The meta-analysis results highlight advanced age, prolonged dialysis duration, concomitant diabetes, hypertension, hyperparathyroidism, and elevated levels of CRP, hs-CRP, and SOST as key risk factors for CAC in ESRD patients. The gene discussed is CRP; the disease is diabetes mellitus.