In addition, visualisation of clinical and laboratory factors in patient clusters detected by PSN showed that the minimal immune signature associated with a history of severe COVID-19 disease also associated with higher levels of IgG and IgM and impaired lung function four to eight weeks after COVID-19. Here, CD40LG is linked to COVID-19.