A total of 17 highly correlated variables such as old age, high weight, dry coughs, fever, dyspnea, loss of smell, cardiovascular diseases, hypertension, CRP, ALT/ASP, SPO2, and leukocytosis were selected as the top predictors affecting COVID-19 readmission. The gene discussed is GPT; the disease is Hypertension.