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Inherited germline variants and somatic mutations contribute to cancer. Here, the authors present the statistical method ALFRED that tests the two-hit hypothesis of tumorigenesis and apply it to ~10,000 tumor exomes to identify rare germline variants that affect putative cancer predisposition genes, contributing substantially to cancer risk.