Notably, nephrotic syndrome, serum albumin, and serum IgG demonstrated significant correlations with PNI, GNRI, and CONUT score, while hemoglobin exhibited a moderate correlation with PNI and GNRI. The gene discussed is ALB; the disease is nephrotic syndrome.