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通过生物信息学分析探讨与静脉注射免疫球蛋白(IVIG)耐药性川崎病相关的细胞焦亡、浸润免疫细胞之间的关系。

Exploring the relationship between pyroptosis, infiltrating immune cells and Kawasaki disease with resistance to intravenous immunoglobulin (IVIG) via bioinformatic analysis.

机构信息

Department of Pediatrics, Shandong Province Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250021, China.

Department of Pediatrics, Shandong Province Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250021, China; Department of Pediatrics, Shandong Province Hospital Affiliated to Shandong First Medical University, Jinan, Shandong 250021, China.

出版信息

Immunobiology. 2022 Sep;227(5):152261. doi: 10.1016/j.imbio.2022.152261. Epub 2022 Aug 17.

Abstract

BACKGROUND

Kawasaki disease (KD) is a kind of vasculitis predominantly afflicting children younger than five. Although intravenous immunoglobulin (IVIG) has been regarded as the first-line therapy, there are some children unresponsive to it, resulting in higher risk of coronary artery aneurysms (CAA), the most severe complication of KD. Pyroptosis is an inflammatory apoptosis, which resembles the traits of IVIG-resistance. Therefore, our research aims to find relationships between KD with IVIG-resistance and pyroptosis, and provide the underlying mechanisms of IVIG-resistance.

METHODS

The transcriptome data of three datasets were downloaded from Gene Expression Omnibus (GEO) database. CIBERSORTx and WGCNA were combined to identify the coexpression gene network correlated with the up-regulated immune cells in KD, using differentially expressed genes (DEGs) overlapped in GSE68004 and GSE73461. The key genes in hub module were intersected with pyroptosis-related genes (PRGs). Then KD patients were divided into subgroups according to the expression of remaining genes, along with the construction of risk score (RS) based on the least absolute shrinkage and selection operator (LASSO) regression analysis. Besides, we explored the clinical value of RS between IVIG-responsive and -resistant KD patients in GSE16797. In addition, the biological pathways between subgroups were evaluated using Gene Set Variation Analysis (GSVA).

RESULTS

A total of 4246 DEGs and three immune cells, including Monocytes, M0 macrophage, and neutrophils, were analyzed with P < 0.05 between KD and healthy controls (HCs). The lightcyan module was the hub module based on WGCNA, and only NLRC4, CASP1, CASP4, GSDMD, IL1B and PYCARD in the hub module were overlapped with PRGs. Then KD patients in GSE68004 were stratified into two clusters on the basis of the expression levels of six genes. RS was built with five out of six genes (exclude PYCARD) according to the LASSO analysis, which could differentiate C1 from C2, IVIG-responsive from -resistant KD patients. Besides, the high-risk group (C1) tended to be with increased levels of inflammation, immune responses and infiltration of neutrophils according to the analysis of GSVA and CIBERSORTx.

CONCLUSION

We built a pyroptosis-related RS to evaluate the degree of pyroptosis and infiltrating immune cells in subgroups of KD, and associated it with the responsiveness to IVIG, which might help us to further understand the pathological process during IVIG-nonresponse.

摘要

背景

川崎病(KD)是一种主要影响 5 岁以下儿童的血管炎。虽然静脉注射免疫球蛋白(IVIG)已被视为一线治疗方法,但有些儿童对此无反应,导致冠状动脉瘤(CAA)的风险较高,这是 KD 最严重的并发症。细胞焦亡是一种炎症性细胞凋亡,其特征类似于 IVIG 耐药。因此,我们的研究旨在探讨 KD 与 IVIG 耐药和细胞焦亡之间的关系,并为 IVIG 耐药的潜在机制提供依据。

方法

从基因表达综合数据库(GEO)下载了三个数据集的转录组数据。使用差异表达基因(DEGs)重叠在 GSE68004 和 GSE73461 中,结合 CIBERSORTx 和 WGCNA 来识别与 KD 中上调的免疫细胞相关的共表达基因网络。在枢纽模块中的关键基因与细胞焦亡相关基因(PRGs)相交。然后,根据最小绝对收缩和选择算子(LASSO)回归分析,根据剩余基因的表达将 KD 患者分为亚组,并构建风险评分(RS)。此外,我们还在 GSE16797 中探讨了 RS 在 IVIG 反应性和耐药性 KD 患者之间的临床价值。此外,还使用基因集变异分析(GSVA)评估了亚组之间的生物学途径。

结果

KD 与健康对照组(HCs)之间共分析了 4246 个 DEGs 和三种免疫细胞,包括单核细胞、M0 巨噬细胞和中性粒细胞,P<0.05。基于 WGCNA,亮青色模块是枢纽模块,枢纽模块中只有 NLRC4、CASP1、CASP4、GSDMD、IL1B 和 PYCARD 与 PRGs 重叠。然后,根据 LASSO 分析,根据六基因的表达水平将 GSE68004 中的 KD 患者分为两个簇。根据 LASSO 分析,用五个基因(不包括 PYCARD)构建了 RS,可以区分 C1 和 C2,以及 IVIG 反应性和耐药性 KD 患者。此外,根据 GSVA 和 CIBERSORTx 的分析,高危组(C1)的炎症、免疫反应和中性粒细胞浸润水平升高。

结论

我们构建了一个与细胞焦亡相关的 RS,以评估 KD 亚组中细胞焦亡和浸润免疫细胞的程度,并将其与 IVIG 的反应性相关联,这可能有助于我们进一步了解 IVIG 无反应时的病理过程。

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