These biomarkers showed strong correlations with renal dysfunction (negative correlations with eGFR and albumin, positive correlations with creatinine) and disease progression (positive correlations with plasma cell percentage and LDH), highlighting their utility in detecting early renal impairment and guiding timely interventions [14, 38]. The gene discussed is ALB; the disease is Abnormal renal physiology.