The findings of this study suggest that the neutrophil percentage-to-albumin ratio (NPAR) may serve as a prognostic biomarker in pneumonia patients aged 80 years and older admitted to the intensive care unit. The gene discussed is ALB; the disease is susceptibility to pneumonia measurement.