In subsequent multivariate logistic regression analysis to account for confounding variables, only higher anti-S/N IgG and/or IgM levels were found to significantly predict COVID-19 characteristics such as appetite loss, night sweat, oxygen need, pneumonia and the need for hospitalization (P < 0.05, respectively) (Table 4). Here, CD40LG is linked to pneumonia.