Through rare-variant and gene-based analyses in the UK Biobank, we additionally identified PLEKHG4 associated with female infertility and 50 genes for testosterone, including the first reported hormone-associated variants in some members of the hydroxysteroid dehydrogenase enzyme family. Here, PLEKHG4 is linked to female infertility.