Plasma IL-8, CSF TNFRSF12A and EZR were strongly associated with both Neuro-COVID class III development and WHO COVID-19 severity, highlighting their importance as potential predictive biomarkers (Fig. 6d)19,22,27–29. Here, TNFRSF12A is linked to COVID-19.