Here we identified different clusters of variants within spheres with a 15-30 Å diameter that accommodate germline and somatic variants in ATM, BRCA1 and BRCA2, and propose that variants in the same 3D-cluster are part of a continuum of cancer-promoting changes, each with a relatively small but additive effect. Here, ATM is linked to cancer.