Based on topological algorithms (i.e., degree), in this study, CDK1, KIF20A, PBK, KIF2C, CDC20, and UBE2C were identified as critical genes that may be potential biomarkers for COVID-19 Myocarditis. The gene discussed is PBK; the disease is COVID-19.