From the Fig. 2 and Table 2, the PCT, CRP, NLR and their combined effect had diagnostic values for COVID-19 mortality (P < 0.05), and the AUC from highest to lowest was combined effect > CRP > PCT > NLR, respectively. This evidence concerns the gene CALCA and COVID-19.