Testosterone levels in males correlated inversely with inflammatory markers (CRP rho = − 0.39, p < 0.001; PCT rho = − 0.34, p < 0.001) and disease severity as assessed by the Pneumonia severity index (PSI) (rho = − 0.23, p = 0.003). Here, CRP is linked to pneumonia.