By comparing the direct overlap between the heterogeneous islet diabetes-related gene sets we identified genes such as ANPEP and HADH that are currently not well-established as diabetes susceptibility genes but had consensus support across evidence sources. Here, ANPEP is linked to diabetes mellitus.