We further analyzed the receiver operating characteristic (ROC) curve to analyze the accuracy of the counts of CD3+, CD4+, and CD8+ T-cells for use as a biomarker of pneumonia in Adv+ patients. The gene discussed is CD8A; the disease is pneumonia.