Additionally, four of the ten monogenic diabetes genes (HNF1A, GCK, ABCC8 and INS) exhibited P < 0.05 rare variant associations with youth-onset T2D in our primary gene-level analysis (which included both pathogenic and likely pathogenic and additional variants; Supplementary Table 19). This evidence concerns the gene INS and type 2 diabetes mellitus.