The top 8 variables with a higher ML score (GP) were body mass index (BMI), complement C3, serum total protein, arteriolosclerosis, urinary protein excretion during the 10-year follow-up, edema, C-reactive protein, and the Oxford E1 score. Here, CRP is linked to arteriolosclerosis.