Subsequently, a t-test comparing TNF-α expression levels between male and female patients yielded no statistically significant difference (p = 0.417), indicating that gender does not play a critical role in modulating TNF-α expression among COVID-19 patients. This evidence concerns the gene TNF and COVID-19.