This review has summarized the molecular functions of key BC-associated CPGs, namely, BRCA1, BRCA2, PALB2, ATM, BARD1, CHEK2, RAD51C, and RAD51D, as well as the clinical management of individuals harboring GPVs in these genes. Here, PALB2 is linked to breast cancer.