ALB and hereditary elliptocytosis: Based on the SHAP values of feature importance, we further disclosed that higher levels of serum ammonia, total bilirubin, INR, older age, BUN, and PT, lower serum levels of albumin and serum K, and lower platelet counts result in a higher probability of HE in patients with noncancer-related ESLD.