TNF and COVID-19: Conclusions: Genetic variants—specifically IL1B rs16944 and rs1143627, and TNF rs1799964 and rs1800630—were associated with COVID-19 severity and should be further investigated in larger studies to evaluate their potential as predictive markers of severe outcomes in COVID-19.