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Oncogenic signaling pathways in the Cancer Genome Atlas

Authors :
Sanchez-Vega, F.
Mina, M.
Armenia, J.
Chatila, W. K.
Luna, A.
La, K. C.
Dimitriadoy, S.
Liu, D. L.
Kantheti, H. S.
Saghafinia, S.
Chakravarty, D.
Daian, F.
Gao, Q.
Bailey, M. H.
Liang, W. -W.
Foltz, S. M.
Shmulevich, I.
Ding, L.
Heins, Z.
Ochoa, A.
Gross, B.
Gao, J.
Zhang, H.
Kundra, R.
Kandoth, C.
Bahceci, I.
Dervishi, L.
Doğrusöz, Uğur
Zhou, W.
Shen, H.
Laird, P. W.
Way, G. P.
Greene, C. S.
Liang, H.
Xiao, Y.
Wang, C.
Iavarone, A.
Berger, A. H.
Bivona, T. G.
Lazar, A. J.
Hammer, G. D.
Giordano, T.
Kwong, L. N.
McArthur, G.
Huang, C.
Tward, A. D.
Frederick, M. J.
McCormick, F.
Meyerson, M.
Caesar-Johnson, S. J.
Demchok, J. A.
Felau, I.
Kasapi, M.
Ferguson, M. L.
Hutter, C. M.
Sofia, H. J.
Tarnuzzer, R.
Wang, Z.
Yang, L.
Zenklusen, J. C.
Zhang, J. J.
Chudamani, S.
Liu, J.
Lolla, L.
Naresh, R.
Pihl, T.
Sun, Q.
Wan, Y.
Wu, Y.
Cho, J.
DeFreitas, T.
Frazer, S.
Gehlenborg, N.
Getz, G.
Heiman, D. I.
Kim, J.
Lawrence, M. S.
Lin, P.
Meier, S.
Noble, M. S.
Saksena, G.
Voet, D.
Bernard, B.
Chambwe, N.
Dhankani, V.
Knijnenburg, T.
Kramer, R.
Leinonen, K.
Liu, Y.
Miller, M.
Reynolds, S.
Thorsson, V.
Zhang, W.
Akbani, R.
Broom, B. M.
Hegde, A. M.
Ju, Z.
Kanchi, R. S.
Korkut, A.
Li, J.
Ling, S.
Liu W.
Lu, Y.
Mills, G. B.
Ng, K. -S.
Rao, A.
Ryan, M.
Wang, J.
Weinstein, J. N.
Zhang, J.
Abeshouse, A.
de, Bruijn, I.
Gross, B. E.
Heins, Z. J.
La, K.
Ladanyi, M.
Nissan, M. G.
Phillips, S. M.
Reznik, E.
Sander, C.
Schultz, N.
Sheridan, R.
Sumer, S. O.
Sun, Y.
Taylor, B. S.
Anur, P.
Peto, M.
Spellman, P.
Benz, C.
Stuart, J. M.
Wong, C. K.
Yau, C.
Hayes, D. N.
Parker, J. S.
Wilkerson, M. D.
Ally, A.
Balasundaram, M.
Bowlby, R.
Brooks, D.
Carlsen, R.
Chuah, E.
Dhalla, N.
Holt, R.
Jones, S. J. M.
Kasaian, K.
Lee, D.
Ma, Y.
Marra, M. A.
Mayo, M.
Moore, R. A.
Mungall, A. J.
Mungall, K.
Robertson, A. G.
Sadeghi, S.
Schein, J. E.
Sipahimalani, P.
Tam, A.
Thiessen, N.
Tse, K.
Wong, T.
Berger, A. C.
Beroukhim, R.
Cherniack, A. D.
Cibulskis, C.
Gabriel, S. B.
Gao, G. F.
Ha, G.
Schumacher, S. E.
Shih, J.
Kucherlapati, M. H.
Kucherlapati, R. S.
Baylin, S.
Cope, L.
Danilova, L.
Bootwalla, M. S.
Lai, P. H.
Maglinte, D. T.
Van, Den, Berg, D. J.
Weisenberger, D. J.
Auman, J. T.
Balu, S.
Bodenheimer, T.
Fan, C.
Hoadley, K. A.
Hoyle, A. P.
Jefferys, S. R.
Jones, C. D.
Meng, S.
Mieczkowski, P. A.
Mose, L. E.
Perou, A. H.
Perou, C. M.
Roach, J.
Shi, Y.
Simons, J. V.
Skelly, T.
Soloway, M. G.
Tan, D.
Veluvolu, U.
Fan, H.
Hinoue, T.
Bellair, M.
Chang, K.
Covington, K.
Creighton, C. J.
Dinh, H.
Doddapaneni, H.
Donehower, L. A.
Drummond, J.
Gibbs, R. A.
Glenn, R.
Hale, W.
Han, Y.
Hu, J.
Korchina, V.
Lee, S.
Lewis, L.
Li, W.
Liu, X.
Morgan, M.
Morton, D.
Muzny, D.
Santibanez, J.
Sheth, M.
Shinbrot, E.
Wang, L.
Wang, M.
Wheeler, D. A.
Xi, L.
Zhao, F.
Hess, J.
Appelbaum, E. L.
Bailey, M.
Cordes, M. G.
Fronick, C. C.
Fulton, L. A.
Fulton, R. S.
Mardis, E. R.
McLellan, M. D.
Miller, C. A.
Schmidt, H. K.
Wilson, R. K.
Crain, D.
Curley, E.
Gardner, J.
Lau, K.
Mallery, D.
Morris, S.
Paulauskis, J.
Penny, R.
Shelton, C.
Shelton, T.
Sherman, M.
Thompson, E.
Yena, P.
Bowen, J.
Gastier-Foster, J. M.
Gerken, M.
Leraas, K. M.
Lichtenberg, T. M.
Ramirez, N. C.
Wise, L.
Zmuda, E.
Corcoran, N.
Costello, T.
Hovens, C.
Carvalho, A. L.
de, Carvalho, A. C.
Fregnani, J. H.
Longatto-Filho, A.
Reis, R. M.
Scapulatempo-Neto, C.
Silveira, H. C. S.
Vidal, D. O.
Burnette, A.
Eschbacher, J.
Hermes, B.
Noss, A.
Singh, R.
Anderson, M. L.
Castro, P. D.
Ittmann, M.
Huntsman, D.
Kohl, B.
Le, X.
Thorp, R.
Andry, C.
Duffy, E. R.
Lyadov, V.
Paklina, O.
Setdikova, G.
Shabunin, A.
Tavobilov, M.
McPherson, C.
Warnick, R.
Berkowitz, R.
Cramer, D.
Feltmate, C.
Horowitz, N.
Kibel, A.
Muto, M.
Raut, C. P.
Malykh, A.
Barnholtz-Sloan, J. S.
Barrett, W.
Devine, K.
Fulop, J.
Ostrom, Q. T.
Shimmel, K.
Wolinsky, Y.
Sloan, A. E.
De, Rose, A.
Giuliante, F.
Goodman, M.
Karlan, B. Y.
Hagedorn, C. H.
Eckman, J.
Harr, J.
Myers, J.
Tucker, K.
Zach, L. A.
Deyarmin, B.
Hu, H.
Kvecher, L.
Larson, C.
Mural, R. J.
Somiari, S.
Vicha, A.
Zelinka, T.
Bennett, J.
Iacocca, M.
Rabeno, B.
Swanson, P.
Latour, M.
Lacombe, L.
Têtu, B.
Bergeron, A.
McGraw, M.
Staugaitis, S. M.
Chabot, J.
Hibshoosh, H.
Sepulveda, A.
Su, T.
Wang, T.
Potapova, O.
Voronina, O.
Desjardins, L.
Mariani, O.
Roman-Roman, S.
Sastre, X.
Stern, M. -H.
Cheng, F.
Signoretti, S.
Berchuck, A.
Bigner, D.
Lipp, E.
Marks, J.
McCall, S.
McLendon, R.
Secord, A.
Sharp, A.
Behera, M.
Brat, D. J.
Chen, A.
Delman, K.
Force, S.
Khuri, F.
Magliocca, K.
Maithel, S.
Olson, J. J.
Owonikoko, T.
Pickens, A.
Ramalingam, S.
Shin, D. M.
Sica, G.
Van, Meir, E. G.
Eijckenboom, W.
Gillis, A.
Korpershoek, E.
Looijenga, L.
Oosterhuis, W.
Stoop, H.
van, Kessel, K. E.
Zwarthoff, E. C.
Calatozzolo, C.
Cuppini, L.
Cuzzubbo, S.
DiMeco, F.
Finocchiaro, G.
Mattei, L.
Perin, A.
Pollo, B.
Chen, C.
Houck, J.
Lohavanichbutr, P.
Hartmann, A.
Stoehr, C.
Stoehr, R.
Taubert, H.
Wach, S.
Wullich, B.
Kycler, W.
Murawa, D.
Wiznerowicz, M.
Chung, K.
Edenfield, W. J.
Martin, J.
Baudin, E.
Bubley, G.
Bueno, R.
De, Rienzo, A.
Richards, W. G.
Kalkanis, S.
Mikkelsen, T.
Noushmehr, H.
Scarpace, L.
Girard, N.
Aymerich, M.
Campo, E.
Giné, E.
Guillermo, A. L.
Van, Bang, N.
Hanh, P. T.
Phu, B. D.
Tang, Y.
Colman, H.
Evason, K.
Dottino, P. R.
Martignetti, J. A.
Gabra, H.
Juhl, H.
Akeredolu, T.
Stepa, S.
Hoon, D.
Ahn, K.
Kang, K. J.
Beuschlein, F.
Breggia, A.
Birrer, M.
Bell, D.
Borad, M.
Bryce, A. H.
Castle, E.
Chandan, V.
Cheville, J.
Copland, J. A.
Farnell, M.
Flotte, T.
Giama, N.
Ho, T.
Kendrick, M.
Kocher, J. -P.
Kopp, K.
Moser, C.
Nagorney, D.
O'Brien, D.
O'Neill, B. P.
Patel, T.
Petersen, G.
Que, F.
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Smallridge, R.
Smyrk, T.
Stanton, M.
Thompson, R. H.
Torbenson, M.
Yang, J. D.
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Esmaeli, B.
Fujimoto, J.
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Ramondetta, L.
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Sood, A.
Tamboli, P.
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Asa, S. L.
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Jimeno, A.
Carey, F.
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Jungk, C.
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von, Deimling, A.
Bossler, A.
Galbraith, J.
Jacobus, L.
Knudson, M.
Knutson, T.
Ma, D.
Milhem, M.
Sigmund, R.
Godwin, A. K.
Madan, R.
Rosenthal, H. G.
Adebamowo, C.
Adebamowo, S. N.
Boussioutas, A.
Beer, D.
Mes-Masson, A. -M.
Saad, F.
Bocklage, T.
Landrum, L.
Mannel, R.
Moore, K.
Moxley, K.
Postier, R.
Walker, J.
Zuna, R.
Feldman, M.
Valdivieso, F.
Dhir, R.
Luketich, J.
Pinero, E. M. M.
Quintero-Aguilo, M.
Carlotti, C. G.
Jr.
Dos, Santos, J. S.
Kemp, R.
Sankarankuty, A.
Tirapelli, D.
Catto, J.
Agnew, K.
Swisher, E.
Creaney, J.
Robinson, B.
Shelley, C. S.
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Kendall, S.
Shipman, C.
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Carey, T.
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Moyer, J.
Peterson, L.
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Fong, K. M.
Yang, I.
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Govindan, R.
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Westervelt, P.
Rubin, M. A.
Lee, J. I.
Aredes, N. D.
Mariamidze, A.
Van, Allen, E. M.
Ciriello, G.
The, Cancer, Genome, Atlas, Research, Network.tif
Doğrusöz, Uğur
Cancer Genome Atlas Research Network
Caesar-Johnson, S.J.
Demchok, J.A.
Felau, I.
Kasapi, M.
Ferguson, M.L.
Hutter, C.M.
Sofia, H.J.
Tarnuzzer, R.
Wang, Z.
Yang, L.
Zenklusen, J.C.
Zhang, J.J.
Chudamani, S.
Liu, J.
Lolla, L.
Naresh, R.
Pihl, T.
Sun, Q.
Wan, Y.
Wu, Y.
Cho, J.
DeFreitas, T.
Frazer, S.
Gehlenborg, N.
Getz, G.
Heiman, D.I.
Kim, J.
Lawrence, M.S.
Lin, P.
Meier, S.
Noble, M.S.
Saksena, G.
Voet, D.
Zhang, H.
Bernard, B.
Chambwe, N.
Dhankani, V.
Knijnenburg, T.
Kramer, R.
Leinonen, K.
Liu, Y.
Miller, M.
Reynolds, S.
Shmulevich, I.
Thorsson, V.
Zhang, W.
Akbani, R.
Broom, B.M.
Hegde, A.M.
Ju, Z.
Kanchi, R.S.
Korkut, A.
Li, J.
Liang, H.
Ling, S.
Liu, W.
Lu, Y.
Mills, G.B.
Ng, K.S.
Rao, A.
Ryan, M.
Wang, J.
Weinstein, J.N.
Zhang, J.
Abeshouse, A.
Armenia, J.
Chakravarty, D.
Chatila, W.K.
de Bruijn, I.
Gao, J.
Gross, B.E.
Heins, Z.J.
Kundra, R.
La, K.
Ladanyi, M.
Luna, A.
Nissan, M.G.
Ochoa, A.
Phillips, S.M.
Reznik, E.
Sanchez-Vega, F.
Sander, C.
Schultz, N.
Sheridan, R.
Sumer, S.O.
Sun, Y.
Taylor, B.S.
Anur, P.
Peto, M.
Spellman, P.
Benz, C.
Stuart, J.M.
Wong, C.K.
Yau, C.
Hayes, D.N.
Parker, J.S.
Wilkerson, M.D.
Ally, A.
Balasundaram, M.
Bowlby, R.
Brooks, D.
Carlsen, R.
Chuah, E.
Dhalla, N.
Holt, R.
Jones, SJM
Kasaian, K.
Lee, D.
Ma, Y.
Marra, M.A.
Mayo, M.
Moore, R.A.
Mungall, A.J.
Mungall, K.
Robertson, A.G.
Sadeghi, S.
Schein, J.E.
Sipahimalani, P.
Tam, A.
Thiessen, N.
Tse, K.
Wong, T.
Berger, A.C.
Beroukhim, R.
Cherniack, A.D.
Cibulskis, C.
Gabriel, S.B.
Gao, G.F.
Ha, G.
Meyerson, M.
Schumacher, S.E.
Shih, J.
Kucherlapati, M.H.
Kucherlapati, R.S.
Baylin, S.
Cope, L.
Danilova, L.
Bootwalla, M.S.
Lai, P.H.
Maglinte, D.T.
Van Den Berg, D.J.
Weisenberger, D.J.
Auman, J.T.
Balu, S.
Bodenheimer, T.
Fan, C.
Hoadley, K.A.
Hoyle, A.P.
Jefferys, S.R.
Jones, C.D.
Meng, S.
Mieczkowski, P.A.
Mose, L.E.
Perou, A.H.
Perou, C.M.
Roach, J.
Shi, Y.
Simons, J.V.
Skelly, T.
Soloway, M.G.
Tan, D.
Veluvolu, U.
Fan, H.
Hinoue, T.
Laird, P.W.
Shen, H.
Zhou, W.
Bellair, M.
Chang, K.
Covington, K.
Creighton, C.J.
Dinh, H.
Doddapaneni, H.
Donehower, L.A.
Drummond, J.
Gibbs, R.A.
Glenn, R.
Hale, W.
Han, Y.
Hu, J.
Korchina, V.
Lee, S.
Lewis, L.
Li, W.
Liu, X.
Morgan, M.
Morton, D.
Muzny, D.
Santibanez, J.
Sheth, M.
Shinbrot, E.
Wang, L.
Wang, M.
Wheeler, D.A.
Xi, L.
Zhao, F.
Hess, J.
Appelbaum, E.L.
Bailey, M.
Cordes, M.G.
Ding, L.
Fronick, C.C.
Fulton, L.A.
Fulton, R.S.
Kandoth, C.
Mardis, E.R.
McLellan, M.D.
Miller, C.A.
Schmidt, H.K.
Wilson, R.K.
Crain, D.
Curley, E.
Gardner, J.
Lau, K.
Mallery, D.
Morris, S.
Paulauskis, J.
Penny, R.
Shelton, C.
Shelton, T.
Sherman, M.
Thompson, E.
Yena, P.
Bowen, J.
Gastier-Foster, J.M.
Gerken, M.
Leraas, K.M.
Lichtenberg, T.M.
Ramirez, N.C.
Wise, L.
Zmuda, E.
Corcoran, N.
Costello, T.
Hovens, C.
Carvalho, A.L.
de Carvalho, A.C.
Fregnani, J.H.
Longatto-Filho, A.
Reis, R.M.
Scapulatempo-Neto, C.
Silveira, HCS
Vidal, D.O.
Burnette, A.
Eschbacher, J.
Hermes, B.
Noss, A.
Singh, R.
Anderson, M.L.
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Source :
Cell, Cell, vol. 173, no. 2, pp. 321-337.e10, Sanchez-Vega, Francisco; Mina, Marco; Armenia, Joshua; Chatila, Walid K; Luna, Augustin; La, Konnor C; Dimitriadoy, Sofia; Liu, David L; Kantheti, Havish S; Saghafinia, Sadegh; Chakravarty, Debyani; Daian, Foysal; Gao, Qingsong; Bailey, Matthew H; Liang, Wen-Wei; Foltz, Steven M; Shmulevich, Ilya; Ding, Li; Heins, Zachary; Ochoa, Angelica; ... (2018). Oncogenic Signaling Pathways in The Cancer Genome Atlas. Cell, 173(2), 321-337.e10. Cell Press 10.1016/j.cell.2018.03.035 , Cell, 173(2), 321. Cell Press, 337.e10, Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP, Cell, vol 173, iss 2
Publication Year :
2018
Publisher :
Cell Press, 2018.

Abstract

Genetic alterations in signaling pathways that control cell-cycle progression, apoptosis, and cell growth are common hallmarks of cancer, but the extent, mechanisms, and co-occurrence of alterations in these pathways differ between individual tumors and tumor types. Using mutations, copy-number changes, mRNA expression, gene fusions and DNA methylation in 9,125 tumors profiled by The Cancer Genome Atlas (TCGA), we analyzed the mechanisms and patterns of somatic alterations in ten canonical pathways: cell cycle, Hippo, Myc, Notch, Nrf2, PI-3-Kinase/Akt, RTK-RAS, TGFβ signaling, p53 and β-catenin/Wnt. We charted the detailed landscape of pathway alterations in 33 cancer types, stratified into 64 subtypes, and identified patterns of co-occurrence and mutual exclusivity. Eighty-nine percent of tumors had at least one driver alteration in these pathways, and 57% percent of tumors had at least one alteration potentially targetable by currently available drugs. Thirty percent of tumors had multiple targetable alterations, indicating opportunities for combination therapy. An integrated analysis of genetic alterations in 10 signaling pathways in >9,000 tumors profiled by TCGA highlights significant representation of individual and co-occurring actionable alterations in these pathways, suggesting opportunities for targeted and combination therapies. Michael Seiler, Peter G. Smith, Ping Zhu, Silvia Buonamici, and Lihua Yu are employees of H3 Biomedicine, Inc. Parts of this work are the subject of a patent application: WO2017040526 titled “Splice variants associated with neomorphic sf3b1 mutants.” Shouyoung Peng, Anant A. Agrawal, James Palacino, and Teng Teng are employees of H3 Biomedicine, Inc. Andrew D. Cherniack, Ashton C. Berger, and Galen F. Gao receive research support from Bayer Pharmaceuticals. Gordon B. Mills serves on the External Scientific Review Board of Astrazeneca. Anil Sood is on the Scientific Advisory Board for Kiyatec and is a shareholder in BioPath. Jonathan S. Serody receives funding from Merck, Inc. Kyle R. Covington is an employee of Castle Biosciences, Inc. Preethi H. Gunaratne is founder, CSO, and shareholder of NextmiRNA Therapeutics. Christina Yau is a part-time employee/consultant at NantOmics. Franz X. Schaub is an employee and shareholder of SEngine Precision Medicine, Inc. Carla Grandori is an employee, founder, and shareholder of SEngine Precision Medicine, Inc. Robert N. Eisenman is a member of the Scientific Advisory Boards and shareholder of Shenogen Pharma and Kronos Bio. Daniel J. Weisenberger is a consultant for Zymo Research Corporation. Joshua M. Stuart is the founder of Five3 Genomics and shareholder of NantOmics. Marc T. Goodman receives research support from Merck, Inc. Andrew J. Gentles is a consultant for Cibermed. Charles M. Perou is an equity stock holder, consultant, and Board of Directors member of BioClassifier and GeneCentric Diagnostics and is also listed as an inventor on patent applications on the Breast PAM50 and Lung Cancer Subtyping assays. Matthew Meyerson receives research support from Bayer Pharmaceuticals; is an equity holder in, consultant for, and Scientific Advisory Board chair for OrigiMed; and is an inventor of a patent for EGFR mutation diagnosis in lung cancer, licensed to LabCorp. Eduard Porta-Pardo is an inventor of a patent for domainXplorer. Han Liang is a shareholder and scientific advisor of Precision Scientific and Eagle Nebula. Da Yang is an inventor on a pending patent application describing the use of antisense oligonucleotides against specific lncRNA sequence as diagnostic and therapeutic tools. Yonghong Xiao was an employee and shareholder of TESARO, Inc. Bin Feng is an employee and shareholder of TESARO, Inc. Carter Van Waes received research funding for the study of IAP inhibitor ASTX660 through a Cooperative Agreement between NIDCD, NIH, and Astex Pharmaceuticals. Raunaq Malhotra is an employee and shareholder of Seven Bridges, Inc. Peter W. Laird serves on the Scientific Advisory Board for AnchorDx. Joel Tepper is a consultant at EMD Serono. Kenneth Wang serves on the Advisory Board for Boston Scientific, Microtech, and Olympus. Andrea Califano is a founder, shareholder, and advisory board member of DarwinHealth, Inc. and a shareholder and advisory board member of Tempus, Inc. Toni K. Choueiri serves as needed on advisory boards for Bristol-Myers Squibb, Merck, and Roche. Lawrence Kwong receives research support from Array BioPharma. Sharon E. Plon is a member of the Scientific Advisory Board for Baylor Genetics Laboratory. Beth Y. Karlan serves on the Advisory Board of Invitae.

Subjects

Subjects :
0301 basic medicine
cancer genome atlas
cancer genomics
combination therapy
pan-cancer
PanCanAtlas
precision oncology
signaling pathways
TCGA
therapeutics
whole exome sequencing
Signaling pathways
Somatic cell
Wnt Protein
Cancer Genome Atlas Research Network
Biochemistry
Medical and Health Sciences
Phosphatidylinositol 3-Kinases
Transforming Growth Factor beta
Neoplasms
Databases, Genetic
LS2_1
Cancer genomics
LS4_6
610 Medicine & health
11 Medical and Health Sciences
Cancer
biology
Wnt signaling pathway
cancer genomic
Precision oncology
Biological Sciences
Cell cycle
DNA methylation
Signal transduction
CICLO CELULAR
Life Sciences & Biomedicine
Genes, Neoplasm
Humans
Neoplasms/genetics
Neoplasms/pathology
Phosphatidylinositol 3-Kinases/genetics
Phosphatidylinositol 3-Kinases/metabolism
Signal Transduction/genetics
Transforming Growth Factor beta/genetics
Transforming Growth Factor beta/metabolism
Tumor Suppressor Protein p53/genetics
Tumor Suppressor Protein p53/metabolism
Wnt Proteins/genetics
Wnt Proteins/metabolism
Biotechnology
Human
Signal Transduction
signaling pathway
EXPRESSION
Biochemistry & Molecular Biology
GENES
Pan-cancer
Therapeutics
General Biochemistry, Genetics and Molecular Biology
NO
Databases
03 medical and health sciences
Genetic
Genetics
Combination therapy
Protein kinase B
Gene
SIGNATURES
Cancer genome atlas
Science & Technology
LANDSCAPE
MUTATIONS
Biochemistry, Genetics and Molecular Biology(all)
Human Genome
Whole exome sequencing
Cell Biology
Transforming growth factor beta
cancer genome atla
06 Biological Sciences
COMPREHENSIVE MOLECULAR CHARACTERIZATION
Wnt Proteins
therapeutic
Good Health and Well Being
030104 developmental biology
Genes
PanCanAtla
biology.protein
Cancer research
Neoplasm
Phosphatidylinositol 3-Kinase
Tumor Suppressor Protein p53
Digestive Diseases
Genetics and Molecular Biology(all)
Developmental Biology

Details

Language :
English
ISSN :
00928674
Database :
OpenAIRE
Journal :
Cell, Cell, vol. 173, no. 2, pp. 321-337.e10, Sanchez-Vega, Francisco; Mina, Marco; Armenia, Joshua; Chatila, Walid K; Luna, Augustin; La, Konnor C; Dimitriadoy, Sofia; Liu, David L; Kantheti, Havish S; Saghafinia, Sadegh; Chakravarty, Debyani; Daian, Foysal; Gao, Qingsong; Bailey, Matthew H; Liang, Wen-Wei; Foltz, Steven M; Shmulevich, Ilya; Ding, Li; Heins, Zachary; Ochoa, Angelica; ... (2018). Oncogenic Signaling Pathways in The Cancer Genome Atlas. Cell, 173(2), 321-337.e10. Cell Press 10.1016/j.cell.2018.03.035 <http://dx.doi.org/10.1016/j.cell.2018.03.035>, Cell, 173(2), 321. Cell Press, 337.e10, Reposit&#243;rio Institucional da USP (Biblioteca Digital da Produ&#231;&#227;o Intelectual), Universidade de S&#227;o Paulo (USP), instacron:USP, Cell, vol 173, iss 2
Accession number :
edsair.doi.dedup.....bf7bd5babae899051cba8e4370f28d5e