In this review, we summarized that hypertension (53), diabetes (51), hypoproteinemia (serum albumin <30g/L) (21, 51), anemia (21), autoimmune diseases, extrarenal irAEs (18, 57, 74, 79), and chronic kidney disease (CKD) (18, 51, 74) are all associated with the higher risk of ICI-AKI. Here, ALB is linked to chronic kidney disease.