Although ACE2-RGF did not achieve the highest performance for classifying COVID-19, the ACE2-RGF performed comparably or better in AUC, F1 POS, accuracy, and recall when compared to a variety of COVID-19-RF. The gene discussed is ACE2; the disease is COVID-19.