This meta-analysis identified ten risk factors for ES following PCI in AMI patients, including TIMI flow grades, cTnI, CK-MB, reperfusion arrhythmias, persistent hypotension, RCA as the IRA, IRA diameter, β-blocker usage, renal dysfunction, and bradycardia. Here, TNNI3 is linked to Abnormal renal physiology.