Suppr超能文献

性别分层基因调控网络揭示了参与平滑肌细胞表型转换的动脉粥样硬化女性关键驱动基因。

Sex-Stratified Gene Regulatory Networks Reveal Female Key Driver Genes of Atherosclerosis Involved in Smooth Muscle Cell Phenotype Switching.

机构信息

Laboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, The Netherlands (R.J.G.H., M.M., H.M.d.R.).

Robert M. Berne Cardiovascular Research Center (K.O., G.O.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.

出版信息

Circulation. 2021 Feb 16;143(7):713-726. doi: 10.1161/CIRCULATIONAHA.120.051231. Epub 2021 Jan 27.

Abstract

BACKGROUND

Although sex differences in coronary artery disease are widely accepted with women developing more stable atherosclerosis than men, the underlying pathobiology of such differences remains largely unknown. In coronary artery disease, recent integrative systems biological studies have inferred gene regulatory networks (GRNs). Within these GRNs, key driver genes have shown great promise but have thus far been unidentified in women.

METHODS

We generated sex-specific GRNs of the atherosclerotic arterial wall in 160 women and age-matched men in the STARNET study (Stockholm-Tartu Atherosclerosis Reverse Network Engineering Task). We integrated the female GRNs with single-cell RNA-sequencing data of the human atherosclerotic plaque and single-cell RNA sequencing of advanced atherosclerotic lesions from wild type and Klf4 knockout atherosclerotic smooth muscle cell (SMC) lineage-tracing mice.

RESULTS

By comparing sex-specific GRNs, we observed clear sex differences in network activity within the atherosclerotic tissues. Genes more active in women were associated with mesenchymal cells and endothelial cells, whereas genes more active in men were associated with the immune system. We determined that key drivers of GRNs active in female coronary artery disease were predominantly found in (SMCs by single-cell sequencing of the human atherosclerotic plaques, and higher expressed in female plaque SMCs, as well. To study the functions of these female SMC key drivers in atherosclerosis, we examined single-cell RNA sequencing of advanced atherosclerotic lesions from wild type and Klf4 knockout atherosclerotic SMC lineage-tracing mice. The female key drivers were found to be expressed by phenotypically modulated SMCs and affected by Klf4, suggesting that sex differences in atherosclerosis involve phenotypic switching of plaque SMCs.

CONCLUSIONS

Our systems approach provides novel insights into molecular mechanisms that underlie sex differences in atherosclerosis. To discover sex-specific therapeutic targets for atherosclerosis, an increased emphasis on sex-stratified approaches in the analysis of multi-omics data sets is warranted.

摘要

背景

尽管冠状动脉疾病中的性别差异已被广泛接受,女性比男性更容易形成稳定的动脉粥样硬化,但这种差异的潜在病理生物学机制仍知之甚少。在冠状动脉疾病中,最近的综合系统生物学研究已经推断出基因调控网络(GRN)。在这些 GRN 中,关键驱动基因显示出巨大的潜力,但迄今为止尚未在女性中确定。

方法

我们在 STARNET 研究(斯德哥尔摩-塔尔图动脉粥样硬化反向网络工程任务)中生成了 160 名女性和年龄匹配男性的动脉粥样硬化动脉壁的性别特异性 GRN。我们将女性的 GRN 与人类动脉粥样硬化斑块的单细胞 RNA 测序数据以及野生型和 Klf4 敲除动脉粥样硬化平滑肌细胞(SMC)谱系追踪小鼠的高级动脉粥样硬化病变的单细胞 RNA 测序进行了整合。

结果

通过比较性别特异性 GRN,我们观察到动脉粥样硬化组织中网络活动存在明显的性别差异。在女性中更活跃的基因与间充质细胞和内皮细胞有关,而在男性中更活跃的基因与免疫系统有关。我们确定,在女性冠状动脉疾病中活跃的 GRN 的关键驱动因素主要存在于(SMC 中,通过对人类动脉粥样硬化斑块的单细胞测序确定,并且在女性斑块 SMC 中的表达更高。为了研究这些女性 SMC 关键驱动因素在动脉粥样硬化中的作用,我们检查了野生型和 Klf4 敲除动脉粥样硬化 SMC 谱系追踪小鼠的高级动脉粥样硬化病变的单细胞 RNA 测序。发现这些女性关键驱动因素由表型调节的 SMC 表达,并受 Klf4 影响,这表明动脉粥样硬化中的性别差异涉及斑块 SMC 的表型转换。

结论

我们的系统方法为动脉粥样硬化中性别差异的分子机制提供了新的见解。为了发现动脉粥样硬化的性别特异性治疗靶点,有必要在多组学数据集的分析中增加对性别分层方法的重视。

相似文献

1
Sex-Stratified Gene Regulatory Networks Reveal Female Key Driver Genes of Atherosclerosis Involved in Smooth Muscle Cell Phenotype Switching.
Circulation. 2021 Feb 16;143(7):713-726. doi: 10.1161/CIRCULATIONAHA.120.051231. Epub 2021 Jan 27.
2
Single-Cell Gene-Regulatory Networks of Advanced Symptomatic Atherosclerosis.
Circ Res. 2024 May 24;134(11):1405-1423. doi: 10.1161/CIRCRESAHA.123.323184. Epub 2024 Apr 19.
3
Female Gene Networks Are Expressed in Myofibroblast-Like Smooth Muscle Cells in Vulnerable Atherosclerotic Plaques.
Arterioscler Thromb Vasc Biol. 2023 Oct;43(10):1836-1850. doi: 10.1161/ATVBAHA.123.319325. Epub 2023 Aug 17.
4
Stem Cell Pluripotency Genes Klf4 and Oct4 Regulate Complex SMC Phenotypic Changes Critical in Late-Stage Atherosclerotic Lesion Pathogenesis.
Circulation. 2020 Nov 24;142(21):2045-2059. doi: 10.1161/CIRCULATIONAHA.120.046672. Epub 2020 Jul 17.
8
Translatome profiling reveals Itih4 as a novel smooth muscle cell-specific gene in atherosclerosis.
Cardiovasc Res. 2024 Jul 2;120(8):869-882. doi: 10.1093/cvr/cvae028.
9
Environment-Sensing Aryl Hydrocarbon Receptor Inhibits the Chondrogenic Fate of Modulated Smooth Muscle Cells in Atherosclerotic Lesions.
Circulation. 2020 Aug 11;142(6):575-590. doi: 10.1161/CIRCULATIONAHA.120.045981. Epub 2020 May 22.
10
Smooth muscle cell-specific deletion of unexpectedly leads to impaired development of advanced atherosclerotic lesions.
Am J Physiol Heart Circ Physiol. 2017 May 1;312(5):H943-H958. doi: 10.1152/ajpheart.00029.2017. Epub 2017 Mar 10.

引用本文的文献

1
Current status and challenges of multi-omics research using animal models of atherosclerosis.
J Mol Cell Cardiol Plus. 2025 Jul 10;13:100476. doi: 10.1016/j.jmccpl.2025.100476. eCollection 2025 Sep.
2
Sex differences in features of atherosclerotic plaques as revealed by various imaging techniques: historical review.
Front Physiol. 2025 May 26;16:1579885. doi: 10.3389/fphys.2025.1579885. eCollection 2025.
7
Single-cell spatial transcriptomics of tertiary lymphoid organ-like structures in human atherosclerotic plaques.
Nat Cardiovasc Res. 2025 May;4(5):547-566. doi: 10.1038/s44161-025-00639-9. Epub 2025 Apr 28.
8
Spontaneous Coronary Artery Dissection: A Narrative Review of Epidemiology and Public Health Implications.
Medicina (Kaunas). 2025 Apr 1;61(4):650. doi: 10.3390/medicina61040650.
10
Effects of Age and Sex on Systemic Inflammation and Cardiometabolic Function in Individuals With Type 2 Diabetes.
J Am Heart Assoc. 2025 Feb 4;14(3):e037863. doi: 10.1161/JAHA.124.037863. Epub 2025 Jan 23.

本文引用的文献

1
Microanatomy of the Human Atherosclerotic Plaque by Single-Cell Transcriptomics.
Circ Res. 2020 Nov 6;127(11):1437-1455. doi: 10.1161/CIRCRESAHA.120.316770. Epub 2020 Sep 28.
2
Stem Cell Pluripotency Genes Klf4 and Oct4 Regulate Complex SMC Phenotypic Changes Critical in Late-Stage Atherosclerotic Lesion Pathogenesis.
Circulation. 2020 Nov 24;142(21):2045-2059. doi: 10.1161/CIRCULATIONAHA.120.046672. Epub 2020 Jul 17.
3
Intimal and medial calcification in relation to cardiovascular risk factors.
PLoS One. 2020 Jul 13;15(7):e0235228. doi: 10.1371/journal.pone.0235228. eCollection 2020.
4
Differential Roles of Endothelial Cell-Derived and Smooth Muscle Cell-Derived Fibronectin Containing Extra Domain A in Early and Late Atherosclerosis.
Arterioscler Thromb Vasc Biol. 2020 Jul;40(7):1738-1747. doi: 10.1161/ATVBAHA.120.314459. Epub 2020 May 21.
5
Sex as a Biological Variable in Atherosclerosis.
Circ Res. 2020 Apr 24;126(9):1297-1319. doi: 10.1161/CIRCRESAHA.120.315930. Epub 2020 Apr 23.
6
Platelet RNA modules point to coronary calcification in asymptomatic women with former preeclampsia.
Atherosclerosis. 2019 Dec;291:114-121. doi: 10.1016/j.atherosclerosis.2019.10.009. Epub 2019 Oct 11.
7
Influences of Sex and Estrogen in Arterial and Valvular Calcification.
Front Endocrinol (Lausanne). 2019 Sep 20;10:622. doi: 10.3389/fendo.2019.00622. eCollection 2019.
9
XX sex chromosome complement promotes atherosclerosis in mice.
Nat Commun. 2019 Jun 14;10(1):2631. doi: 10.1038/s41467-019-10462-z.
10
Integrating single-cell transcriptomic data across different conditions, technologies, and species.
Nat Biotechnol. 2018 Jun;36(5):411-420. doi: 10.1038/nbt.4096. Epub 2018 Apr 2.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验