In order to improve and simplify the efficacy of prediction and diagnosis of CU, especially COVID-19-related CU, we identified three key genes (FCGR3A, CCL3, and TNF) from hub genes by the machine learning LASSO regression analysis. This evidence concerns the gene FCGR3A and COVID-19.