Tang, EKY:
AstraZeneca, IMED Biotech Unit, Oncol, Cambridge SG8 6EH, England
Garnett, MJ:
Wellcome Trust Sanger Inst, Hinxton CB10 1SA, England
Di Veroli, GY:
AstraZeneca, IMED Biotech Unit, Early Clin Dev, Cambridge SG8 6EH, England
Fawell, S:
R&D Boston, AstraZeneca, IMED Biotech Unit, Oncol, Waltham, MA 02451 USA
Stolovitzky, G:
IBM Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
Icahn Sch Med Mt Sinai, Dept Genet & Genom Sci, New York, NY 10029 USA
Guinney, J:
Sage Bionetworks, Seattle, WA 98121 USA
Dry, JR:
R&D Boston, AstraZeneca, IMED Biotech Unit, Oncol, Waltham, MA 02451 USA
Saez-Rodriguez, J:
European Bioinformat Inst, European Mol Biol Lab, Cambridge CB10 1SD, England
Rhein Westfal TH Aachen, Fac Med, Joint Res Ctr Computat Biomed, D-52062 Aachen, Germany
Heidelberg Univ, Fac Med, Inst Computat Biomed, D-69120 Heidelberg, Germany
Abante, J:
Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
Abecassis, BS:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Aben, N:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Delft Univ Technol, Fac EEMCS, NL-2628 CD Delft, Netherlands
Aghamirzaie, D:
Virginia Tech, Genet Bioinformat & Computat Biol, Blacksburg, VA 24061 USA
Aittokallio, T:
Univ Helsinki, Inst Mol Med Finland FIMM, FI-00014 Helsinki, Finland
Akhtari, FS:
North Carolina State Univ, Bioinformat Res Ctr, Raleigh, NC 27695 USA
Al-lazikani, B:
Inst Canc Res, London SW3 6JB, England
Alam, T:
KAUST, CBRC, Thuwal 23955, Saudi Arabia
Allam, A:
KAUST, Thuwal 23955, Saudi Arabia
Allen, C:
Univ Cambridge, Ctr Mol Informat, Dept Chem, Cambridge CB2 1EW, England
de Almeida, MP:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Altarawy, D:
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24061 USA
Alexandria Univ, Alexandria 21500, Egypt
Alves, V:
Univ N Carolina, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Amadoz, A:
Igenomix SL, Dept Bioinformat, Valencia 46980, Spain
Anchang, B:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Antolin, AA:
Inst Canc Res, London SW3 6JB, England
Ash, JR:
North Carolina State Univ, Bioinformat Res Ctr, Dept Chem, Dept Stat, Raleigh, NC 27695 USA
Aznar, VR:
Leloir Inst, C1405 BWE, Buenos Aires, DF, Argentina
Ba-alawi, W:
KAUST, CBRC, Thuwal 23955, Saudi Arabia
Bagheri, M:
Univ Toronto, Toronto, ON M5S, Canada
Bajic, V:
KAUST, CBRC, Thuwal 23955, Saudi Arabia
Ball, G:
Karolinska Inst, Dept Med, Unit Computat Med, Solna SciLifeLab,Ctr Mol Med, SE-17176 Solna, Sweden
Ballester, PJ:
INSERM U1068, F-13005 Marseille, France
Inst Paoli Calmettes, F-13009 Marseille, France
Aix Marseille Univ, F-13007 Marseille, France
CNRS UMR7258, F-13273 Marseille, France
Baptista, D:
Univ Minho, Ctr Biol Engn CEB, P-4710057 Braga, Portugal
Bare, C:
Sage Bionetworks, Seattle, WA 98121 USA
Bateson, M:
Inst HyperCube, F-92907 Paris, France
Bender, A:
Univ Cambridge, Ctr Mol Informat, Dept Chem, Cambridge CB2 1EW, England
Bertrand, D:
Genome Inst Singapore, Computat & Syst Biol, Singapore 138672, Singapore
Wijayawardena, B:
Indiana Univ, Sch Med, Indianapolis, IN 46202 USA
Boroevich, KA:
RIKEN Japan, Ctr Integrat Med Sci, Kobe, Hyogo 6500047, Japan
Bosdriesz, E:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Canc Genom Netherlands, NL-3584 CG Utrecht, Netherlands
Bougouffa, S:
KAUST, CBRC, Thuwal 23955, Saudi Arabia
Bounova, G:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Brouwer, T:
Univ Cambridge, Comp Lab, Cambridge CB3 OFD, England
Bryant, B:
Constellat Pharmaceut, Cambridge, MA 02142 USA
Calaza, M:
CIMUS Univ Santiago Compostela, La Coruna 15001, Spain
Calderone, A:
Univ Roma Tor Vergata, Dept Biol, Bioinformat & Computat Biol Unit, I-00133 Rome, Italy
Calza, S:
Univ Brescia, Dept Mol & Translat Med, I-25123 Brescia, Italy
Karolinska Inst, Dept Med Epidemiol & Biostat, SE-17176 Stockholm, Sweden
Capuzzi, S:
Univ N Carolina, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Carbonell-Caballero, J:
Barcelona Inst Sci & Technol, CRG, Barcelona 08036, Spain
Carlin, D:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Carter, H:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Castagnoli, L:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Celebi, R:
Ege Univ Turkey, Dept Comp Engn, TR-35100 Metro Istasyonu, Turkey
Cesareni, G:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Chang, H:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Chen, GC:
Univ Texas Hlth Sci Ctr Houston, Houston, TX 77030 USA
Chen, HR:
Texas A&M Univ, College Stn, TX 77843 USA
Chen, HY:
Case Western Univ, Cleveland, OH 44106 USA
Cheng, LJ:
Indiana Univ, Sch Med, Indianapolis, IN 46202 USA
Chernomoretz, A:
Leloir Inst, C1405 BWE, Buenos Aires, DF, Argentina
Chicco, D:
Princess Margaret Canc Ctr, Toronto, ON M5G 2C1, Canada
Cho, KH:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Cho, S:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Choi, D:
Kongju Natl Univ, Dept Med Informat, Gongju 32588, South Korea
Choi, J:
Biosynergy Res Ctr, Daejeon 02451, South Korea
Choi, K:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Choi, M:
Kongju Natl Univ, Dept Med Informat, Gongju 32588, South Korea
De Cock, M:
Univ Washington, Tacoma, WA 98402 USA
Coker, E:
Inst Canc Res, London SW3 6JB, England
Cortes-Ciriano, I:
Inst Pasteur, CNRS UMR, Unite Bioinformat Struct, Dept Biol Struct & Chim, F-3825 Paris, France
Cserzo, M:
Semmelweis Univ, Fac Med, Dept Physiol, H-1085 Budapest, Hungary
Hungarian Acad Sci, Lab Mol Physiol, H-1085 Budapest, Hungary
Semmelweis Univ MTA SE, H-1085 Budapest, Hungary
Cubuk, C:
Hosp Virgen Rocio, Clin Bioinformat Area Fdn Progreso & Salud CDCA, Seville 41092, Spain
Curtis, C:
Stanford Univ, Stanford, CA 94305 USA
Van Daele, D:
Katholieke Univ Leuven, B-3000 Leuven, Belgium
Dang, CC:
INSERM U1068, F-13005 Marseille, France
Inst Paoli Calmettes, F-13009 Marseille, France
Aix Marseille Univ, F-13007 Marseille, France
CNRS UMR7258, F-13273 Marseille, France
Dijkstra, T:
Max Planck Inst Dev Biol, D-72076 Tubingen, Germany
Dopazo, J:
Hosp Virgen Rocio, Clin Bioinformat Area Fdn Progreso & Salud CDCA, Seville 41092, Spain
Draghici, S:
Wayne State Univ, Dept Comp Sci, Detroit, MI 48202 USA
Wayne State Univ, Dept Obstet & Gynecol, Detroit, MI 48202 USA
Drosou, A:
CERTH ITI, GR-5700 Thessaloniki, Greece
Dumontier, M:
Maastricht Univ, Inst Data Sci, NL-6229 ER Maastricht, Netherlands
Ehrhart, F:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Eid, FE:
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24061 USA
Al Azhar Univ, Cairo 11651, Egypt
ElHefnawi, M:
Natl Res Ctr, Cairo 12622, Egypt
Nile Univ, Cairo 12622, Egypt
Elmarakeby, H:
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24061 USA
Al Azhar Univ, Cairo 11651, Egypt
van Engelen, B:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Engin, HB:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
de Esch, I:
AIMMS Vrije Univ, Div Med Chem, NL-1081 HZ Amsterdam, Netherlands
Evelo, C:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Falcao, AO:
Univ Lisboa Portugal, LaSIGE Fac Ciencias, P-1749016 Lisbon, Portugal
Farag, S:
Univ N Carolina, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Fernandez-Lozano, C:
Univ A Coruna, Coruna 15001, Spain
Fisch, K:
Univ Calif San Diego, Ctr Computat Biol & Bioinformat, La Jolla, CA 92093 USA
Flobak, A:
Norwegian Univ Sci & Technol, N-7491 Trondheim, Norway
St Olavs Univ Hosp, N-7030 Trondheim, Norway
Fornari, C:
AstraZeneca, IMED Biotech Unit, Oncol, Cambridge SG8 6EH, England
Foroushani, ABK:
Texas State Univ, San Marcos, TX 78666 USA
Fotso, DC:
Univ Oxford, Oxford OX1 2JD, England
Fourches, D:
North Carolina State Univ, Dept Chem, Bioinformat Res Ctr, Raleigh, NC 27695 USA
Friend, S:
Sage Bionetworks, Seattle, WA 98121 USA
Frigessi, A:
Univ Oslo, Oslo Ctr Biostat & Epidemiol, N-0317 Oslo, Norway
Oslo Univ Hosp Norway, N-0317 Oslo, Norway
Gao, F:
City Univ Hong Kong, Dept Biomed Sci, Hong Kong 999077, Peoples R China
Gao, XT:
Yale Univ, New Haven, CT 06520 USA
Gerold, JM:
Harvard Univ, Program Evolutionary Dynam, Cambridge, MA 02138 USA
Gestraud, P:
Inst Curie, Inserm U900, F-75248 Paris, France
Ghosh, S:
Syst Biol Inst Tokyo, Tokyo 1410022, Japan
Gillberg, J:
Aalto Univ, Dept Comp Sci, Espoo 02150, Finland
Godoy-Lorite, A:
Quim Univ Rovira & Virgili, Dept Engn, Tarragona 43007, Spain
Godynyuk, L:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Godzik, A:
Sanford Burnham Prebys Med Discovery Inst, La Jolla, CA 92037 USA
Goldenberg, A:
Hosp Sick Children, Toronto, ON M5G 1X8, Canada
Gomez-Cabrero, D:
Karolinska Inst, Dept Med, Unit Computat Med, Solna SciLifeLab,Ctr Mol Med, SE-17176 Solna, Sweden
Kings Coll London, Mucosal & Salivary Biol Div, Dent Inst, London SE1 9RT, England
Gonen, M:
Koc Univ, Coll Engn, TR-34450 Istanbul, Turkey
Koc Univ, Sch Med, TR-34450 Istanbul, Turkey
de Graaf, C:
AIMMS Vrije Univ, Div Med Chem, NL-1081 HZ Amsterdam, Netherlands
Gray, H:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Grechkin, M:
Univ Washington, Seattle, WA 98195 USA
Guimera, R:
Quim Univ Rovira & Virgili, Dept Engn, Tarragona 43007, Spain
ICREA, Barcelona 08010, Spain
Guney, E:
Inst Res Biomed, Joint & RB BSC CRG Program Computat Biol, Barcelona 08028, Spain
Haibe-Kains, B:
Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 2C1, Canada
Han, Y:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Hase, T:
Syst Biol Inst Tokyo, Tokyo 1410022, Japan
He, D:
CUNY, Grad Ctr, PhD Program Comp Sci, New York, NY USA
He, LY:
Univ Helsinki, Inst Mol Med Finland FIMM, FI-00014 Helsinki, Finland
Heath, LS:
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24061 USA
Hellton, KH:
Univ Oslo, Dept Math, N-0371 Oslo, Norway
Helmer-Citterich, M:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Hidalgo, MR:
Hosp Virgen Rocio, Clin Bioinformat Area Fdn Progreso & Salud CDCA, Seville 41092, Spain
Hidru, D:
Univ Toronto, Toronto, ON M5S, Canada
Hill, SM:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Hochreiter, S:
Johannes Kepler Univ Linz, Inst Machine Learning Johannes Kepler, A-4040 Linz, Austria
Hong, S:
Univ Wisconsin, Madison, WI 53706 USA
Hovig, E:
Oslo Univ Hosp Norway, Inst Canc Res, Dept Tumor Biol, N-0424 Oslo, Norway
Univ Oslo, Dept Informat, N-0316 Oslo, Norway
Hsueh, YC:
Univ Toronto, Toronto, ON M5S, Canada
Hu, ZY:
Univ Oxford, Wellcome Trust, Ctr Human Genet, Oxford OX3 7BN, England
Huang, JK:
Univ Calif San Diego, Bioinformat & Syst Biol Program, La Jolla, CA 92093 USA
Huang, RS:
Univ Minnesota, Minneapolis, MN 55455 USA
Hunyady, L:
Semmelweis Univ, Fac Med, Dept Physiol, H-1085 Budapest, Hungary
Hungarian Acad Sci, Lab Mol Physiol, H-1085 Budapest, Hungary
Semmelweis Univ MTA SE, H-1085 Budapest, Hungary
Hwang, J:
Daegu Univ, Dept Comp Sci & Stat, Daegu 38453, South Korea
Hwang, TH:
Univ Texas Southwestern Med Ctr Dallas, Dept Bioinformat, Dallas, TX 75390 USA
Hwang, W:
Biosynergy Res Ctr, Daejeon 02451, South Korea
Hwang, Y:
Univ Suwon, Dept Comp Sci, Suwon 16499, South Korea
Isayev, O:
Univ N Carolina, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Walk, OBD:
Columbia Univ, Dept Biomed Informat, New York, NY 10032 USA
Jack, J:
North Carolina State Univ, Bioinformat Res Ctr, Raleigh, NC 27695 USA
Jahandideh, S:
Sanford Burnham Prebys Med Discovery Inst, La Jolla, CA 92037 USA
Ji, JD:
Univ Finance & Econ, Sch Stat Shandong, Jinan 250000, Shandong, Peoples R China
CUNY, Hunter Coll, Dept Comp Sci, New York, NY 10065 USA
Shandong Univ China, Sch Publ Hlth, Dept Biostat, Jinan 250012, Shandong, Peoples R China
Jo, Y:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Kamola, PJ:
RIKEN Japan, Ctr Integrat Med Sci, Kobe, Hyogo 6500047, Japan
Kanev, GK:
AIMMS Vrije Univ, Div Med Chem, NL-1081 HZ Amsterdam, Netherlands
Karacosta, L:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Karimi, M:
Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
Kaski, S:
Aalto Univ, Dept Comp Sci, Espoo 02150, Finland
Kazanov, M:
Skolkovo Inst Sci & Technol, Moscow 121205, Russia
AA Kharkevich Inst Informat Transmiss Problems, Moscow 127051, Russia
Khamis, AM:
KAUST, CBRC, Thuwal 23955, Saudi Arabia
Khan, SA:
Univ Helsinki, Inst Mol Med Finland FIMM, FI-00014 Helsinki, Finland
Kiani, NA:
Karolinska Inst, Ctr Mol Med, SciLifeLab, Algorithm Dynam Lab,Unit Computat Med,Dept Med So, SE-17176 Solna, Sweden
Kim, A:
Univ Washington, Seattle, WA 98195 USA
Kim, J:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Standigm Inc, Seoul 06250, South Korea
Kim, J:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Standigm Inc, Seoul 06250, South Korea
Kim, K:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Univ Washington, Dept Bioengn, Seattle, WA 98195 USA
Kim, K:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Univ Washington, Dept Bioengn, Seattle, WA 98195 USA
Kim, S:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Kim, Y:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Div Oncogen NKI, NL-1066 CX Amsterdam, Netherlands
Kim, Y:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Div Oncogen NKI, NL-1066 CX Amsterdam, Netherlands
Kirk, PDW:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Kitano, H:
Syst Biol Inst Tokyo, Tokyo 1410022, Japan
Klambauer, G:
Johannes Kepler Univ Linz, Inst Machine Learning Johannes Kepler, A-4040 Linz, Austria
Knowles, D:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USA
Ko, M:
Stanford Univ, Dept Canc Biol, Stanford, CA 94305 USA
Kohn-Luque, A:
Univ Oslo, Dept Biostat, Oslo Ctr Biostat & Epidemiol, N-0317 Oslo, Norway
Kooistra, AJ:
AIMMS Vrije Univ, Div Med Chem, NL-1081 HZ Amsterdam, Netherlands
Kuenemann, MA:
North Carolina State Univ, Dept Chem, Bioinformat Res Ctr, Raleigh, NC 27695 USA
Kuiper, M:
Norwegian Univ Sci & Technol, N-7491 Trondheim, Norway
Kurz, C:
Helmholtz Zentrum Munchen, Inst Hlth Econ & Hlth Care Management, D-85764 Neuherberg, Germany
Kwon, M:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
van Laarhoven, T:
Radboud Univ Nijmegen, Data Sci, NL-6525 Nijmegen, Netherlands
Laegreid, A:
Norwegian Univ Sci & Technol, N-7491 Trondheim, Norway
Lederer, S:
Radboud Univ Nijmegen, Data Sci, NL-6525 Nijmegen, Netherlands
Lee, H:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Lee, J:
Univ Texas Southwestern Med Ctr Dallas, Dept Bioinformat, Dallas, TX 75390 USA
Lee, YW:
Kongju Natl Univ, Dept Med Informat, Gongju 32588, South Korea
Leppaho, E:
Aalto Univ, Dept Comp Sci, Espoo 02150, Finland
Lewis, R:
Univ Cambridge, Ctr Mol Informat, Dept Chem, Cambridge CB2 1EW, England
Li, J:
Case Western Univ, Cleveland, OH 44106 USA
Li, L:
Ohio State Univ, Coll Med, Dept Biomed Informat, Columbus, OH 43210 USA
Liley, J:
Univ Cambridge, Dept Med, Cambridge CB2 0SP, England
Lim, WK:
Med Sch Singapore, Ctr Computat Biol Duke NUS, Singapore 169857, Singapore
SingHlth Duke NUS Inst Precis Med Singapore, Singapore 169857, Singapore
Lin, C:
Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
Liu, YY:
Yale Univ, New Haven, CT 06520 USA
Lopez, Y:
RIKEN Japan, Ctr Integrat Med Sci, Kobe, Hyogo 6500047, Japan
Tokyo Med & Dent Univ, Math Med Res Inst, Dept Med Sci, Tokyo 1133510, Japan
CREST JST, Tokyo 1020076, Japan
Low, J:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Lysenko, A:
RIKEN Japan, Ctr Integrat Med Sci, Kobe, Hyogo 6500047, Japan
Machado, D:
Univ Minho, Ctr Biol Engn CEB, P-4710057 Braga, Portugal
Madhukar, N:
Weill Cornell Med, New York, NY 10065 USA
De Maeyer, D:
Univ Ghent, B-9000 Ghent, Belgium
Malpartida, AB:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Mamitsuka, H:
Kyoto Univ, Inst Chem Res, Bioinformat Ctr, Kyoto 6110011, Japan
Marabita, F:
Karolinska Inst, Dept Med, Unit Computat Med, Solna SciLifeLab,Ctr Mol Med, SE-17176 Solna, Sweden
Marchal, K:
Univ Ghent, B-9000 Ghent, Belgium
Marttinen, P:
Aalto Univ Finland, Dept Comp Sci, HIIT, Espoo 02150, Finland
Mason, D:
Univ Cambridge, Ctr Mol Informat, Dept Chem, Cambridge CB2 1EW, England
Mazaheri, A:
Karolinska Inst, Ctr Mol Med, SciLifeLab, Algorithm Dynam Lab,Unit Computat Med,Dept Med So, SE-17176 Solna, Sweden
Mehmood, A:
Univ Turku, Turku 20500, Finland
Mehreen, A:
Univ Helsinki, Helsinki 00100, Finland
Michaut, M:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Miller, RA:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Mitsopoulos, C:
Inst Canc Res, London SW3 6JB, England
Modos, D:
Univ Cambridge, Ctr Mol Informat, Dept Chem, Cambridge CB2 1EW, England
Van Moerbeke, M:
Interuniv Inst Bioinformat Brussels, B-1050 Ixelles, Belgium
Moo, K:
Univ Washington, Seattle, WA 98195 USA
Motsinger-Reif, A:
North Carolina State Univ, Bioinformat Res Ctr, Raleigh, NC 27695 USA
Movva, R:
Stanford Univ, Dept Genet, Stanford, CA 94305 USA
Muraru, S:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Muratov, E:
Univ N Carolina, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Mushthofa, M:
Univ Ghent, Bogor Agr Univ, B-9000 Ghent, Belgium
Nagarajan, N:
Genome Inst Singapore, Computat & Syst Biol, Singapore 138672, Singapore
Nakken, S:
Univ Paul Sabatier, Inst Math Toulouse, F-31400 Toulouse, France
Nath, A:
Univ Minnesota, Minneapolis, MN 55455 USA
Neuvial, P:
Univ Paul Sabatier, Inst Math Toulouse, F-31400 Toulouse, France
Newton, R:
Univ Cambridge, Cambridge CB2 8PQ, England
Ning, Z:
Karolinska Inst, Dept Med Epidemiol & Biostat, SE-17176 Stockholm, Sweden
De Niz, C:
Texas Tech Univ, Lubbock, TX 79409 USA
Oliva, B:
Univ Pompeu Fabra Barcelona, Dept Expt & Life Sci, Struct Bioinformat Grp GRIB IMIM, Catalonia 08041, Spain
Olsen, C:
Interuniv Inst Bioinformat Brussels, B-1050 Ixelles, Belgium
Univ Libre Bruxelles, Dept Informat, MLG, B-1050 Brussels, Belgium
Palmeri, A:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Panesar, B:
Univ Toronto, Toronto, ON M5S, Canada
Papadopoulos, S:
CERTH ITI, GR-5700 Thessaloniki, Greece
Park, J:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Park, S:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Kongju Natl Univ, Dept Med Informat, Gongju 32588, South Korea
Park, S:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Kongju Natl Univ, Dept Med Informat, Gongju 32588, South Korea
Pawitan, Y:
Karolinska Inst, Dept Med Epidemiol & Biostat, SE-17176 Stockholm, Sweden
Peluso, D:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Pendyala, S:
Harvard Univ, Cambridge, MA 02138 USA
Peng, J:
Univ Illinois, Champaign, IL 61820 USA
Perfetto, L:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Pirro, S:
Univ Roma Tor Vergata, Dept Biol, I-00133 Rome, Italy
Plevritis, S:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Politi, R:
Univ N Carolina, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Poon, H:
Microsoft Res Redmond, Redmond, WA 98052 USA
Porta, E:
Sanford Burnham Prebys Med Discovery Inst, La Jolla, CA 92037 USA
Prellner, I:
Cambridge Rindge & Latin High Sch, Cambridge, MA 02138 USA
Preuer, K:
Johannes Kepler Univ Linz, Inst Machine Learning Johannes Kepler, A-4040 Linz, Austria
Pujana, MA:
Catalan Inst Oncol ICO, Barcelona 19908908, Spain
Bellvitge Biomed Biomed Res Inst IDIBELL, Barcelona 19908908, Spain
Ramnarine, R:
Univ Toronto, Toronto, ON M5S, Canada
Reid, JE:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Reyal, F:
Inst Curie, RT2 Lab, F-75248 Paris, France
Richardson, S:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Ricketts, C:
Weill Cornell Med, New York, NY 10065 USA
Rieswijk, L:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Univ Calif Berkeley, Sch Publ Hlth, Div Environm Hlth, Berkeley, CA 94720 USA
Rocha, M:
Univ Minho, Ctr Biol Engn CEB, P-4710057 Braga, Portugal
Rodriguez-Gonzalvez, C:
Inst Canc Res, London SW3 6JB, England
Roell, K:
North Carolina State Univ, Bioinformat Res Ctr, Raleigh, NC 27695 USA
Rotroff, D:
North Carolina State Univ, Bioinformat Res Ctr, Raleigh, NC 27695 USA
de Ruiter, JR:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Div Mol Pathol NKI, NL-1066 CX Amsterdam, Netherlands
Rukawa, P:
Univ Cambridge, Cambridge CB2 8PQ, England
Sadacca, B:
Inst Curie, RT2 Lab, F-75248 Paris, France
Safikhani, Z:
Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 2C1, Canada
Safitri, F:
Kyungpook Natl Univ, Daegu 41566, South Korea
Sales-Pardo, M:
Quim Univ Rovira & Virgili, Dept Engn, Tarragona 43007, Spain
Sauer, S:
FOM Univ Appl Sci, D-45127 Essen, Germany
Schlichting, M:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Seoane, JA:
Stanford Univ, Stanford, CA 94305 USA
:
Catalan Inst Oncol ICO, Barcelona 19908908, Spain
Bellvitge Biomed Biomed Res Inst IDIBELL, Barcelona 19908908, Spain
Shang, MM:
Karolinska Inst, Dept Med, Unit Computat Med, Solna SciLifeLab,Ctr Mol Med, SE-17176 Solna, Sweden
Sharma, A:
RIKEN Japan, Ctr Integrat Med Sci, Kobe, Hyogo 6500047, Japan
Griffith Univ, Inst Integrated & Intelligent Syst, Mt Cravat, Qld 4111, Australia
Univ South Pacific Fiji, Suva, Fiji
Sharma, H:
Univ Toronto, Toronto, ON M5S, Canada
Shen, Y:
Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
Shiga, M:
Gifu Univ, Dept Elect Elect & Comp Engn, Gifu 5011193, Japan
Shin, M:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Shkedy, Z:
Hasselt Univ Belgium, Ctr Stat, B-3590 Hasselt, Belgium
Shopsowitz, K:
Univ British Columbia, Fac Med, Kelowna, BC V1Y 1T3, Canada
Sinai, S:
Harvard Univ, Program Evolutionary Dynam, Cambridge, MA 02138 USA
Skola, D:
Univ Calif San Diego, Bioinformat & Syst Biol Program, La Jolla, CA 92093 USA
Smirnov, P:
Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 2C1, Canada
Soerensen, IF:
Aarhus Univ, Ctr Quantitat Genet & Genom, Dept Biol & Genet, DK-8000 Aarhus, Denmark
Soerensen, P:
Aarhus Univ, Ctr Quantitat Genet & Genom, Dept Biol & Genet, DK-8000 Aarhus, Denmark
Song, JH:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Song, SO:
Standigm Inc, Seoul 06250, South Korea
Soufan, O:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Spitzmueller, A:
Tech Univ Munich, D-80333 Munich, Germany
Steipe, B:
Univ Toronto, Toronto, ON M5S, Canada
Suphavilai, C:
Genome Inst Singapore, Computat & Syst Biol, Singapore 138672, Singapore
Natl Univ Singapore, Dept Comp Sci, Singapore 117417, Singapore
Tamayo, SP:
Katholieke Univ Leuven, B-3000 Leuven, Belgium
Tamborero, D:
UPF, Res Unit Biomed Informat, Barcelona 08041, Spain
Tang, J:
Univ Helsinki, Inst Mol Med Finland FIMM, FI-00014 Helsinki, Finland
Tanoli, ZUR:
Univ Helsinki, Inst Mol Med Finland FIMM, FI-00014 Helsinki, Finland
Tarres-Deulofeu, M:
Quim Univ Rovira & Virgili, Dept Engn, Tarragona 43007, Spain
Tegner, J:
Karolinska Inst, Dept Med, Unit Computat Med, Solna SciLifeLab,Ctr Mol Med, SE-17176 Solna, Sweden
KAUST, Biol & Environm Sci & Engn Div, Thuwal 23955, Saudi Arabia
Thommesen, L:
Norwegian Univ Sci & Technol, N-7491 Trondheim, Norway
Tonekaboni, SAM:
Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 2C1, Canada
Tran, H:
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24061 USA
De Troyer, E:
Hasselt Univ Belgium, Ctr Stat, B-3590 Hasselt, Belgium
Truong, A:
Sage Bionetworks, Seattle, WA 98121 USA
Tsunoda, T:
RIKEN Japan, Ctr Integrat Med Sci, Kobe, Hyogo 6500047, Japan
Tokyo Med & Dent Univ, Math Med Res Inst, Dept Med Sci, Tokyo 1133510, Japan
CREST JST, Tokyo 1020076, Japan
Turu, G:
Semmelweis Univ, Fac Med, Dept Physiol, H-1085 Budapest, Hungary
Hungarian Acad Sci, Lab Mol Physiol, H-1085 Budapest, Hungary
Semmelweis Univ MTA SE, H-1085 Budapest, Hungary
Tzeng, GY:
Univ Toronto, Toronto, ON M5S, Canada
Verbeke, L:
Univ Ghent, B-9000 Ghent, Belgium
Videla, S:
Leloir Inst, C1405 BWE, Buenos Aires, DF, Argentina
Vis, D:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Voronkov, A:
Univ Paul Sabatier, Inst Math Toulouse, F-31400 Toulouse, France
Votis, K:
CERTH ITI, GR-5700 Thessaloniki, Greece
Wang, A:
Univ Toronto, Toronto, ON M5S, Canada
Wang, HQH:
Chinese Acad Sci, Canc Hosp, Hefei 230031, Anhui, Peoples R China
Wang, PW:
Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
Wang, S:
Univ Illinois, Champaign, IL 61820 USA
Wang, W:
City Univ Hong Kong, Dept Biomed Sci, Hong Kong 999077, Peoples R China
Wang, XC:
Yale Univ, New Haven, CT 06520 USA
Wang, X:
City Univ Hong Kong, Dept Biomed Sci, Hong Kong 999077, Peoples R China
Yale Univ, New Haven, CT 06520 USA
Wennerberg, K:
Univ Helsinki, Inst Mol Med Finland FIMM, FI-00014 Helsinki, Finland
Wernisch, L:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Wessels, L:
Div Mol Carcinogenesis NKI, NL-1066 CX Amsterdam, Netherlands
Delft Univ Technol, Fac EEMCS, NL-2628 CD Delft, Netherlands
Canc Genom Netherlands, NL-3584 CG Utrecht, Netherlands
van Westen, GJP:
Leiden Univ, Acad Ctr Drug Res, Drug Discovery & Safety Leiden, NL-2333 CC Leiden, Netherlands
Westerman, BA:
Canc Ctr, Dept Neurosurg, NL-1012 WX Amsterdam, Netherlands
White, SR:
Univ Cambridge, MRC Biostat Unit, Cambridge CB2 0SR, England
Willighagen, E:
BiGCaT NUTRIM Maastricht Univ, Dept Bioinformat, NL-6229 ER Maastricht, Netherlands
Wurdinger, T:
Canc Ctr, Dept Neurosurg, NL-1012 WX Amsterdam, Netherlands
Xie, L:
CUNY, Hunter Coll, Dept Comp Sci, New York, NY 10016 USA
CUNY, Grad Ctr, New York, NY USA
Xie, SL:
Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
Xu, H:
Univ Texas Hlth Sci Ctr Houston, Houston, TX 77030 USA
Yadav, B:
Univ Helsinki, Dept Clin Chem & Hematol, Hematol Res Unit Helsinki, Helsinki 00029, Finland
Yau, C:
Univ Birmingham, Inst Canc & Genom Sci, Birmingham B15 2SY, W Midlands, England
Yeerna, H:
Univ Calif San Diego, San Diego, SD 92093 USA
Yin, JW:
Karolinska Inst, Dept Med, Unit Computat Med, Solna SciLifeLab,Ctr Mol Med, SE-17176 Solna, Sweden
Yu, M:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Univ Calif San Diego, Bioinformat & Syst Biol Program, La Jolla, CA 92093 USA
Yu, M:
Korea Univ, Dept Comp Sci & Engn, Seoul 02841, South Korea
Univ Calif San Diego, Bioinformat & Syst Biol Program, La Jolla, CA 92093 USA
Yun, SJ:
Standigm Inc, Seoul 06250, South Korea
Zakharov, A:
NIH, Natl Ctr Advancing Translat Sci, Bldg 10, Bethesda, MD 20892 USA
Zamichos, A:
CERTH ITI, GR-5700 Thessaloniki, Greece
Zanin, M:
Univ Politecn Madrid, E-28040 Madrid, Spain
Zeng, L:
Yale Univ, New Haven, CT 06520 USA
Zenil, H:
Karolinska Inst, Ctr Mol Med, SciLifeLab, Algorithm Dynam Lab,Unit Computat Med,Dept Med So, SE-17176 Solna, Sweden
Oxford Immune Algorithm Ltd, Oxford RG1 3EU, England
Zhang, F:
Univ Toronto, Toronto, ON M5S, Canada
Zhang, PY:
Indiana Univ Purdue Univ, Indianapolis, IN 47907 USA
Zhang, W:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Zhao, HY:
Yale Univ, New Haven, CT 06520 USA
Zhao, L:
City Univ Hong Kong, Dept Elect Engn, Hong Kong 999077, Peoples R China
Zheng, WJ:
Univ Texas Hlth Sci Ctr Houston, Houston, TX 77030 USA
Zoufir, A:
Univ Cambridge, Ctr Mol Informat, Dept Chem, Cambridge CB2 1EW, England
Zucknick, M:
Univ Oslo, Dept Biostat, Oslo Ctr Biostat & Epidemiol, N-0317 Oslo, Norway
Green Accepted, Green Published, gold
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