When patients were stratified by the underlying cause of CKD, univariate Cox regression analysis revealed a consistent inverse association between both baseline and longitudinal RBP4 quartiles and all-cause mortality across diabetic nephropathy (DN), glomerulonephritis (GN), and other etiologies (Supplementary Table 4). Here, RBP4 is linked to ganglioneuroma.