Abstract Large case-control and familial studies have established clear cancer-specific risk profiles for several key cancer predisposition genes (CPGs). For example, germline pathogenic variants (PVs) in BRCA1/2 (gBRCA) are associated with increased risk for developing breast, ovarian, pancreatic, and prostate cancers. However, the extent to which gBRCA mutations are involved in mediating the tumorigenesis of other cancer types remains challenging to characterize. We hypothesized that integrating orthogonal features such as selection for biallelic inactivation of the PVs and depletion of canonical somatic drivers among the carriers can enrich the signal for identifying novel gene and cancer type associations. We then extend this framework to identify novel CPGs as well as to understand how tumors arise in patients with PVs in oncogenes. To study this, we leveraged the prospective MSK-IMPACT matched tumor-normal sequencing cohort of 49,291 patients across 77 major cancer types. We study 90 well-known CPGs as well as >300 cancer genes not previously associated with cancer predisposition. Overall, 8% (N=3,964) of patients harbored a PV in high or moderate penetrance CPGs. We identified 90 gene and cancer type associations with enrichment for biallelic inactivation (q<0.05), including 19 novel findings among clinically actionable genes. For example, we find enrichment for biallelic inactivation of BRCA1/2 in unexpected lineages such as hepatobiliary, endometrioid, and ampullary cancers. These tumors were also significantly depleted for somatic gain-of-function driver alterations. Hepatobiliary cancers with gBRCA1 mutations were also enriched for somatic loss of NF1. Among carriers of PVs in oncogenes, we observe two possible mechanisms of first somatic hit towards malignant transformation. We find enrichment for copy number gain or copy neutral loss of heterozygosity of the germline PV in thyroid cancers with a PV in RET. We also find that lung cancers with a germline PV in EGFR frequently developed additional somatic point mutations located in cis with the PV. Investigating genes with no prior association with germline predisposition to cancer, we find evidence for KEAP1 and CIC as likely novel CPGs. Lung (n=8) and thyroid (n=4) cancers with deleterious germline variants in KEAP1 were characterized by loss of the wild-type allele, co-occurring somatic STK11 mutations, and depletion of canonical drivers such as EGFR. We also found biallelic loss of CIC in two patients with Neuroblastoma, each carrying a different germline loss-of-function mutation in CIC. Both tumors were also negative for MYCN and ALK defects. Collectively, our findings expand our understanding of cancer predisposition in cancer, shed new insights into how tumors arise in germline carriers, and provide a framework for identifying new CPGs using population scale tumor-normal paired clinical sequencing data. Citation Format: Miika Mehine, Rebecca Caeser, Yelena Kemel, Daniel Muldoon, Sebastià Franch-Expósito, A. Rose Brannon, Aijazuddin Syed, Ozge Ceyhan-Birsoy, Maksym Misyura, Panieh Terraf, David B. Solit, Marc Ladanyi, Kenneth Offit, Zsofia K. Stadler, Diana L. Mandelker, Yonina R. Murciano-Goroff, Charles M. Rudin, Michael F. Berger, Chaitanya Bandlamudi. Expanding the spectrum of germline-driven cancers by leveraging population-scale targeted tumor and normal sequencing. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5214.