Evidence map›Paper›PMID 42365589›Full record

ArticleCell cycle (Georgetown, Tex.)2026

Identification of PGF+ endothelial cells associated with plaque instability in carotid atherosclerosis by scRNA-seq and RNA-seq analysis.

Yi Xiang, Dong Liu, Wenwen Jin, Tao Xu, Leilei Guo, Tingchun Wu, Yuhua Zheng, Xiaoman Xiong, Haixia Xiong, Hua He

Abstract read
In one paragraph

Article in Cell cycle (Georgetown, Tex.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Yi XiangSchool of Postgraduate Students, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Dong LiuSchool of Medicine, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Wenwen JinSchool of Postgraduate Students, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Tao XuCardiovascular Medicine, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.ORCID 0009-0001-8105-8188
Leilei GuoCardiovascular Medicine, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Tingchun WuCardiovascular Medicine, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Yuhua ZhengSchool of Postgraduate Students, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Xiaoman XiongSchool of Postgraduate Students, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Haixia XiongCardiovascular Medicine, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.
Hua HeCardiovascular Medicine, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Vascular endothelial dysfunction plays a critical role in the development of atherosclerosis; however, the mechanisms by which endothelial cells contribute to plaque instability remain incompletely understood. In this study, we performed an integrated analysis of single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq data to characterize endothelial cell heterogeneity associated with carotid plaque instability. Clustering analysis, gene set variation analysis (GSVA), differential gene expression analysis, and KEGG pathway enrichment were conducted to identify key endothelial cell subsets and their functional characteristics. We identified three endothelial cell subsets (subsets 9, 10, and 11) that were significantly enriched in unstable plaques and exhibited upregulation of multiple pro-inflammatory cytokines. Pathway analysis revealed that these subsets were associated with activation of the PI3K - Akt signaling pathway and other inflammation-related pathways. Furthermore, findings were validated in an apolipoprotein E-deficient (ApoE-/-) mouse model, where increased expression of placental growth factor (PGF) and a higher proportion of PGF-positive endothelial cells were observed in atherosclerotic lesions. In conclusion, this study reveals the heterogeneity of endothelial cells in atherosclerotic plaques and identifies pro-inflammatory endothelial subsets potentially associated with plaque instability, providing new insights into the pathogenesis of atherosclerosis.

Indexed as

Carotid Artery DiseasesEndothelial CellsPlacenta Growth FactorPlaque, AtheroscleroticRNA-SeqAnimalsApolipoproteins EHumansMaleMiceMice, Inbred C57BLPhosphatidylinositol 3-KinasesProto-Oncogene Proteins c-aktSignal TransductionSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisApolipoproteins EPgf protein, mousePhosphatidylinositol 3-KinasesPlacenta Growth FactorProto-Oncogene Proteins c-aktatherosclerosisendothelial cellsPGFplaque instabilitySingle-cell transcriptome

Identifiers

PMID42365589
PMCPMC13313253

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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 OpenQuestion graph.