Lymphopenia, elevated serum markers (C-reactive protein, procalcitonin, IL-6, D-dimer), and chest-X-ray findings consistent with pneumonia are linked to worse prognosis. The gene discussed is CRP; the disease is susceptibility to pneumonia measurement.