This study explores the role of bioinformatics in creating an implementable predictive key gene in cardiorenal pathogenesis and evaluates the diagnostic potential of GTF2I, ANGPTL4, and MMP14 in predicting AKI in ACS patients. Here, MMP14 is linked to acute kidney injury.