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基于转录组分析的 SARS-CoV-2 诱导的 ARDS 中铁死亡相关基因的鉴定和验证:从转录组分析的角度。

Hub genes identification and validation of ferroptosis in SARS-CoV-2 induced ARDS: perspective from transcriptome analysis.

机构信息

Department of Pathogen Biology, College of Basic Medical Sciences, Jilin University, Changchun, China.

The First Hospital of Jilin University, Jilin University, Changchun, China.

出版信息

Front Immunol. 2024 Aug 7;15:1407924. doi: 10.3389/fimmu.2024.1407924. eCollection 2024.

Abstract

INTRODUCTION

Acute Respiratory Distress Syndrome (ARDS) poses a significant health challenge due to its high incidence and mortality rates. The emergence of SARS-CoV-2 has added complexity, with evidence suggesting a correlation between COVID-19 induced ARDS and post-COVID symptoms. Understanding the underlying mechanisms of ARDS in COVID-19 patients is crucial for effective clinical treatment.

METHOD

To investigate the potential role of ferroptosis in SARS-CoV-2 induced ARDS, we conducted a comprehensive analysis using bioinformatics methods. Datasets from the Gene Expression Omnibus (GEO) were utilized, focusing on COVID-19 patients with varying ARDS severity. We employed weighted gene co-expression network analysis (WGCNA), differential gene expression analysis, and single-cell sequencing to identify key genes associated with ferroptosis in ARDS. Hub genes were validated using additional GEO datasets and cell experiment.

RESULT

The analysis discerned 916 differentially expressed genes in moderate/severe ARDS patients compared to non-critical individuals. Weighted Gene Co-expression Network Analysis (WGCNA) unveiled two modules that exhibited a positive correlation with ARDS, subsequently leading to the identification of 15 hub genes associated with ferroptosis. Among the noteworthy hub genes were MTF1, SAT1, and TXN. Protein-protein interaction analysis, and pathway analysis further elucidated their roles. Immune infiltrating analysis highlighted associations between hub genes and immune cells. Validation in additional datasets confirmed the upregulation of MTF1, SAT1, and TXN in SARS-CoV-2-induced ARDS. This was also demonstrated by qRT-PCR results in the BEAS-2B cells vitro model, suggesting their potential as diagnostic indicators.

DISCUSSION

This study identifies MTF1, SAT1, and TXN as hub genes associated with ferroptosis in SARS-CoV-2-induced ARDS. These findings provide novel insights into the molecular mechanisms underlying ARDS in COVID-19 patients and offer potential targets for immune therapy and targeted treatment. Further experimental validation is warranted to solidify these findings and explore therapeutic interventions for ARDS in the context of COVID-19.

摘要

介绍

急性呼吸窘迫综合征(ARDS)由于其高发病率和死亡率,是一个重大的健康挑战。SARS-CoV-2 的出现增加了复杂性,有证据表明 COVID-19 引起的 ARDS 与新冠后症状之间存在关联。了解 COVID-19 患者中 ARDS 的潜在机制对于有效的临床治疗至关重要。

方法

为了研究铁死亡在 SARS-CoV-2 诱导的 ARDS 中的潜在作用,我们使用生物信息学方法进行了全面分析。我们使用了来自基因表达综合数据库(GEO)的数据集,重点关注 ARDS 严重程度不同的 COVID-19 患者。我们采用加权基因共表达网络分析(WGCNA)、差异基因表达分析和单细胞测序来识别与 ARDS 相关的铁死亡关键基因。使用额外的 GEO 数据集和细胞实验验证了枢纽基因。

结果

与非危重症患者相比,中度/重度 ARDS 患者的差异表达基因分析发现了 916 个基因。加权基因共表达网络分析(WGCNA)揭示了两个与 ARDS 呈正相关的模块,随后确定了与铁死亡相关的 15 个枢纽基因。其中值得注意的枢纽基因包括 MTF1、SAT1 和 TXN。蛋白质-蛋白质相互作用分析和途径分析进一步阐明了它们的作用。免疫浸润分析突出了枢纽基因与免疫细胞之间的关系。在其他数据集的验证中,确认了 MTF1、SAT1 和 TXN 在 SARS-CoV-2 诱导的 ARDS 中的上调。这也通过 BEAS-2B 细胞体外模型的 qRT-PCR 结果得到证实,提示它们作为诊断指标的潜力。

讨论

本研究确定了 MTF1、SAT1 和 TXN 是 SARS-CoV-2 诱导的 ARDS 中与铁死亡相关的枢纽基因。这些发现为 COVID-19 患者中 ARDS 的分子机制提供了新的见解,并为免疫治疗和靶向治疗提供了潜在的靶点。需要进一步的实验验证来巩固这些发现,并探索 COVID-19 背景下 ARDS 的治疗干预措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6206/11335500/b82061314721/fimmu-15-1407924-g001.jpg

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