Systematic pan-cancer analysis of mutation-treatment interactions using large real-world clinicogenomics data

被引:23
作者
Liu, Ruishan [1 ,2 ]
Rizzo, Shemra [3 ]
Waliany, Sarah [4 ]
Garmhausen, Marius Rene [3 ]
Pal, Navdeep [3 ]
Huang, Zhi
Chaudhary, Nayan [3 ]
Wang, Lisa [3 ]
Harbron, Chris [5 ]
Neal, Joel [4 ]
Copping, Ryan [3 ]
Zou, James [1 ,2 ]
机构
[1] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
[3] Genentech Inc, San Francisco, CA USA
[4] Stanford Univ, Sch Med, Stanford, CA USA
[5] Roche Pharmaceut, Welwyn Garden City, Herts, England
基金
美国国家科学基金会;
关键词
METASTATIC UROTHELIAL CARCINOMA; RB-PATHWAY DISRUPTION; NEOADJUVANT CHEMOTHERAPY; TP53; MUTATIONS; OPEN-LABEL; ATEZOLIZUMAB; MULTICENTER; PROGNOSIS; ASSOCIATION; EXPRESSION;
D O I
10.1038/s41591-022-01873-5
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Quantifying the effectiveness of different cancer therapies in patients with specific tumor mutations is critical for improving patient outcomes and advancing precision medicine. Here we perform a large-scale computational analysis of 40,903 US patients with cancer who have detailed mutation profiles, treatment sequences and outcomes derived from electronic health records. We systematically identify 458 mutations that predict the survival of patients on specific immunotherapies, chemotherapy agents or targeted therapies across eight common cancer types. We further characterize mutation-mutation interactions that impact the outcomes of targeted therapies. This work demonstrates how computational analysis of large real-world data generates insights, hypotheses and resources to enable precision oncology. A large-scale computational analysis of over 40,000 patients with cancer who have detailed mutation profiles, treatment sequences and outcomes derived from electronic health records provides insights into a rich resource that will help to enable precision oncology.
引用
收藏
页码:1656 / +
页数:18
相关论文
共 53 条
  • [1] AACR Project GENIE: Powering Precision Medicine through an International Consortium
    Andre, Fabrice
    Arnedos, Monica
    Baras, Alexander S.
    Baselga, Jose
    Bedard, Philippe L.
    Berger, Michael F.
    Bierkens, Mariska
    Calvo, Fabien
    Cerami, Ethan
    Chakravarty, Debyani
    Dang, Kristen K.
    Davidson, Nancy E.
    Del Vecchio, Fitz Catherine
    Dogan, Semih
    DuBois, Raymond N.
    Ducar, Matthew D.
    Futreal, P. Andrew
    Gao Jianjiong
    Garcia, Francisco
    Gardos, Stu
    Gocke, Christopher D.
    Gross, Benjamin E.
    Guinney, Justin
    Heins, Zachary J.
    Hintzen, Stephanie
    Horlings, Hugo
    Hudecek, Jan
    Hyman, David M.
    Kamel-Reid, Suzanne
    Kandoth, Cyriac
    Kinyua, Walter
    Kumari, Priti
    Kundra, Ritika
    Ladanyi, Marc
    Lefebvre, Celine
    LeNoue-Newton, Michele L.
    Lepisto, Eva M.
    Levy, Mia A.
    Lindeman, Neal, I
    Lindsay, James
    Liu, David
    Lu Zhibin
    MacConaill, Laura E.
    Ian, Maurer
    Maxwell, David S.
    Meijer, Gerrit A.
    Meric-Bernstam, Funda
    Micheel, Christine M.
    Miller, Clinton
    Mills, Gordon
    [J]. CANCER DISCOVERY, 2017, 7 (08) : 818 - 831
  • [2] Atezolizumab as first-line treatment in cisplatin-ineligible patients with locally advanced and metastatic urothelial carcinoma: a single-arm, multicentre, phase 2 trial
    Balar, Arjun V.
    Galsky, Matthew D.
    Rosenberg, Jonathan E.
    Powles, Thomas
    Petrylak, Daniel P.
    Bellmunt, Joaquim
    Loriot, Yohann
    Necchi, Andrea
    Hoffman-Censits, Jean
    Perez-Gracia, Jose Luis
    Dawson, Nancy A.
    van der Heijden, Michiel S.
    Dreicer, Robert
    Srinivas, Sandy
    Retz, Margitta M.
    Joseph, Richard W.
    Drakaki, Alexandra
    Vaishampayan, Ulka N.
    Sridhar, Srikala S.
    Quinn, David I.
    Duran, Ignacio
    Shaffer, David R.
    Eigl, Bernhard J.
    Grivas, Petros D.
    Yu, Evan Y.
    Li, Shi
    Kadel, Edward E., III
    Boyd, Zachary
    Bourgon, Richard
    Hegde, Priti S.
    Mariathasan, Sanjeev
    Thastrom, AnnChristine
    Abidoye, Oyewale O.
    Fine, Gregg D.
    Bajorin, Dean F.
    [J]. LANCET, 2017, 389 (10064) : 67 - 76
  • [3] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [4] Mutations of ASXL1 gene in myeloproliferative neoplasms
    Carbuccia, N.
    Murati, A.
    Trouplin, V.
    Brecqueville, M.
    Adelaide, J.
    Rey, J.
    Vainchenker, W.
    Bernard, O. A.
    Chaffanet, M.
    Vey, N.
    Birnbaum, D.
    Mozziconacci, M. J.
    [J]. LEUKEMIA, 2009, 23 (11) : 2183 - 2186
  • [5] Using Electronic Health Records to Derive Control Arms for Early Phase Single-Arm Lung Cancer Trials: Proof-of-Concept in Randomized Controlled Trials
    Carrigan, Gillis
    Whipple, Samuel
    Capra, William B.
    Taylor, Michael D.
    Brown, Jeffrey S.
    Lu, Michael
    Arnieri, Brandon
    Copping, Ryan
    Rothman, Kenneth J.
    [J]. CLINICAL PHARMACOLOGY & THERAPEUTICS, 2020, 107 (02) : 369 - 377
  • [6] An evaluation of the impact of missing deaths on overall survival analyses of advanced non-small cell lung cancer patients conducted in an electronic health records database
    Carrigan, Gillis
    Whipple, Samuel
    Taylor, Michael D.
    Torres, Aracelis Z.
    Gossai, Anala
    Arnieri, Brandon
    Tucker, Melisa
    Hofmeister, Philip P.
    Lambert, Peter
    Griffith, Sandra D.
    Capra, William B.
    [J]. PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2019, 28 (05) : 572 - 581
  • [7] GRIN2A mutations cause epilepsy-aphasia spectrum disorders
    Carvill, Gemma L.
    Regan, Brigid M.
    Yendle, Simone C.
    O'Roak, Brian J.
    Lozovaya, Natalia
    Bruneau, Nadine
    Burnashev, Nail
    Khan, Adiba
    Cook, Joseph
    Geraghty, Eileen
    Sadleir, Lynette G.
    Turner, Samantha J.
    Tsai, Meng-Han
    Webster, Richard
    Ouvrier, Robert
    Damiano, John A.
    Berkovic, Samuel F.
    Shendure, Jay
    Hildebrand, Michael S.
    Szepetowski, Pierre
    Scheffer, Ingrid E.
    Mefford, Heather C.
    [J]. NATURE GENETICS, 2013, 45 (09) : 1073 - +
  • [8] Cavanna Luigi, 2019, Oncotarget, V10, P209, DOI 10.18632/oncotarget.26541
  • [9] Chakravarty D, 2017, JCO PRECIS ONCOL, V1
  • [10] The potential markers of endocrine resistance among HR+/HER2+breast cancer patients
    Chen, K.
    Quan, J.
    Yang, J.
    Chen, Z.
    [J]. CLINICAL & TRANSLATIONAL ONCOLOGY, 2020, 22 (04) : 576 - 584