{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,16]],"date-time":"2026-10-16T18:44:38Z","timestamp":1792176278269,"version":"4.4.0"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1014858","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2026,10,16]],"date-time":"2026-10-16T00:00:00Z","timestamp":1792108800000}}],"reference-count":59,"publisher":"Public Library of Science (PLoS)","issue":"10","license":[{"start":{"date-parts":[[2026,10,9]],"date-time":"2026-10-09T00:00:00Z","timestamp":1791504000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000289","name":"Cancer Research UK","doi-asserted-by":"publisher","award":["C157\/A27589"],"award-info":[{"award-number":["C157\/A27589"]}],"id":[{"id":"10.13039\/501100000289","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010269","name":"Wellcome Trust","doi-asserted-by":"publisher","award":["210804\/B\/18\/Z"],"award-info":[{"award-number":["210804\/B\/18\/Z"]}],"id":[{"id":"10.13039\/100010269","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000289","name":"Cancer Research UK","doi-asserted-by":"publisher","award":["C6199\/A27327"],"award-info":[{"award-number":["C6199\/A27327"]}],"id":[{"id":"10.13039\/501100000289","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>\n                    Hypermutant cancers frequently contain atypical driver gene variants, which may provide sub-optimal oncogenic advantages. The reason why weak cancer drivers prevail and are not outcompeted by stronger alternatives is unclear. Here, using mathematical modelling, we show that aberrant mutational processes alone can account for the detection of weak, rather than canonical, driver mutations. We find that simply increasing the mutation rate per cell division, without altering selection or mutational biases, can lead to the dominance of weak drivers due to rapidly occurring further driver events. This effect can be further enhanced by mutational biases towards specific nucleotide sequence contexts. Focusing on\n                    <jats:italic>POLE<\/jats:italic>\n                    -mutant (DNA polymerase epsilon proofreading-deficient) colorectal cancers, we quantify the mutation bias for varied\n                    <jats:italic>KRAS<\/jats:italic>\n                    drivers under both\n                    <jats:italic>POLE-<\/jats:italic>\n                    mutant and non-hypermutant mutational processes. In\n                    <jats:italic>POLE<\/jats:italic>\n                    -mutant cancers, the combination of the bias coupled with an elevated mutation rate is sufficient to explain the enrichment of atypical\n                    <jats:italic>KRAS<\/jats:italic>\n                    drivers. Furthermore, model predictions are consistent with the observed prevalence of atypical\n                    <jats:italic>KRAS<\/jats:italic>\n                    drivers observed in mismatch repair deficient colorectal cancers. Thus, differential selection across these cancer types need not be invoked to explain the variation in driver mutations. Our study clarifies the interplay of mutation and selection during the evolutionary dynamics of tumourigenesis.\n                  <\/jats:p>","DOI":"10.1371\/journal.pcbi.1014858","type":"journal-article","created":{"date-parts":[[2026,10,9]],"date-time":"2026-10-09T17:50:46Z","timestamp":1791568246000},"page":"e1014858","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":0,"title":["Hyper-mutational processes provide a head-start for weak cancer drivers: Explaining atypical KRAS variants"],"prefix":"10.1371","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2813-8979","authenticated-orcid":true,"given":"Michael D.","family":"Nicholson","sequence":"first","affiliation":[{"name":"University of Edinburgh","place":["Edinburgh, United Kingdom"],"department":["School of Mathematics and the Maxwell Institute for Mathematical Sciences"]},{"name":"University of Edinburgh","place":["Edinburgh, United 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