Correlation analyses using the GEPIA tool indicated that CDK1, STAT1, COL1A2, and COL1A1 exhibit significant relationships with AKI biomarkers, such as Cystatin C, NGAL, NAG, and KIM-1 (p < 0.05). Here, COL1A2 is linked to acute kidney injury.