Correlation analysis revealed significant associations between IgM and IgG antibody levels (anti-S1 and anti-RBD) and key clinical parameters in hospitalized COVID-19 patients, stratified by disease severity (Fig. 3A). Here, CD40LG is linked to COVID-19.