Our results showed that in the non-COVID-19 and COVID-19 autopsy, ACE2 and TMPRSS2 were both abundantly expressed in taste buds, serous acini, and salivary gland ducts, where the viral antigens were also primarily located. This evidence concerns the gene ACE2 and COVID-19.