This study identified significant predictors for COVID-19 severity, including older age, presence of chronic disease, high WBC count, high neutrophil count, low lymphocyte count, low hemoglobin, high D-dimer, high CRP, high ferritin, high troponin T, high creatinine, low albumin, and high ALP. The gene discussed is ALB; the disease is COVID-19.