Besides, a prediction model based on age, BMI, fever duration, leucocyte count, lymphocyte proportion, proportion of CD3+ T cells, TNF-α, and IL-10 was constructed and internally validated here, which showed a good performance for predicting severe H1N1 infection in the post-COVID-19 era. The gene discussed is TNF; the disease is COVID-19.