Evidence map›Paper›PMID 42740889›Full record

ArticleJournal of geriatric cardiology : JGC2026

Integrated analyses of single-cell transcriptome and mendelian randomization reveal the role of lymphatic endothelial CD74 in the progression of atherosclerosis.

Heng-Xuan Cai, Guan-Peng Ma, Zhe Jia, Feng-Yi Liu, Gege Wu, Rong-Zhe Lu, Zhen-Ming Zhang, Yi-Shuo Xu, Zi-Qian Weng, Shan-Jie Wang and 3 more

Abstract read
In one paragraph

Article in Journal of geriatric cardiology : JGC, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

13 authors.

Heng-Xuan Cai *Department of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Guan-Peng Ma *Department of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Zhe JiaSchool of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China.
Feng-Yi LiuDepartment of Integrated Traditional Chinese and Western Medicine, the First Affiliated Hospital of Harbin Medical University, Harbin 150001, China.
Gege WuDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Rong-Zhe LuDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Zhen-Ming ZhangDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Yi-Shuo XuDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Zi-Qian WengDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Shan-Jie WangDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Zhao-Ying LiDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Bo YuDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Shao-Hong FangDepartment of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Lymphatic dysfunction plays a critical role in the development of atherosclerotic plaques, and targeting lymphatic regulation offers promising strategies for preventing and treating atherosclerosis (AS). This study aims to identify key genes influencing AS in lymphatic endothelial cells (LECs) followed by validation, and to explore potential intervention targets for AS treatment. Methods: Single-cell data from the GEO database and Mendelian randomization was employed to identify genes in LECs that may either exacerbate or protect against AS. AS mouse models were established, followed by the assessment of key gene expression in lymphatic vessels within the plaque adventitia. Results: Human carotid plaque data via the GEO database revealed that LEC-specific genes are closely associated with vasculogenesis, cell migration, and inflammatory responses during AS. Mendelian randomization analysis identified CD74 as a promoter of AS progression. Conclusions: This study has identified the key gene CD74 in LECs that influence the progression of AS. Moreover, during AS, CD74 mediates NLRP3/SYK-dependent LEC pyroptosis, thereby inhibiting lymphangiogenesis and exacerbating the inflammatory response. These findings provide a novel molecular mechanism by which CD74 disrupts lymphatic function and accelerates AS progression, offering potential avenues for intervention in AS.

Identifiers

PMID42740889
PMCPMC13572130

What Socratic holds

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Registered trials

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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.