ORIGINAL RESEARCH article

Front. Immunol.

Sec. Inflammation

Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1567970

This article is part of the Research TopicIntegrative AI and Multi-Omics: Precision Medicine in Immuno-InflammationView all 9 articles

The role of ATF3 in precision medicine of brain arteriovenous malformation: based on endothelial cell proliferation

Provisionally accepted
Jiwei  MaJiwei Ma1Lei  MengLei Meng1Jiyu  JiJiyu Ji2Xiangyang  WangXiangyang Wang1Nan  WuNan Wu3Lei  SunLei Sun4*Shupeng  ZhaoShupeng Zhao1*
  • 1Department of Neurosurgery, The First Affiliated Hospital of Xinxiang Medical University, Xinxiang, Henan Province, China
  • 2Department of Neurology, The First Affiliated Hospital of Xinxiang Medical University, Xinxiang, Henan Province, China
  • 3Department of Pharmacy, The First Affiliated Hospital of Xinxiang Medical University, Xinxiang, Henan Province, China
  • 4Shandong University of Traditional Chinese Medicine, Jinan, China

The final, formatted version of the article will be published soon.

Background: Brain arteriovenous malformation (BAVM) is a destructive high-flow vascular abnormality that can lead to various cerebral hemodynamic disorders. The incidence of BAVM has risen significantly in recent years, yet treatment options remain limited. Endothelial cells (ECs) have been proved to be one of the key factors leading to abnormal cerebrovascular structure. Therefore, it is important to explore the pathogenesis of the disease and develop new treatment strategies. With the rapid advancement of single-cell sequencing (scRNA-seq) and the integration of multi-omics data offers a novel perspective for precision medicine.Methods: We first analyzed scRNA-seq data from the GEO database. We used monocle2, CytoTRACE, and slingshot to perform pseudotime trajectory analysis on ECs. CellChat was used to analyze cell-cell communication in BAVM, and pySCENIC was used to analyze related transcription factors (TFs). Finally, transfection, CCK-8, RT-qPCR, Transwell, EdU, tube formation, and other commonly used experiments were conducted to further validate the effects of key TFs on ECs intervention.Results: ScRNA-seq analysis showed that ECs in BAVM had significant specificity. C0 subpopulation was the key subpopulation, showing strong proliferation and differentiation ability. This study emphasized that the midkine(MK, MDK)signaling pathway was a significant signaling pathway. Heparin-binding growth factor midkine was a secreted protein with a molecular weight of 13 kDa. Studies had shown that it can promote endothelial cell proliferation and lead to angiogenesis. Then, the C0 subpopulation was also associated with a variety of TFs, among which ATF3 played a key role in the pathogenesis of BAVM. The possibility of ATF3 affecting the progression of BAVM was verified by cell experiments.Conclusion: This study employed scRNA-seq and multi-omics analysis to elucidate the pathogenesis of BAVM, uncovering the key role of ATF3 in ECs proliferation. Targeting ATF3 provided a new possibility for the treatment of BAVM and also made up for the blank of ATF3 in the exploration of BAVM. This study provided a theoretical basis for the personalized treatment of BAVM and demonstrated the potential of scRNA-seq and multi-omics methods in advancing precision medicine.Keywords:Brain arteriovenous malformation, single-cell sequencing, Endothelial Cells, ATF3, Experiment validation, precision medicine

Keywords: Brain arteriovenous malformation, single-cell sequencing, Endothelial Cells, ATF3, Experiment validation, precision medicine

Received: 28 Jan 2025; Accepted: 06 Jun 2025.

Copyright: © 2025 Ma, Meng, Ji, Wang, Wu, Sun and Zhao. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Lei Sun, Shandong University of Traditional Chinese Medicine, Jinan, China
Shupeng Zhao, Department of Neurosurgery, The First Affiliated Hospital of Xinxiang Medical University, Xinxiang, 453100, Henan Province, China

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.