SERPINA2 and acute kidney injury: This study aims to explore the role of autophagy-related genes (ARGs) as potential biomarkers and therapeutic targets in AKI.<h4>Methods</h4>In this study, the gene microarray data of the GEO dataset were used to explore the molecular profile of AKI, and three machine learning algorithms were used to screen autophagy-related feature genes.