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Genetic Determinants of Somatic Selection of Mutational Processes in 3,566 Human Cancers

Jintao Guo, Ying Zhou, Chaoqun Xu, Qinwei Chen, Zsófia Sztupinszki, Judit Börcsök, Canqiang Xu, Feng Ye, Weiwei Tang, Jiapeng Kang, Lu Yang, Jiaxin Zhong, Taoling Zhong, Tianhui Hu, Rongshan Yu, Zoltán Szállási, Xianming Deng, Qiyuan Li

2021Cancer Research18 citationsDOIOpen Access PDF

Abstract

The somatic landscape of the cancer genome results from different mutational processes represented by distinct "mutational signatures." Although several mutagenic mechanisms are known to cause specific mutational signatures in cell lines, the variation of somatic mutational activities in patients, which is mostly attributed to somatic selection, is still poorly explained. Here, we introduce a quantitative trait, mutational propensity (MP), and describe an integrated method to infer genetic determinants of variations in the mutational processes in 3,566 cancers with specific underlying mechanisms. As a result, we report 2,314 candidate determinants with both significant germline and somatic effects on somatic selection of mutational processes, of which, 485 act via cancer gene expression and 1,427 act through the tumor-immune microenvironment. These data demonstrate that the genetic determinants of MPs provide complementary information to known cancer driver genes, clonal evolution, and clinical biomarkers. SIGNIFICANCE: The genetic determinants of the somatic mutational processes in cancer elucidate the biology underlying somatic selection and evolution of cancers and demonstrate complementary predictive power across cancer types.

Topics & Concepts

Somatic cellBiologyGermlineGeneticsGermline mutationCancerSomatic evolution in cancerSelection (genetic algorithm)GenomeGeneComputational biologyNegative selectionMutationComputer scienceArtificial intelligenceCancer Genomics and DiagnosticsEvolution and Genetic DynamicsSingle-cell and spatial transcriptomics