In order to calculate the overall variance explained by these menarche loci in each of the replication cohorts, we calculated the r2 value from a model including all 42 known, confirmed and possible novel menarche variants and birth year, and compared this to a model including birth year alone. We only included cohorts with >800 women in their full model analyses, as sample sizes smaller than this may give spurious results.