Univariate logistic analysis identified that age ≥ 65 years, albumin, CKD stage, Ln (proteinuria), Ln (sPLA2R-Ab), Ln (UIgG/Cr), Ln (Uα1m/Cr), and Ln (NAG/Cr), were all significantly associated with progression (p < 0.05). Here, ALB is linked to chronic kidney disease.