Similarly, IL-6 emerged as a strong predictor, with a hazard ratio of 4.25 (CI: 2.07–9.53) and a p-value of less than 0.001, suggesting a fourfold increase in pneumonia risk. This evidence concerns the gene IL6 and susceptibility to pneumonia measurement.