The classifier selected CRP, S100A9, and VIM, as the top features for discriminating the other-infectious-PEs, and could just as effectively discriminate this group (AUC: 0.863), as the TB-PEs (AUC: 0.859), or the all-infectious-PEs (AUC: 0.869). Here, S100A9 is linked to tuberculosis.