We next tested different combinations of the 4 cytokines for the prediction of disease death and found that the combination of SPP1, CCL18m and CXCL10 best discriminated between survival and death of patients with COVID-19 (AUC of 0.86) (Figure 6E). The gene discussed is SPP1; the disease is COVID-19.