Notably, the study’s findings indicate that elevations in dNLR and IL-6 not only signify an active inflammatory response but are also predictive of pneumonia outcomes, aligning with emerging literature that supports their roles as critical markers of systemic inflammation and disease severity in viral infections. This evidence concerns the gene IL6 and pneumonia.