Across multiple feature selection algorithms, <i>ACVR2B</i> and <i>MX1</i> were reproducibly prioritized as immune-associated candidate genes and were consistently downregulated in anti-NMDAR encephalitis samples, showing negative correlations with neutrophil infiltration. Here, MX1 is linked to viral encephalitis.