INS and diabetes mellitus: Another ACE2-correlated gene that emerged from this study was DPP4. DPP4 encodes the dipeptidyl-peptidase 4 (DPP-4) glycoprotein, which plays a major role in glucose and insulin metabolism and is linked to diabetes, now established as a key risk factor for severe COVID-19 including mortality23.