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. The gene discussed is INS; the disease is chronic kidney disease.