The coefficient plot showed the positive correlation of age >65, presence of hypertension, cancer, CVD, CKD, rheumatic disease, heart abnormal findings, sputum, limb edema, loss of consciousness, oxygen saturation <88%, potassium >4, and ALT >13 with the mortality among COVID-19 patients. The gene discussed is GPT; the disease is chronic kidney disease.