After validation with multiple analyses of five datasets, ACSM2A, GLYAT, CORO1A, DPEP1, ALDH7A1, and EPHX2 were considered as the key RFRGs and were confirmed at both mRNA and protein levels in two classic AKI models in vivo. Here, ACSM2A is linked to acute kidney injury.