Of note, there were significant sex differences (p interaction < 0.05) in the association of CRP, ferritin, NT proBNP, lymphopenia with increased neutrophils, and COVID-19 death, where the abnormal levels of biomarkers showed a more pronounced effect in women than in men (Fig. 2). Here, NPPB is linked to lymphopenia.