Therefore, this study aimed to leverage the precision of CD4+ T cells count and the comprehensive nature of BALF-tNGS to delineate a quantitative and dynamic landscape of the pathogen profile in the BALF of patients with severe pneumonia. Here, CD4 is linked to pneumonia.