To enhance the generalizability and robustness of our findings, we conducted a complementary analysis using the UK Biobank dataset and performed subgroup analyses stratified by sex, obesity status, insulin use, chronic kidney disease, and diabetes duration to assess potential effect modifications in this association. This evidence concerns the gene INS and diabetes mellitus.