CRP and hereditary elliptocytosis: Furthermore, among the 15 key variables in the AutoML model based on the XGBoost algorithm, ammonia was the most important feature impacting the probability of HE risk, followed by total bilirubin, INR, CRP, age, platelet, BUN, PT, and serum K (Figure 3).