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Article | Open Access

Integrative Analysis of scRNA-Seq and Bulk RNA-Seq Reveals Novel Transcription Factor Regulating Endothelial Heterogeneity Induced by Lrg1 Following Cerebral Ischemia-Reperfusion

SHAOFENG XIONG1,2WENKAI LV3GUOSHENG CAO4LONGSHENG FU1WEN LIU3MENGFAN LEI2YANNI LV1,5( )
Department of pharmacy, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, China
School of Pharmacy, Jiangxi Medical College, Nanchang University, Nanchang, 330036, China
Institute of Chinese Materia Medica, Jiangxi Provincial Institute of Traditional Chinese Medicine, Nanchang, 330077, China
College of Pharmacy, Hubei University of Chinese Medicine, Wuhan, 430000, China
Key Laboratory of Rare Neurological Diseases of Jiangxi Provincial Health Commission, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330036, China
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Abstract

Objective

Leucine-rich alpha-2 glycoprotein 1 (Lrg1) could regulate diverse cells in cerebral ischemia-reperfusion. Our study seeks to uncover Lrg1’s impact on endothelial cell heterogeneity via differentiation pathways and transcription factors.

Method

The CSOmap model measured cell-to-brain-center distances using single-cell RNA sequencing (scRNA-seq) data in middle cerebral artery occlusion reperfusion (MCAO/R). Monocle2 mapped endothelial differentiation paths. Gene set enrichment analysis (GSEA) analyzed endothelial subcluster variations. Database searches revealed a zinc finger MIZ-type containing 1 protein-frizzled 3 (Zmiz1-Fzd3) promoter interaction. Endothelial cells were transfected with a Fzd3 promoter-luciferase plasmid. Polymerase chain reaction (PCR) and western blotting assessed MCAO/R or Zmiz1 overexpression effects on Fzd3-related mRNA and proteins. A retroviral vector carrying Zmiz1 was injected into the brains of mice to study its effect on Fzd3.

Result

Lrg1−/− mice exhibited elevated cell adhesion proteins and decreased microvascular leakage after MCAO/R. CSOmap showed widened astrocyte spacing in these mice. RSS revealed Zmiz1 overexpression in MCAO/R+Lrg1−/− mice. MCAO/R and pcDNA3-Zmiz1 transfection both enhanced luciferase activity with Fzd3, indicating Zmiz1 binding to Fzd3. Retroviral Zmiz1 injection or knockdown disrupted ischemic brain tight junctions, highlighting Zmiz1’s key role in blood-brain barrier protection, likely through Fzd3 pathway modulation.

Conclusion

The findings indicate Lrg1 knockout induces endothelial differentiation by activating Zmiz1, which is crucial for maintaining blood-brain barrier function, possibly via modulating the Fzd3 pathway.

References

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BIOCELL
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Cite this article:
XIONG S, LV W, CAO G, et al. Integrative Analysis of scRNA-Seq and Bulk RNA-Seq Reveals Novel Transcription Factor Regulating Endothelial Heterogeneity Induced by Lrg1 Following Cerebral Ischemia-Reperfusion. BIOCELL, 2026, 50(1): 12. https://doi.org/10.32604/biocell.2025.073401

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Received: 17 September 2025
Accepted: 26 November 2025
Published: 23 January 2026
© The Author 2024.

This work is licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.