Further analysis showed an overall lower correlation between the cytokines IL-2R, IL-6, IL-7, IL-8, and IL-10 and metabolic phenotype 3 among non-survivors, indicating a lower association of these cytokines with COVID-19-related metabolites. This evidence concerns the gene IL6 and COVID-19.