Identification and validation of ferroptosis-related hub genes and immune infiltration in liver ischemia-reperfusion injury

IF 3.4 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
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引用次数: 0

Abstract

Ischemia–reperfusion injury (IRI) is a cumulation of pathophysiological processes that involves cell and organelle damage upon blood flow constraint and subsequent restoration. However, studies on overall immune infiltration and ferroptosis in liver ischemia-reperfusion injury (LIRI) are limited. This study explored immune cell infiltration and ferroptosis in LIRI using bioinformatics and experimental validation. The GSE151648 dataset, including 40 matched pairs of pre- and post- transplant liver samples was downloaded for bioinformatic analysis. Eleven hub genes were identified by overlapping differentially expressed genes (DEGs), iron genes, and genes identified through weighted gene co-expression network analysis (WGCNA). Subsequently, the pathway enrichment, transcription factor-target, microRNA-mRNA and protein-protein interaction networks were investigated. The diagnostic model was established by logistic regression, which was validated in the GSE23649 and GSE100155 datasets and verified using cytological experiments. Moreover, several drugs targeting these genes were found in DrugBank, providing a more effective treatment for LIRI. In addition, the expression of 11 hub genes was validated using quantitative real-time polymerase chain reaction (qRT-PCR) in liver transplantation samples and animal models. The expression of the 11 hub genes increased in LIRI compared with the control. Five genes were significantly enriched in six biological process terms, six genes showed high enrichment for LIRI-related signaling pathways. There were 56 relevant transcriptional factors and two central modules in the protein-protein interaction network. Further immune infiltration analysis indicated that immune cells including neutrophils and natural killer cells were differentially accumulated in the pre- and post-transplant groups, and this was accompanied by changes in immune-related factors. Finally, 10 targeted drugs were screened. Through bioinformatics and further experimental verification, we identified hub genes related to ferroptosis that could be used as potential targets to alleviate LIRI.

肝缺血再灌注损伤中与铁蛋白沉积相关的枢纽基因和免疫浸润的鉴定与验证
缺血再灌注损伤(IRI)是一系列病理生理过程的累积,包括血流受限时细胞和细胞器的损伤以及随后的恢复。然而,有关肝脏缺血再灌注损伤(LIRI)中整体免疫浸润和铁蛋白沉积的研究十分有限。本研究利用生物信息学和实验验证探讨了肝缺血再灌注损伤中的免疫细胞浸润和铁蛋白沉积。研究人员下载了 GSE151648 数据集(包括 40 对移植前和移植后肝脏匹配样本)进行生物信息学分析。通过重叠差异表达基因(DEG)、铁基因和加权基因共表达网络分析(WGCNA)确定的基因,确定了11个中心基因。随后,研究了通路富集、转录因子-靶标、microRNA-mRNA 和蛋白质-蛋白质相互作用网络。通过逻辑回归建立了诊断模型,该模型在 GSE23649 和 GSE100155 数据集中得到了验证,并通过细胞学实验进行了验证。此外,DrugBank 中还发现了多个针对这些基因的药物,为 LIRI 的治疗提供了更有效的方法。此外,在肝移植样本和动物模型中,利用定量实时聚合酶链反应(qRT-PCR)验证了 11 个中心基因的表达。与对照组相比,11个中枢基因在LIRI中的表达量有所增加。5个基因在6个生物过程术语中明显富集,6个基因在LIRI相关信号通路中高度富集。蛋白质-蛋白质相互作用网络中有 56 个相关转录因子和两个中心模块。进一步的免疫浸润分析表明,包括中性粒细胞和自然杀伤细胞在内的免疫细胞在移植前和移植后两组中的聚集程度不同,同时免疫相关因子也发生了变化。最后,筛选出了 10 种靶向药物。通过生物信息学和进一步的实验验证,我们发现了与铁突变相关的枢纽基因,这些基因可作为缓解 LIRI 的潜在靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Genomics
Genomics 生物-生物工程与应用微生物
CiteScore
9.60
自引率
2.30%
发文量
260
审稿时长
60 days
期刊介绍: Genomics is a forum for describing the development of genome-scale technologies and their application to all areas of biological investigation. As a journal that has evolved with the field that carries its name, Genomics focuses on the development and application of cutting-edge methods, addressing fundamental questions with potential interest to a wide audience. Our aim is to publish the highest quality research and to provide authors with rapid, fair and accurate review and publication of manuscripts falling within our scope.
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