COL1A1 and acute kidney injury: Univariate and multivariate analyses indicated further that CDK1 and STAT1 are independent risk factors for AKI in these patients, while COL1A2 and COL1A1, due to their primary role in maintaining extracellular matrix stability, did not show significant differences.