The percentage of CD38+CD8+T cells, PD-1+NK cells, HLA-DR+ CD8+T cells represented the top three highest SHAP value contributions in the segregation of patients with sepsis from HCs in the XGBoost model. This evidence concerns the gene CD38 and Sepsis.