Comparisons of sex, hyperlipidaemias, hyperphosphatemia, smoking history, drinking history, age, course of disease, BMI, dialysis age, plasma albumin, haemoglobin, blood calcium, blood phosphorus, blood sodium, calcium-phosphorus product, TC, LDL-C, HDL-C, urea, serum creatinine, uric acid, SBP, DBP, and adiponectin between the MACCE group and non-MACCE group (P> 0.05). The gene discussed is ADIPOQ; the disease is hyperlipidemia.