Moreover, cell adhesion markers such as ICAM1, PECAM1, and SELE were markedly, and significantly, upregulated in COVID-19, influenza, and non-influenza viral myocarditis (Fig. 4, FDR < 0.001). This evidence concerns the gene ICAM1 and COVID-19.