Notably, the performance gap between ACE2-RGF and the best performing COVID-Crt-RF for identifying COVID-19 critical illness was less than the gap between ACE2-RGF and the best performing COVID-19-RF for COVID-19 classification. This evidence concerns the gene ACE2 and COVID-19.