Notably, IL-2R, IL-6, IL-7, IL-8, and IL-10 showed lower correlations with the metabolites for the worst outcomes, indicating that these cytokines might have different regulatory mechanisms during severe COVID-19. Here, IL7 is linked to COVID-19.