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基于机器学习对心房颤动患者微阵列心房样本进行解卷积分析,结果显示滤泡性CD4 + T淋巴细胞和γ-δT细胞的比例增加。

Machine learning based deconvolution of microarray atrial samples from atrial fibrillation patients reveals increased fractions of follicular CD4+ T lymphocytes and gamma-delta T cells.

作者信息

Stone E, Taylor J, Kiat H, McLachlan C S

机构信息

Centre for Healthy Futures, Health Faculty, Torrens University Australia, Sydney, Australia.

Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia.

出版信息

J Physiol Pharmacol. 2021 Dec;72(6). doi: 10.26402/jpp.2021.6.12. Epub 2022 Apr 24.

DOI:10.26402/jpp.2021.6.12
PMID:35485359
Abstract

A potential relationship between T cell immunity and development of atrial fibrillation (AF) has been proposed. Historically in AF patients it has been reported that peripheral blood had elevated CD4+ T cells. However few studies have explored whether there is a direct increase of CD4+ T cells in atrial tissues with AF. In this study, public domain micro-array dataset of cardiac surgery patients with atrial tissue biopsies in AF and non-AF patients have been used to explore immune cell subsets. Machine learning based deconvolution of permanent atrial fibrillation microarray atrial samples was applied using Cibersort to enumerate the relative fractions of twenty-two different leukocyte sub-populations. Cibersort enumerated significantly increased fractions of follicular CD4+ T lymphocytes and gamma-delta T cells in the atria of permanent AF subjects. Gene expression analysis of permanent AF microarray tissue samples with elevated follicular CD4+ T cell fractions with gene pathways associated with myocardial substrate remodelling. That is both integrin and non-integrin mediated gene interactions between inflammatory cells and the extra cellular matrix, including infiltrating follicular CD4+ T cells that trafficked to the atria by virtue of the repertoire of cell surfaced expressed adhesion molecules. Additionally, IL-17 and other interleukin inflammatory gene heat maps were associated with enhanced CD4+ follicular T cell expression in our profiled atrial tissues with AF. These observations suggest that atrial structural remodelling was associated with the presence of pathogenic T cell mediated inflammation, present in AF atria but not in non-AF atria.

摘要

T细胞免疫与房颤(AF)发生之间的潜在关系已被提出。历史上,有报道称房颤患者外周血中CD4+ T细胞升高。然而,很少有研究探讨房颤患者心房组织中CD4+ T细胞是否直接增加。在本研究中,利用公开领域的心脏手术患者微阵列数据集,这些患者有房颤和非房颤患者的心房组织活检样本,以探索免疫细胞亚群。使用Cibersort对永久性房颤微阵列心房样本进行基于机器学习的反卷积,以枚举22种不同白细胞亚群的相对比例。Cibersort枚举显示,永久性房颤患者心房中滤泡性CD4+ T淋巴细胞和γδ T细胞的比例显著增加。对滤泡性CD4+ T细胞比例升高的永久性房颤微阵列组织样本进行基因表达分析,分析与心肌基质重塑相关的基因通路。即炎症细胞与细胞外基质之间整合素和非整合素介导的基因相互作用,包括通过细胞表面表达的粘附分子库迁移到心房的浸润性滤泡性CD4+ T细胞。此外,在我们分析的房颤心房组织中,IL-17和其他白细胞介素炎症基因热图与CD4+滤泡性T细胞表达增强有关。这些观察结果表明,心房结构重塑与致病性T细胞介导的炎症存在有关,这种炎症存在于房颤心房而非非房颤心房中。

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