According to the multiple logistic regression analysis, the statistically significant variables that were associated with worse COVID-19 outcomes include female gender, obesity, pulmonary disease, chronic kidney disease, PDN ≥5 mg/day, and use of TNF-α inhibitors (95% CI, p < 0.05). This evidence concerns the gene TNF and lung disorder.