The top three peripheral immune cell subtypes pinpointed by ML analysis in discriminating sepsis from HCs were CD38+CD8+T cells, PD-1+NK cells, and HLA-DR+ CD8+T cells. The gene discussed is PDCD1; the disease is Sepsis.