Then we screened 3 hub genes (B4GALT5, CRISPLD2, F5) which were up-regulated in both COVID-19 and IS by multiple machine learning methods combined with the mRNA expression of genes (Figure 5). The gene discussed is B4GALT5; the disease is COVID-19.