Evidence map›Paper›PMID 37589134›Full record

SynthesisArteriosclerosis, thrombosis, and vascular biology2023

Meta-Analysis of Single-Cell RNA-Seq Data Reveals the Mechanism of Formation and Heterogeneity of Tertiary Lymphoid Organ in Vascular Disease.

Xuejing Sun, Yao Lu, Junru Wu, Qing Wen, Zhengxin Li, Yan Tang, Yunmin Shi, Tian He, Lun Liu, Wei Huang and 6 more

Open access · hybridAbstract readMeta-Analysis
In one paragraph

Synthesis in Arteriosclerosis, thrombosis, and vascular biology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed
2.0field-weighted citation impact, top 13% of its field
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

16 citing papers in PubMed, 13 citations in OpenAlex.

  1. Inflammation and Immune Mechanisms in Atherosclerosis.Reviews in cardiovascular medicine · 2026
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  15. T-Cell/B-Cell Interactions in Atherosclerosis.Arteriosclerosis, thrombosis, and vascular biology · 2024
    Review
  16. Review
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

16 authors at 2 institutions in 3 countries.

Xuejing Sun *Department of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Yao Lu *The Center of Clinical Pharmacology (Y.L., H.Y.), Central South University, Changsha, China.ORCID 0000-0001-6743-7870
Junru Wu *Department of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.ORCID 0000-0002-8593-0703
Qing WenDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.ORCID 0009-0001-0482-9583
Zhengxin LiDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Yan TangDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Yunmin ShiDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Tian HeDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Lun LiuDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Wei HuangDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Chunyan WengDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.
Qing WuThe Third Xiangya Hospital and High-Performance Computing Center (Q. Wu), Central South University, Changsha, China.ORCID 0009-0008-6100-9910
Qingzhong XiaoCentre for Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, United Kingdom (Q. Xiao, Q. Xu).ORCID 0000-0001-9101-0498
Hong YuanThe Center of Clinical Pharmacology (Y.L., H.Y.), Central South University, Changsha, China.
Qingbo XuCentre for Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, United Kingdom (Q. Xiao, Q. Xu).ORCID 0000-0003-2474-8155
Jingjing CaiDepartment of Cardiology (X.S., J.W., Q. Wen, Z.L., Y.T., Y.S., T.H., L.L., W.H., C.W., J.C.), Central South University, Changsha, China.ORCID 0000-0002-7820-536X
Central South University · CNQueen Mary University of London · GB

Funding

British Heart Foundation PG/15/11/31279British Heart Foundation PG/15/86/31723British Heart Foundation PG/20/10458
6 · The paper itself

Abstract

backgroundTertiary lymphoid organs (TLOs) are ectopic lymphoid organs developed in nonlymphoid tissues with chronic inflammation, but little is known about their existence in different types of vascular diseases and the mechanism that mediated their development.

methodsTo take advantage of single-cell RNA sequencing techniques, we integrated 28 single-cell RNA sequencing data sets containing 5 vascular disease models (atherosclerosis, abdominal aortic aneurysm, intimal hyperplasia, isograft, and allograft) to explore TLOs existence and environment supporting its growth systematically. We also searched Medline, Embase, PubMed, and Web of Science from inception to January 2022 for published histological images of vascular remodeling for histological evidence to support TLO genesis.

resultsAccumulation and infiltration of innate and adaptive immune cells have been observed in various remodeling vessels. Interestingly, the proportion of such immune cells incrementally increases from atherosclerosis to intimal hyperplasia, abdominal aortic aneurysm, isograft, and allograft. Importantly, we uncovered that TLO structure cells, such as follicular helper T cells and germinal center B cells, present in all remodeled vessels. Among myeloid cells and lymphocytes, inflammatory macrophages, and T helper 17 cells are the major lymphoid tissue inducer cells which were found to be positively associated with the numbers of TLO structural cells in remodeled vessels. Vascular stromal cells also actively participate in vascular TLO genesis by communicating with myeloid cells and lymphocytes via CCLs (C-C motif chemokine ligands), CXCL (C-X-C motif ligand), lymphotoxin, BMP (bone morphogenetic protein) chemotactic, FGF-2 (fibroblast growth factor-2), and IGF (insulin growth factor) proliferation mechanisms, particularly for lymphoid tissue inducer cell aggregation. Additionally, the interaction between stromal cells and immune cells modulates extracellular matrix remodeling. Among TLO structure cells, follicular helper T, and germinal center B cells have strong interactions via TCR (T-cell receptor), CD40 (cluster of differentiation 40), and CXCL signaling, to promote the development and maturation of the germinal center in TLO. Consistently, by reviewing the histological images from the literature, TLO genesis was found in those vascular remodeling models.

conclusionsOur analysis showed the existence of TLOs across 5 models of vascular diseases. The mechanisms that support TLOs formation in different models are heterogeneous. This study could be a valuable resource for understanding and discovering new therapeutic targets for various forms of vascular disease.

Indexed as

AtherosclerosisVascular RemodelingHumansHyperplasiaLymphoid TissueSingle-Cell Gene Expression Analysisallograftsendothelial cellsisograftsmeta-analysisvascular remodeling

Identifiers

PMID37589134
PMCPMC10521807
OpenAlexW4385898762

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.