TNF and COVID-19: The most important features from the DBN analysis were finally combined with the risk predictors from Shapley explanation analysis to extend the clinical impact of the APACHE-II score towards the development of a scoring index based on IL-6, IL-8, IL-1b and TNF during the admission of hospitalized COVID-19 patients in the ICU across different time intervals of the disease.