In the derivation cohort, univariate analysis demonstrated that age, hyperuricemia, serum albumin, proteinuria, eGFR, and sPLA2R-ab were significantly correlated with renal progression in PMN patients (Table 2). This evidence concerns the gene ALB and hyperuricemia.