In contrast, PCOLCE2, TDRD9, MPO, MAOA, RAP1GAP, and S100P expression was higher in the severe influenza group compared to the non-severe influenza group in the training cohort (Fig. 5a-h), similar to the findings in the validation cohort (Fig. 6a-h). Here, RAP1GAP is linked to influenza.