Fundamental immune–oncogenicity trade-offs define driver mutation fitness Journal Article


Authors: Hoyos, D.; Zappasodi, R.; Schulze, I.; Sethna, Z.; de Andrade, K. C.; Bajorin, D. F.; Bandlamudi, C.; Callahan, M. K.; Funt, S. A.; Hadrup, S. R.; Holm, J. S.; Rosenberg, J. E.; Shah, S. P.; Vázquez-García, I.; Weigelt, B.; Wu, M.; Zamarin, D.; Campitelli, L. F.; Osborne, E. J.; Klinger, M.; Robins, H. S.; Khincha, P. P.; Savage, S. A.; Balachandran, V. P.; Wolchok, J. D.; Hellmann, M. D.; Merghoub, T.; Levine, A. J.; Łuksza, M.; Greenbaum, B. D.
Article Title: Fundamental immune–oncogenicity trade-offs define driver mutation fitness
Abstract: Missense driver mutations in cancer are concentrated in a few hotspots1. Various mechanisms have been proposed to explain this skew, including biased mutational processes2, phenotypic differences3–6 and immunoediting of neoantigens7,8; 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 cancer1, 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 germline 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. © 2022, The Author(s).
Keywords: genetics; mutation; immune system; gene expression; lung neoplasms; protein; proteomics; carcinogenesis; lung tumor; immunotherapy; tumor necrosis factor receptor; tumor; receptors, tumor necrosis factor; cell; cancer; humans; human
Journal Title: Nature
Volume: 606
Issue: 7912
ISSN: 0028-0836
Publisher: Nature Publishing Group  
Date Published: 2022-06-02
Start Page: 172
End Page: 179
Language: English
DOI: 10.1038/s41586-022-04696-z
PUBMED: 35545680
PROVIDER: scopus
PMCID: PMC9159948
DOI/URL:
Notes: Article -- Export Date: 1 July 2022 -- Source: Scopus
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MSK Authors
  1. Dean Bajorin
    658 Bajorin
  2. Jedd D Wolchok
    905 Wolchok
  3. Taha Merghoub
    364 Merghoub
  4. Dmitriy Zamarin
    201 Zamarin
  5. Margaret Kathleen Callahan
    197 Callahan
  6. Matthew David Hellmann
    411 Hellmann
  7. Jonathan Eric Rosenberg
    511 Rosenberg
  8. Britta Weigelt
    633 Weigelt
  9. Samuel Aaron Funt
    136 Funt
  10. Sohrab Prakash Shah
    87 Shah
  11. Michelle Wu
    24 Wu
  12. Zachary Michael Sethna
    15 Sethna
  13. David Hoyos
    15 Hoyos