Added to combining selective recognized biochemical markers of COVID-19 severity (ANC, CRP, LDH, BUN and ferritin), the triad of elevated serum IL-10, PD-L1 and TNF-α improved the current model accuracy to predict the severity of the disease, through the stepwise linear regression model. Here, CD274 is linked to COVID-19.