When patients were stratified by diabetes status (Supplementary Table 3), univariate Cox regression analysis revealed a consistent inverse association between RBP4 levels and all-cause mortality across both baseline and longitudinal quartiles in both type 2 diabetes mellitus (T2DM) and non-T2DM groups. The gene discussed is RBP4; the disease is type 2 diabetes mellitus.