All covariates linked to the risk of 30-day ACM were identified, including age, SBP, albumin, BUN, INR, LDH, blood lipases, phosphate, TbIL, AKI, DM, hyperlipidemia, norepinephrine use, and statins use. The gene discussed is ALB; the disease is hyperlipidemia.