For nephrolithiasis biomarkers, the three pivotal genes, HSP90AB1 (AUC=0.857), HSPA5 (AUC=0.845), and STUB1 (AUC=0.872), showed strong predictive performance. The gene discussed is STUB1; the disease is nephrolithiasis.