Compared to the patients in derivation cohort, the patients in external validation cohort had lower duration of DM, hemoglobin levels, serum total protein levels, serum albumin levels, C-reactive protein levels, serum calcium levels and higher blood pressure, and 24-h urine protein levels. The gene discussed is ALB; the disease is diabetes mellitus.