To further clarify the pathway associations of ‘dark’ genes and their differential genes in B cells, in this study, we focused on the analysis of the KEGG pathway on the JAK-STAT signaling pathway and PI3K-AKT signaling pathway that were most relevant to the progression of COVID-19 (Fig. 7A, B). This evidence concerns the gene AKT1 and COVID-19.