The studies from COGS included in this collection nearly double the number of common genetic variants significantly associated with susceptibility to breast, ovarian and prostate cancers. While this set of cancer-associated variants contributes substantially to disease heritability, these studies also predict that an additional large number of common variants not yet associated with disease have the potential to explain the majority of the familial recurrence of these cancers.