Identification and validation of autophagy-related genes in sepsis based on bioinformatics studies.

IF 4 3区 医学 Q2 VIROLOGY Virology Journal Pub Date : 2025-03-20 DOI:10.1186/s12985-025-02683-0
Dong-Po Wei, Wei-Wei Jiang, Chang-Xing Chen, Zi-Yang Chen, Fang-Qing Zhou, Yu Zhang, Jian Lu
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Abstract

We identified 14 key genes associated with mitochondrial autophagy in sepsis through differential analysis of the dataset and then analysed the identified genes for functional enrichment. The analysis of key genes and deeper analysis of key genes by molecular typing, Weighted Gene Correlation Network Analysis (WGCNA) and ceRNA were also carried out. We have also validated these key genes with clinical data. Finally, sepsis diagnostic models are constructed by combining key genes with machine learning methods. In addition, we discuss the importance of the immune system in sepsis and its relationship with signature genes, which opens up new directions for studying the role of the immune system in sepsis. Overall, our study adds new ideas to the diagnosis and treatment of sepsis.

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基于生物信息学研究鉴定和验证败血症中的自噬相关基因。
通过对数据集的差异分析,我们鉴定出14个与脓毒症线粒体自噬相关的关键基因,然后对鉴定出的基因进行功能富集分析。对关键基因进行分析,并通过分子分型、加权基因相关网络分析(WGCNA)和ceRNA对关键基因进行深入分析。我们还用临床数据验证了这些关键基因。最后,将关键基因与机器学习方法相结合,构建脓毒症诊断模型。此外,我们还讨论了免疫系统在脓毒症中的重要性及其与特征基因的关系,为研究免疫系统在脓毒症中的作用开辟了新的方向。总的来说,我们的研究为败血症的诊断和治疗提供了新的思路。
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来源期刊
Virology Journal
Virology Journal 医学-病毒学
CiteScore
7.40
自引率
2.10%
发文量
186
审稿时长
1 months
期刊介绍: Virology Journal is an open access, peer reviewed journal that considers articles on all aspects of virology, including research on the viruses of animals, plants and microbes. The journal welcomes basic research as well as pre-clinical and clinical studies of novel diagnostic tools, vaccines and anti-viral therapies. The Editorial policy of Virology Journal is to publish all research which is assessed by peer reviewers to be a coherent and sound addition to the scientific literature, and puts less emphasis on interest levels or perceived impact.
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