Some individual studies also supported the association of our proposed cHubGs with the SARS-CoV-2 infections and IPF disease as displayed in Fig. 7A. The literature review showed that CXCR4 is highly expressed in the lung cell of COVID-19 affected patients and also able to regulated the dense T cell infiltration93. This evidence concerns the gene CXCR4 and COVID-19.