Unveiling the role of ABI3 and hub senescence-related genes in macrophage senescence for atherosclerotic plaque progression

被引:4
|
作者
Fu, Yajuan [1 ,2 ]
Zhang, Juan [1 ,2 ,3 ]
Liu, Qiujun [1 ,2 ,3 ]
Yang, Lan [1 ,2 ,3 ]
Wu, Qianqian [1 ,2 ,3 ]
Yang, Xiaomin [1 ,2 ,3 ]
Wang, Lexin [1 ,2 ]
Ding, Ning [1 ,2 ,3 ]
Xiong, Jiantuan [1 ,2 ]
Gao, Yujing [1 ,2 ]
Ma, Shengchao [1 ,2 ,4 ]
Jiang, Yideng [1 ,2 ]
机构
[1] Ningxia Med Univ, Natl Hlth Commiss Key Lab Metab Cardiovasc Dis Res, Yinchuan 750004, Peoples R China
[2] Ningxia Med Univ, Ningxia Key Lab Vasc Injury & Repair Res, Yinchuan, Peoples R China
[3] Ningxia Med Univ, Sch Basic Med Sci, Dept Pathophysiol, Yinchuan, Peoples R China
[4] Ningxia Med Univ, Sch Lab Med, Yinchuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Atherosclerosis; Macrophage senescence; Machine-Learning; Biomarkers; Sc-RNA seq; EXPRESSION; HOMEOSTASIS; CELLS; NOX4;
D O I
10.1007/s00011-023-01817-w
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
BackgroundAtherosclerosis, characterized by abnormal arterial lipid deposition, is an age-dependent inflammatory disease and contributes to elevated morbidity and mortality. Senescent foamy macrophages are considered to be deleterious at all stages of atherosclerosis, while the underlying mechanisms remain largely unknown. In this study, we aimed to explore the senescence-related genes in macrophages diagnosis for atherosclerotic plaque progression.MethodsThe atherosclerosis-related datasets were retrieved from the Gene Expression Omnibus (GEO) database, and cellular senescence-associated genes were acquired from the CellAge database. R package Limma was used to screen out the differentially expressed senescence-related genes (DE-SRGs), and then three machine learning algorithms were applied to determine the hub DE-SRGs. Next, we established a nomogram model to further confirm the clinical significance of hub DE-SRGs. Finally, we validated the expression of hub SRG ABI3 by Sc-RNA seq analysis and explored the underlying mechanism of ABI3 in THP-1-derived macrophages and mouse atherosclerotic lesions.ResultsA total of 15 DE-SRGs were identified in macrophage-rich plaques, with five hub DE-SRGs (ABI3, CAV1, NINJ1, Nox4 and YAP1) were further screened using three machine learning algorithms. Subsequently, a nomogram predictive model confirmed the high validity of the five hub DE-SRGs for evaluating atherosclerotic plaque progression. Further, the ABI3 expression was upregulated in macrophages of advanced plaques and senescent THP-1-derived macrophages, which was consistent with the bioinformatics analysis. ABI3 knockdown abolished macrophage senescence, and the NF-kappa B signaling pathway contributed to ABI3-mediated macrophage senescence.ConclusionWe identified five cellular senescence-associated genes for atherogenesis progression and unveiled that ABI3 might promote macrophage senescence via activation of the NF-kappa B pathway in atherogenesis progression, which proposes new preventive and therapeutic strategies of senolytic agents for atherosclerosis.
引用
收藏
页码:65 / 82
页数:18
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