Fundamental immune-oncogenicity trade-offs define driver mutation fitness

被引:36
|
作者
Hoyos, David [1 ]
Zappasodi, Roberta [2 ,3 ,4 ,5 ]
Schulze, Isabell [2 ,4 ]
Sethna, Zachary [6 ,7 ]
de Andrade, Kelvin Cesar [8 ]
Bajorin, Dean F. [3 ,7 ]
Bandlamundi, Chaitanya [9 ,10 ]
Callahan, Margaret K. [3 ,7 ]
Funt, Samuel A. [3 ,7 ]
Hadrup, Sine R. [11 ]
Holm, Jeppe S. [11 ]
Rosenberg, Jonathan E. [3 ,7 ]
Shah, Sohrab P. [11 ,12 ]
Vazquez-Garcia, Ignacio [1 ]
Weigelt, Britta [9 ]
Wu, Michelle [13 ]
Zamarin, Dmitriy [2 ,3 ,7 ]
Campitelli, Laura F. [14 ]
Osborne, Edward J. [14 ]
Klinger, Mark [14 ]
Robins, Harlan S. [14 ]
Khincha, Payal P. [8 ]
Savage, Sharon A. [8 ]
Balachandran, Vinod P. [3 ,4 ,6 ]
Wolchok, Jedd D. [2 ,3 ,4 ,15 ]
Hellmann, Matthew D. [3 ,4 ,16 ]
Merghoub, Taha [2 ,3 ,4 ]
Levine, Arnold J. [17 ]
Luksza, Marta [18 ]
Greenbaum, Benjamin D. [1 ,2 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, Computat Oncol, 1275 York Ave, New York, NY 10021 USA
[2] Mem Sloan Kettering Canc Ctr, Parker Inst Canc Immunotherapy, Swim Amer Lab & Ludwig Collaborat, Program Immunol, 1275 York Ave, New York, NY 10021 USA
[3] Weill Cornell Med Coll, Dept Med, New York, NY USA
[4] Mem Sloan Kettering Canc Ctr, Parker Inst Canc Immunotherapy, 1275 York Ave, New York, NY 10021 USA
[5] Weill Cornell Grad Sch Med Sci, Immunol & Microbial Pathogenesis Program, New York, NY USA
[6] Mem Sloan Kettering Canc Ctr, Dept Surg, Hepatopancreatobiliary Serv, New York, NY USA
[7] Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY USA
[8] NCI, Div Canc Epidemiol & Genet, Clin Genet Branch, NIH, Rockville, MD USA
[9] Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1275 York Ave, New York, NY 10021 USA
[10] Mem Sloan Kettering Canc Ctr, Kravis Ctr Mol Oncol, 1275 York Ave, New York, NY 10021 USA
[11] Tech Univ Denmark, Expt & Translat Immunol, Hlth Technol, Lyngby, Denmark
[12] Weill Cornell Med Coll, Physiol Biophys & Syst Biol, New York, NY USA
[13] Mem Sloan Kettering Canc Ctr, Dept Surg, 1275 York Ave, New York, NY 10021 USA
[14] Adapt Biotechnol, Seattle, WA USA
[15] Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, 1275 York Ave, New York, NY 10021 USA
[16] Mem Sloan Kettering Canc Ctr, Thorac Oncol Serv, 1275 York Ave, New York, NY 10021 USA
[17] Simons Ctr Syst Biol, Inst Adv Study, Princeton, NJ USA
[18] Icahn Sch Med Mt Sinai, Tisch Canc Inst, Dept Oncol Sci, New York, NY USA
基金
美国国家卫生研究院;
关键词
TP53; MUTATION; P53; CANCER; MODEL; GENE; PHENOTYPE; EVOLUTION; LESSONS; IMPACT; KRAS;
D O I
10.1038/s41586-022-04696-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Missense driver mutations in cancer are concentrated in a few hotspots(1). Various mechanisms have been proposed to explain this skew, including biased mutational processes(2), phenotypic differences(3-6) and immunoediting of neoantigens(7,8); however, to our knowledge, no existing model weighs the relative contribution of these features to tumour evolution. We propose a unified theoretical 'free fitness' framework that parsimoniously integrates multimodal genomic, epigenetic, transcriptomic and proteomic data into a biophysical model of the rate-limiting processes underlying the fitness advantage conferred on cancer cells by driver gene mutations. Focusing on TP53, the most mutated gene in cancer(1), we present an inference of mutant p53 concentration and demonstrate that TP53 hotspot mutations optimally solve an evolutionary trade-off between oncogenic potential and neoantigen immunogenicity. Our model anticipates patient survival in The Cancer Genome Atlas and patients with lung cancer treated with immunotherapy as well as the age of tumour onset in germ line carriers of TP53 variants. The predicted differential immunogenicity between hotspot mutations was validated experimentally in patients with cancer and in a unique large dataset of healthy individuals. Our data indicate that immune selective pressure on TP53 mutations has a smaller role in non-cancerous lesions than in tumours, suggesting that targeted immunotherapy may offer an early prophylactic opportunity for the former. Determining the relative contribution of immunogenicity and oncogenic function to the selective advantage of hotspot mutations thus has important implications for both precision immunotherapies and our understanding of tumour evolution.
引用
收藏
页码:172 / +
页数:19
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