The ML models were developed using a range of demographic and laboratory variables, including gender, age, overweight/obesity status, WBC, HCT, platelet count, AST, ALT, APTT, PT, fibrinogen, albumin, glucose, creatinine, and plasma sodium. Here, GPT is linked to obesity due to melanocortin 4 receptor deficiency.