Modeling COVID-19 progression through DBNs by cytokines’ measurements over time identified notable dependencies among clinical and biological markers, where most of them are biomarkers of inflammation, including the IL-8, IL-6, CRP, LDH, and TNF. This evidence concerns the gene TNF and COVID-19.