TNF and COVID-19: Furthermore, functional analysis of all overlapping genes between chemotherapy treatment and COVID-19 further showed the shared upregulation of a number of pathways related to phagocytosis, innate viral defenses, type I IFN signaling, tumor-necrosis factor signaling, and innate cellular proliferation (Fig. 7).