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Research Article | Open Access

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

Heng-Xuan CAI1,2,*Guan-Peng MA1,2,*Zhe JIA3Feng-Yi LIU4Gege WU1,2Rong-Zhe LU1,2Zhen-Ming ZHANG1,2Yi-Shuo XU1,2Zi-Qian WENG1,2Shan-Jie WANG1,2Zhao-Ying LI1,2( )Bo YU1,2Shao-Hong FANG1,2( )
Department of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China
State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD), Harbin, 150086, China. The Key Laboratory of Myocardial Ischemia, Chinese Ministry of Education, Harbin 150086, China
School of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China
Department of Integrated Traditional Chinese and Western Medicine, the First Affiliated Hospital of Harbin Medical University, Harbin 150001, China

*The authors contributed equally to this manuscript

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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. In vitro, LECs were manipulated by silencing or overexpressing key genes to investigate the signaling pathways and mechanisms through which genes influence lymphangiogenesis.

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. In vivo experiments revealed a significant upregulation of CD74 expression during AS. Correlation analysis of CD74 in LECs with inflammatory genes from the GEO database, along with the in vitro construction of CD74 silencing and overexpression models in LECs, revealed the critical role of CD74 in the inflammatory response in AS. Gene correlation analysis and experimental validation revealed that CD74 promotes LEC pyroptosis through the NLRP3/SYK pathway. Additionally, in vitro results demonstrated that CD74 impairs lymphangiogenesis by inducing pyroptosis.

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.

References

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Journal of Geriatric Cardiology
Pages 456-473

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Cite this article:
CAI H-X, MA G-P, JIA Z, et al. Integrated analyses of single-cell transcriptome and mendelian randomization reveal the role of lymphatic endothelial CD74 in the progression of atherosclerosis. Journal of Geriatric Cardiology, 2026, 23(7): 456-473. https://doi.org/10.26599/1671-5411.2026.07.001

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Published: 15 September 2026
© 2026 JGC All rights reserved

This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.