Comparing the average of SHAP values for core proteins for all dementia subtypes (Fig. 7B), TNR showed the highest, followed by THY1 and SMPD1, and only these three proteins presented positive values due to the low proportion of AD and VD participants in the validation cohort. The gene discussed is SMPD1; the disease is dementia.