Our pathway analysis revealed that the beta-cell proinsulin-positive pathway primarily drove the T2D PGS effect on diagnosis age (0.83 years (0.33–1.32) versus 0.67 (0.15–1.18) years for all others combined) (Fig. 2c). The gene discussed is INS; the disease is type 2 diabetes mellitus.