GPC2 and Infertility: Although there was evidence for distinct genetic architectures of infertility and reproductive hormones, we showed that individual genes containing rare protein-coding variants associated with testosterone (GPC2, CYP3A43 and TRIM4) were also associated with higher risk of infertility in the UKBB.