Old age, hypertension, higher circulating levels of neutrophils, IL-6, and NLR and lower levels of T lymphocytes, CD4+ lymphocytes, and CD8+ T cells were significantly associated with the risk of developing pneumonia. The gene discussed is IL6; the disease is pneumonia.