For NAFLD (Figure 1A), the findings make clinical sense with ALT as the most important risk factor, followed by obesity (BMI) and an indirect measure of steatosis such as TG and HDL, which are inversely related to NAFLD in the SHAP summary plot (Figure 1A right). Here, GPT is linked to obesity due to melanocortin 4 receptor deficiency.