COVID-19 linked to major spike in autoimmune disease risk - All you need to know According to the extensive study, the highest incidence rate ratios were noted for autoimmune disease of the vasculitis group. Patients with a more severe course of COVID-19 were at a greater risk for incident autoimmune diseases.