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基于生物信息学和实验验证,PILRA与心房颤动中的免疫细胞浸润相关。

PILRA is associated with immune cells infiltration in atrial fibrillation based on bioinformatics and experiment validation.

作者信息

Shi Weihua, Li Xiaoli, Su Yongxing, Liu Dezhao, Wu Liying, Li Shuo, He Wenxiu, Zhong Guoqiang, Jiang Zhiyuan

机构信息

Department of Cardiology, First Affiliated Hospital, Guangxi Medical University, Nanning, China.

Department of Pharmacy, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, China.

出版信息

Front Cardiovasc Med. 2023 Jun 16;10:1082015. doi: 10.3389/fcvm.2023.1082015. eCollection 2023.

Abstract

BACKGROUND AND AIMS

inflammation plays an important role in atrial fibrillation (AF). In this study, we investigated the significance of immune cell infiltration in AF and identified the potential Hub genes involved in the regulation of immune cell infiltration in AF.

METHODS

we obtained AF datasets from the GEO database and analyzed them for obtaining differentially expressed genes (DEGs) by R software. Then, we performed GO, KEGG, and GSEA enrichment analyses of DEGs. The Hub genes of AF were determined by least absolute shrinkage selection operator (LASSO) regression analysis and weighted gene co-expression network analysis (WGCNA). Their validation was verified by using quantitative polymerase chain reaction (qPCR) in the AF rat model. Finally, we used a single sample GSEA (ssGSEA) to analyze immune cell infiltration and its relationship with hub genes.

RESULTS

We obtained 298 DGEs from the heatmap and found that DGEs were closely related to inflammation, immunity, and cytokine interactions by enrichment analyses. We obtained 10 co-expression modules by WGCNA. Among them, the module including CLEC4A, COTL1, EVI2B, FCER1G, GAPT, HCST, NCF2, PILRA, TLR8, and TYROBP had the highest correlation with AF. Four Hub genes (PILRA, NCF2, EVI2B, GAPT) were obtained further by LASSO analysis. The results suggested that the expression level of PILRA was significantly elevated in the rats with AF by qPCR, compared to the rats without AF. The results revealed that the infiltration of neutrophils, macrophages, monocytes, mast cells, immature B cells, myeloid-derived suppressor cell (MDSC), dendritic cell, and T cells and their partial subpopulations were closely related to AF by ssGSEA analysis, and PILRA was positively correlated with immature B cell, monocyte, macrophage, mast cell, dendritic cell, and T cells and their partial subpopulations by Spearman correlation analysis.

CONCLUSIONS

PILRA was closely related to multiple types of immune cell infiltration, which may be associated with AF. PILRA may be a novel target of intervention for AF.

摘要

背景与目的

炎症在心房颤动(AF)中起重要作用。在本研究中,我们调查了免疫细胞浸润在AF中的意义,并确定了参与调节AF中免疫细胞浸润的潜在关键基因。

方法

我们从GEO数据库获取AF数据集,并通过R软件对其进行分析以获得差异表达基因(DEG)。然后,我们对DEG进行了GO、KEGG和GSEA富集分析。通过最小绝对收缩选择算子(LASSO)回归分析和加权基因共表达网络分析(WGCNA)确定AF的关键基因。在AF大鼠模型中使用定量聚合酶链反应(qPCR)对其进行验证。最后,我们使用单样本GSEA(ssGSEA)分析免疫细胞浸润及其与关键基因的关系。

结果

我们从热图中获得了298个DGE,并通过富集分析发现DGE与炎症、免疫和细胞因子相互作用密切相关。我们通过WGCNA获得了10个共表达模块。其中,包含CLEC4A、COTL1、EVI2B、FCER1G、GAPT、HCST、NCF2、PILRA、TLR8和TYROBP的模块与AF的相关性最高。通过LASSO分析进一步获得了四个关键基因(PILRA、NCF2、EVI2B、GAPT)。结果表明,与无AF的大鼠相比,qPCR显示AF大鼠中PILRA的表达水平显著升高。结果显示,通过ssGSEA分析,中性粒细胞、巨噬细胞、单核细胞、肥大细胞、未成熟B细胞、髓源性抑制细胞(MDSC)、树突状细胞和T细胞及其部分亚群的浸润与AF密切相关,并且通过Spearman相关性分析,PILRA与未成熟B细胞、单核细胞、巨噬细胞、肥大细胞、树突状细胞和T细胞及其部分亚群呈正相关。

结论

PILRA与多种类型的免疫细胞浸润密切相关,这可能与AF有关。PILRA可能是AF干预的新靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0dac/10311564/57907ee66059/fcvm-10-1082015-g001.jpg

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