线粒体相关基因在早期脓毒症诊断中的鉴定和验证。

IF 1 4区 医学 Q4 MEDICAL LABORATORY TECHNOLOGY
Yanping Zhang, Yin Xu, Zeyu Huang, Jiahui Huo, Rui Sun, Xuecheng Tong
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引用次数: 0

摘要

目的:脓毒症是一种危及生命的疾病,其发病机制尚不清楚,有效治疗方法有限。线粒体功能障碍被认为是脓毒症诱导的多器官功能衰竭的关键因素。本研究旨在确定与脓毒症相关的线粒体相关基因,以改善诊断和治疗策略。方法:分析348例脓毒症患者和44例健康对照者的高通量基因表达数据(GSE185263),鉴定差异表达基因(DEGs)。使用基因本体(GO)和京都基因与基因组百科全书(KEGG)数据库筛选线粒体相关基因。LASSO和SVM-RFE两种机器学习算法被用于鉴定线粒体相关的中枢基因。结果:我们鉴定了548个deg,并筛选了18个线粒体相关的deg。LASSO和SVM-RFE分析鉴定出11个与脓毒症诊断相关的基因,通过ROC分析显示出较强的诊断能力。通过实时定量聚合酶链反应检测这11个基因在脓毒症患者和健康受试者中的表达,并观察精氨酸酶2 (ARG2)、b细胞淋巴瘤2相关蛋白A1 (BCL2A1)、干扰素α诱导蛋白27 (IFI27)、NADH:泛素氧化还原酶亚基B3 (NDUFB3)、口蛋白(STOM)和转运蛋白(TSPO)的差异表达。在调整中性粒细胞和血小板计数后,一些基因表达差异仍然显着。结论:这些发现表明,线粒体功能障碍在脓毒症的进展中起着关键作用,鉴定出的基因可能作为早期诊断和靶向治疗的生物标志物,有可能改善患者的预后。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification and Validation of Mitochondria-Related Genes for Diagnosis of Early-Stage Sepsis.

Objective: Sepsis is a life-threatening condition with unclear pathogenesis and limited effective treatments. Mitochondrial dysfunction is considered a key factor in sepsis-induced multiple organ failure. This study aimed to identify essential mitochondria-related genes associated with sepsis to improve diagnosis and treatment strategies.

Methods: High-throughput gene expression data (GSE185263) were analyzed to identify differentially expressed genes (DEGs) in 348 septic patients and 44 healthy controls. Mitochondria-related DEGs were screened using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases. Two machine-learning algorithms, LASSO and SVM-RFE, were applied to identify mitochondria-associated hub genes.

Results: We identified 548 DEGs and screened 18 mitochondria-related DEGs. LASSO and SVM-RFE analyses identified 11 genes associated with sepsis diagnosis, showing strong diagnostic abilities through ROC assays. The expression of these 11 genes was examined by quantitative real-time polymerase chain reaction in septic patients and healthy participants, and differential expression of arginase 2 (ARG2), B-cell lymphoma 2-related protein A1 (BCL2A1), interferon alpha inducible protein 27 (IFI27), NADH: ubiquinone oxidoreductase subunit B3 (NDUFB3), stomatin (STOM), and translocator protein (TSPO) were observed. Some gene expression differences remained significant after adjusting for neutrophil and platelet counts.

Conclusions: These findings suggest that mitochondrial dysfunction plays a critical role in sepsis progression, and the identified genes may serve as biomarkers for early diagnosis and targeted treatment, potentially improving patient outcomes.

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来源期刊
Annals of clinical and laboratory science
Annals of clinical and laboratory science 医学-医学实验技术
CiteScore
1.60
自引率
0.00%
发文量
112
审稿时长
6-12 weeks
期刊介绍: The Annals of Clinical & Laboratory Science welcomes manuscripts that report research in clinical science, including pathology, clinical chemistry, biotechnology, molecular biology, cytogenetics, microbiology, immunology, hematology, transfusion medicine, organ and tissue transplantation, therapeutics, toxicology, and clinical informatics.
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