In the present pilot study, we investigated the effect of SARS-CoV-2 infection on adipose tissue physiology and the pathogenesis of fat loss in a murine model of COVID-19 using humanized angiotensin-converting enzyme 2 (hACE2) mice. This evidence concerns the gene ACE2 and COVID-19.