This integrative strategy not only enabled the identification of IL-17, alongside IL-6, as an independent predictor of COVID-19 severity but also uncovered structural motifs—particularly Asparagine (Asn) and cysteine (Cys) residues—shared between viral proteins and host inflammatory mediators. This evidence concerns the gene IL6 and COVID-19.