Single-cell multiomics data analysis of potential receptors and therapeutic drugs for epilepsy patients comorbid with depression

G Guiqin Bai X Xuerong Zhou C Cheng Xiong X Xi Kang (Department of Chemistry and Centre for Atomic Engineering of Advanced Materials, Key Laboratory of Structure and Functional Regulation of Hybrid Materials of Ministry of Education, Anhui Province Key Laboratory of Chemistry for inorganic/Organic Hybrid Functionalized Materials) R Ruiqi Huang D Dazhang Bai P Peilin Zhao T Tao Peng C Cheer Muer G Guohui Jiang S Shushan Zhang

Abstract

Depression frequently cooccurs with epilepsy (EP) and has become a focus of clinical management, but effective pharmacological interventions remain limited. In this study, single-cell RNA sequencing (scRNA-seq) data were analyzed to identify changes in oligodendrocyte precursor cells (OPCs) in EP and major depressive disorder (MDD) patients, and intercellular communication and trajectory analyses were performed. Key therapeutic targets and pathways were identified via differentially expressed genes (DEGs), protein-protein interaction (PPI) networks, and gene ontology (GO) enrichment. A connectivity map (CMap) was generated to identify optimal drugs. Molecular dynamics simulation (MDs) and cell thermal stability migration assay (CETSA) were conducted to evaluate protein-drug interactions. The results revealed significant changes in gene expression in OPCs, with neuroligin3 (NLGN3)-neurexin (NRXN) signaling being the main pathway involved. Three hub genes correlated with NLGN3 were enriched in oxidative phosphorylation and mTORC1 signaling. Ziprasidone could effectively treat EP with MDD by strongly binding to NLGN3, forming two hydrogen bonds with a binding energy of −7.5 kcal/mol. This stable interaction was further confirmed by MDs and CETSA experiments. In conclusion, the NLGN3 protein interacts with ziprasidone to form stable complexes, which may activate the NLGN3-NRXN signaling pathway in OPCs and enhance synaptic remodeling by reducing neuroinflammatory responses.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 21, Issue 4
Published April 22, 2026
Pages e0347526
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (11)

G

Guiqin Bai

X

Xuerong Zhou

C

Cheng Xiong

X

Xi Kang

Department of Chemistry and Centre for Atomic Engineering of Advanced Materials, Key Laboratory of Structure and Functional Regulation of Hybrid Materials of Ministry of Education, Anhui Province Key Laboratory of Chemistry for inorganic/Organic Hybrid Functionalized Materials

R

Ruiqi Huang

D

Dazhang Bai

P

Peilin Zhao

T

Tao Peng

C

Cheer Muer

G

Guohui Jiang

S

Shushan Zhang