This aligns with prior work demonstrating that IL-6 overexpression - alongside TNF-α and IL-1β - correlates with severe-stage monocyte activation in COVID-19, though its independent predictive value was attenuated in comprehensive models. The gene discussed is TNF; the disease is COVID-19.