Antibody-negative ALE and NDD could be differentiated with an AUC of 0.834; CSF CD4+HLADR+, CD8+HLADR+ and PB CD8+HLADR+ had the highest variable contribution (Supplementary Fig. 3N). The gene discussed is CD4; the disease is Neurodevelopmental delay.