Through the analysis of the propensity score-matched biomarker screening cohort, we identified Flt3L, TRAIL, CXCL5, IL-12B, MCP-3, IL-24, and IL-8 as candidate biomarkers for severe progression of COVID-19 in elderly patients. Here, CCL7 is linked to COVID-19.