Genetics and family history play a significant role in the risk of certain gynecological cancers, particularly ovarian and breast cancers. Mutations in the BRCA1 and BRCA2 genes significantly increase the risk. Genetic counseling and testing can help identify women at higher risk and guide preventive strategies.