These alterations in causal interactions across distinct brain regions provide evidence for pathological neural deficits in anti-LGI1 encephalitis and may serve as potential biomarkers for personalized diagnosis and treatment strategies. The gene discussed is LGI1; the disease is viral encephalitis.