The effects of mutational processes and selection on driver mutations across cancer types

被引:86
作者
Temko, Daniel [1 ,2 ,3 ]
Tomlinson, Ian P. M. [4 ]
Severini, Simone [2 ,5 ]
Schuster-Bockler, Benjamin [6 ]
Graham, Trevor A. [1 ]
机构
[1] QMUL, Barts Canc Inst, Evolut & Canc Lab, Charterhouse Sq, London EC1M 6BQ, England
[2] UCL, Dept Comp Sci, London WC1E 6BT, England
[3] UCL, Ctr Math & Phys Life Sci & Expt Biol CoMPLEX, Gower St, London WC1E 6BT, England
[4] Univ Birmingham, Inst Canc & Genom Sci, Edgbastonbirmingham B15 2TT, W Midlands, England
[5] Shanghai Jiao Tong Univ, Inst Nat Sci, Dong Chuan Rd, Shanghai 200240, Peoples R China
[6] Univ Oxford, Ludwig Inst Canc Res, Old Rd Campus Res Bldg,Roosevelt Dr, Oxford OX3 7DQ, England
基金
英国工程与自然科学研究理事会; 英国惠康基金;
关键词
KRAS MUTATIONS; SIGNATURES; LUNG; CELL; MODEL;
D O I
10.1038/s41467-018-04208-6
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
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Epidemiological evidence has long associated environmental mutagens with increased cancer risk. However, links between specific mutation-causing processes and the acquisition of individual driver mutations have remained obscure. Here we have used public cancer sequencing data from 11,336 cancers of various types to infer the independent effects of mutation and selection on the set of driver mutations in a cancer type. First, we detect associations between a range of mutational processes, including those linked to smoking, ageing, APOBEC and DNA mismatch repair (MMR) and the presence of key driver mutations across cancer types. Second, we quantify differential selection between well-known alternative driver mutations, including differences in selection between distinct mutant residues in the same gene. These results show that while mutational processes have a large role in determining which driver mutations are present in a cancer, the role of selection frequently dominates.
引用
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页数:10
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