Compared with insulin initiators, SGLT2i initiators (n = 1009) had a higher prevalence of cardiovascular comorbidities and proteinuria, while GLP1RA initiators (n = 2149) had a higher prevalence of obesity. The gene discussed is INS; the disease is Obesity.