In the case of familial melanoma, germline mutations in certain high-risk genes, such as CDKN2A and CDK4, significantly increase the likelihood of developing melanoma, often at a younger age and with a higher propensity for multiple primary melanomas. The gene discussed is CDKN2A; the disease is melanoma.