In this study, a myocardial injury prediction model for COVID-19 patients based on clinical parameters was successfully constructed used age, history of alcohol consumption, diastolic blood pressure, heart rate, body mass index, and cystatin C. The gene discussed is CST3; the disease is COVID-19.