With regards to the absence of pneumonia, however, the logistic regression model revealed that TNF-ɑ mRNA detected in nasopharyngeal swab specimens of COVID-19 patients was the only significant independent predictor, as indicated by an odds ratio of 0.35 (95% CI 0.14 to 0.88, p = 0.024). The gene discussed is TNF; the disease is pneumonia.