This review aims to comprehensively summarize the functions and mechanisms associated with PTEN during pharmacological, ischemia–reperfusion, and sepsis-induced AKI as well as AKI-to-CKD transformation. The gene discussed is PTEN; the disease is chronic kidney disease.