Overall, our findings suggest that suppressed CD8 + T cells, overproduction of IL-6, and delayed IFN peaks are correlated with disease severity in cancer and immunosuppressed patients with COVID-19, similar to previous results in COVID-19 severe virtual patients described in Jenner et al. [28]. This evidence concerns the gene IFNA1 and COVID-19.