Purpose: Promising single-agent activity from sotorasib and adagrasib in KRAS G12C -mutant tumors has provided clinical evidence of effective KRAS signaling inhibition. However, comprehensive analysis of KRAS -variant prevalence, genomic alterations, and the relationship between KRAS and immuno-oncology biomarkers is lacking., Materials and Methods: Retrospective analysis of deidentified records from 79,004 patients with various cancers who underwent next-generation sequencing was performed. Fisher's exact test evaluated the association between cancer subtypes and KRAS variants. Logistic regression assessed KRAS G12C comutations with other oncogenes and the association between KRAS variants and immuno-oncology biomarkers., Results: Of the 79,004 samples assessed, 13,758 (17.4%) harbored KRAS mutations, with 1,632 (11.9%) harboring KRAS G12C and 12,126 (88.1%) harboring other KRAS variants ( KRAS non-G12C ). Compared with KRAS non-G12C across all tumor subtypes, KRAS G12C was more prevalent in females (56% v 51%, false discovery rate-adjusted P value [FDR- P ] = .0006), current or prior smokers (85% v 56%, FDR- P < .0001), and patients age > 60 years (73% v 63%, FDR- P ≤ .0001). The most frequent KRAS variants across all subtypes were G12D (29.5%), G12V (23.0%), G12C (11.9%), G13D (6.5%), and G12R (6.2%). KRAS G12C was most prevalent in patients with non-small-cell lung cancer (9%), appendiceal (3.9%), colorectal (3.2%), tumor of unknown origin (1.6%), small bowel (1.43%), and pancreatic (1.3%) cancers. Compared with KRAS non-G12C -mutated, KRAS G12C -mutated tumors were significantly associated with tumor mutational burden-high status (17.9% v 8.4%, odds ratio [OR] = 2.38; FDR- P < .0001). KRAS G12C -mutated tumors exhibited a distinct comutation profile from KRAS non-G12C -mutated tumors, including higher comutations of STK11 (20.59% v 5.95%, OR = 4.10; FDR- P < .01) and KEAP1 (15.38% v 4.61%, OR = 3.76; FDR- P < .01)., Conclusion: This study presents the first large-scale, pan-cancer genomic characterization of KRAS G12C . The KRAS G12C mutation was more prevalent in females and older patients and appeared to be associated with smoking status. KRAS G12C tumors exhibited a distinct comutation profile and were associated with tumor mutational burden-high status., Competing Interests: Mohamed E. SalemConsulting or Advisory Role: Taiho Pharmaceutical, Exelixis, Bristol Myers Squibb, Exelixis, QED Therapeutics, Novartis, PfizerSpeakers' Bureau: Taiho Pharmaceutical, Daiichi Sankyo/Astra Zeneca, BMS, Merck Sherif M. El-RefaiEmployment: TempusStock and Other Ownership Interests: Tempus Axel GrotheyHonoraria: Elsevier, Aptitude Health, IMEDEXConsulting or Advisory Role: Genentech/Roche, Bayer (Inst), Bristol Myers Squibb (Inst), Lilly (Inst), Boston Biomedical (Inst), Amgen (Inst), Array BioPharma (Inst), Daiichi Sankyo (Inst), OBI PharmaResearch Funding: Genentech/Roche (Inst), Bayer (Inst), Pfizer (Inst), Eisai (Inst), Lilly (Inst), Boston Biomedical (Inst), Daiichi Sankyo (Inst), Array BioPharma (Inst)Travel, Accommodations, Expenses: Genentech/Roche, Bayer Thomas J. GeorgeConsulting or Advisory Role: Tempus, PfizerResearch Funding: Bristol Myers Squibb (Inst), Merck (Inst), AstraZeneca/MedImmune (Inst), Lilly (Inst), Bayer (Inst), Incyte (Inst), Ipsen (Inst), Seattle Genetics (Inst), Genentech (Inst), Astellas Pharma (Inst), BioMed Valley Discoveries (Inst), GlaxoSmithKline (Inst),Open Payments Link: https://openpaymentsdata.cms.gov/physician/321938 Jimmy J. HwangConsulting or Advisory Role: Bristol Myers Squibb, Boehringer Ingelheim, Caris Centers of Excellence, Pfizer, QED Therapeutics, Deciphera, IncyteSpeakers' Bureau: Bristol Myers Squibb, Deciphera, IncyteResearch Funding: Caris Centers of Excellence (Inst), Boehringer Ingelheim (Inst). Bert O'NeilEmployment: Lilly, TempusHonoraria: AstraZeneca Alexander S. BarrettEmployment: TempusStock and Other Ownership Interests: Tempus Derek RaghavanConsulting or Advisory Role: Gerson Lehrman Group, Caris Life Sciences (Inst). Eric Van CutsemConsulting or Advisory Role: Bayer, Lilly, Roche, SERVIER, Bristol Myers Squibb, Celgene, Merck Sharp & Dohme, Merck KGaA, Novartis, AstraZeneca, Halozyme, Array BioPharma, Biocartis, GlaxoSmithKline, Daiichi Sankyo, Pierre Fabre, Sirtex Medical, Taiho Pharmaceutical, Incyte, Astellas PharmaResearch Funding: amgen (Inst), Bayer (Inst), Boehringer Ingelheim (Inst), Lilly (Inst), Novartis (Inst), Roche (Inst), Celgene (Inst), Ipsen (Inst), Merck (Inst), Merck KGaA (Inst), SERVIER (Inst), Bristol Myers Squibb (Inst). Josep TaberneroConsulting or Advisory Role: Bayer, Boehringer Ingelheim, Lilly, MSD, Merck Serono, Novartis, Sanofi, Taiho Pharmaceutical, Peptomyc, Chugai Pharma, Pfizer, Seattle Genetics, Array BioPharma, AstraZeneca, Genentech, Menarini, Servier, HalioDx, F. Hoffmann LaRoche, Mirati Therapeutics, Pierre Fabre, Tessa Therapeutics, TheraMyc, Daiichi Sankyo, Samsung Bioepis, IQvia, Ikena Oncology, Merus, Neophore, Orion Biotechnology, Hutchison MediPharma, Avvinity, Scandion Oncology, Ona Therapeutics, Sotio Biotech, Inspirna IncOther Relationship: Imedex, Medscape, MJH Life Sciences, Peerview, Physicans' Education Resource Jeanne TieHonoraria: SERVIER, InivataConsulting or Advisory Role: AstraZeneca/MedImmune, Bristol Myers Squibb, Pierre Fabre, MSD Oncology, Inivata, Haystack OncologyNo other potential conflicts of interest were reported.