We identified key cytokines that were consistently associated with severity, like IL-10, an enhancer of NK cytotoxicity, and IL-15, a stimulator of NK cells, Obviously, the modeling methodology can be used to identify key players and predict outcome in new variants of COVID-19. This evidence concerns the gene IL15 and COVID-19.