Abstract The RAS family of small GTPases represents the most commonly activated oncogenes and mutations in KRAS, NRAS and HRAS are found in approximately one third of all human cancers. To better understand the prevalence of somatic RAS mutations and the compendium of genes that have RAS-dependent co-mutation frequencies in an unbiased pan-cancer manner, we analyzed targeted next-generation sequence data from the AACR Project GENIE Registry (GENIE version 6.1-public). Our analyses utilized 644,757 mutations from 64,217 tumors in 97 cancer types. A Bayesian hierarchical model was implemented to estimate cancer-specific prevalence of RAS and non-RAS somatic mutations. To evaluate RAS co-mutations, we compared the observed co-mutation frequencies of RAS and non-RAS somatic mutations to posterior predictive distributions of their expected co-mutation frequencies under independence. The prevalence of RAS codon 12, 13 and 61 mutations varied among cancer types, ranging from 77.7% in pancreatic cancer-PAC, 44.8% in colorectal cancer-CRC, 31.2% in non-small cell lung cancer-NSCLC, 1.1% in breast cancer, and 0.5% in mesotheliomas. A cancer type-specific distribution was observed, such that KRAS was frequently mutated in >25% of the tumors, NRAS was frequently mutated in melanoma, hematologic malignancies and thyroid cancer, while HRAS was overall less frequently mutated. KRAS codon 12 mutations predominated in pancreatic cancers (69.8%), GI cancers (30.9-48.5%), NSCLC (26.3%), endometrial cancer (14.7%) and germ cell tumors (11.6%). KRAS G12C mutations were predominantly seen in NSCLC (12.4%, 95% CI: 11.8-13.1%) with lower frequencies in GI cancers (3.2% in CRC). RAS mutations co-occurred with mutations in STK11, ATM, KEAP1, RBM10 and EPHA5 in NSCLC, TERT in melanoma and PIK3CA in CRC. Patterns of mutual exclusivity emerged between RAS mutations and BRAF in melanoma, thyroid and NSCLC, EGFR and RB1 in NSCLC, GNA11 and GNAQ in melanoma, FGFR3 in bladder cancer, MEN1 in PAC, RNF43 in CRC, BAP1 in melanoma and BAP1 and TERT2 in hepatobiliary carcinoma. A cancer type-specific co-occurrence pattern was noted for RAS and TP53 genomic alterations, with a significant enrichment in TP53 mutations in RAS-mutant PAC but a significant under-representation of TP53 mutations in RAS-mutant endometrial cancer, NSCLC, ovarian cancer and CRC. Analysis of codon specific RAS variants revealed additional co-mutation patterns, including an enrichment in NTRK3 mutations in KRAS G12C-mutant NSCLC and mutual exclusivity between KRAS G12C mutations and EGFR and BRAF in NSCLC. The tissue-distinct differential enrichment in RAS mutations and co-mutation patterns may be reflective of selection of oncogenic RAS signaling under the tumor type-specific modifying effect of other driver mutations. The RAS genetic architecture points to tissue-specific therapeutic vulnerabilities that may be translated to targeted treatment strategies. Citation Format: Robert Scharpf, Gregory Riely, Mark Awad, Michele Lenoue-Newton, Biagio Ricciuti, Julia Rudolph, Leon Raskin, Andrew Park, Jocelyn Lee, Christine Lovly, Valsamo Anagnostou. Comprehensive pan-cancer analyses of RAS genomic diversity [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 1095.
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