This scarcity results in limitations in multivariate analyses aimed at ruling out confounding factors, establishing a causal link between COVID-19 and MOG-ON/AQP4-ON, and understanding the underlying pathogenesis and prognosis. This evidence concerns the gene AQP4 and COVID-19.