Evidence mapPaperPMID 42568182Full record

ArticleAnimal models and experimental medicine2026

SnRNA-seq reveals cellular heterogeneity and proliferation mechanisms in limb venous malformations.

Junjie Lin, Tingting Liu, Bin Fang, Xiaojuan Feng, Wenting Jiao, Changkuan Chen, Yaqing Ding, Gaozan Zhu, Wenqiu Wang, Wenbo Liu and 4 more

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Article in Animal models and experimental medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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5 · Who and what money

Authors and funding

14 authors.

Junjie LinDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Tingting LiuKey Discipline of Hemangioma and Vascular Malformation Medicine in Henan Province, Zhengzhou, Henan, China.
Bin FangDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Xiaojuan FengDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Wenting JiaoDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Changkuan ChenDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Yaqing DingDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Gaozan ZhuDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Wenqiu WangDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Wenbo LiuDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Yuanqi LiDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Shoufu HouDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Jianshe WeiKey Discipline of Hemangioma and Vascular Malformation Medicine in Henan Province, Zhengzhou, Henan, China.ORCID https://orcid.org/0000-0002-3560-3392
Junbo QiaoDepartment of Hemangioma Surgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.

Funding

Henan Natural Science Foundation of China 182300410313Henan University graduate "Talent Program" of Henan Province of China SYLYC2023092Key Research and Development Project of Henan Province 231111311400National Natural Science Foundation of China 32161143021National Natural Science Foundation of China 81271410
6 · The paper itself

Abstract

backgroundVenous malformations (VMs) are congenital vascular anomalies characterized by abnormal vascular proliferation, with limb VMs often leading to functional impairment and physical discomfort. However, the cellular heterogeneity and underlying molecular mechanisms driving pathological proliferation in limb VMs remain incompletely elucidated.

methodsIn this study, we collected 10 tissue samples including specimens from 5 limb VM patients and 5 normal control tissues and performed single-nucleus RNA sequencing (snRNA-seq) to comprehensively map the cellular landscape of VMs. We first identified distinct cell subpopulations covering vascular endothelial cells, vascular smooth muscle cells, and immune cells, and compared gene expression levels between VM and normal tissues. Afterward, we conducted weighted gene co-expression network analysis (hdWGCNA) and constructed the protein-protein interaction (PPI) network to screen critical proliferation-related genes in VMs. We further analyzed the signaling pathways associated with these candidate genes and carried out subsequent functional validation experiments to explore the biological role of core gene TEK in proliferative vascular endothelial cells (PVECs). Besides, we also analyzed the characteristic pathways of the PVEC subpopulation to clarify its proliferation-related molecular features.

resultsWe found obvious expression differences of genes in various cell subpopulations between VM and normal tissues. Three genes, namely tyrosine protein kinase receptor (TEK), Fms-like tyrosine kinase 1 (FLT1), and EGF-like domain multiple 7 (EGFL7), were identified as key proliferation-related genes with significant upregulation in VM lesions, and these three genes were closely associated with the activation of PI3K/AKT/mTOR, IL6/JAK/STAT3, and TNF-α/NF-κB pathways. Functional experimental results showed that TEK knockdown could significantly inhibit proliferative vascular endothelial cell (PVEC) proliferation and promote cell apoptosis, and reverse the abnormal activation of inflammatory pathways. As a vital pathogenic cell subpopulation, PVECs facilitated abnormal vascular proliferation through activating pathways including the G2/M checkpoint and E2F targets.

conclusionsCollectively, our study systematically elucidated the cellular heterogeneity framework and proliferation mechanisms of limb VMs, identifying TEK, FLT1, and EGFL7 as key regulators of pathological proliferation. These findings provide new insights into the pathogenesis of VMs and lay a foundation for developing precise therapeutic strategies targeting proliferation-related pathways.

Indexed as

endothelial cellssingle‐nucleus RNA sequencingvascular smooth muscle cellsvenous malformations

Identifiers

PMID42568182
PMCPMC13451655

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.