Concerning the second aim, both logistic and ordinal regression models allowed the identification of two statistically significant positive associations between rs307355 of the TAS1R3 gene and two COVID-19-related symptoms: (i) chest pain and (ii) shortness of breath. This evidence concerns the gene TAS1R3 and COVID-19.