激素性股骨头坏死中铁中毒相关基因的生物信息学和实验验证。

IF 3.9 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Frontiers in Molecular Biosciences Pub Date : 2025-05-12 eCollection Date: 2025-01-01 DOI:10.3389/fmolb.2025.1578755
Ming-Gang Guo, Chen-Fei Yang, Fa Yuan, Tao Yang, Ping-Yuan Luo, Yu-Bai He, Shuan Yang, Feng Chen, Wei Li, Zhi-Wei Feng
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引用次数: 0

摘要

背景:类固醇性股骨头骨坏死(SONFH)是一种进行性疾病,可导致越来越多的残疾。这被认为是由于股骨头的血流量和氧水平减少,活性氧(ROS)在触发铁下垂中起关键作用。然而,铁下垂在SONFH进展中的作用仍未得到充分探讨。本研究旨在利用生物信息学技术鉴定和验证与SONFH铁下垂相关的关键基因。方法:研究分析了SONFH数据集GSE123568,其中包括来自30名SONFH患者和10名对照组的数据。加权基因共表达网络分析(WGCNA)用于鉴定SONFH组与对照组之间的差异表达基因(DEGs)。通过将deg与从FerrDb V2中检索到的铁凋亡相关基因交叉鉴定核心基因。采用受试者工作特征(ROC)曲线评估关键基因的诊断效能,建立预测模态图模型。对这些基因进行互作分析,探讨它们与免疫浸润的关系。这些基因在SONFH患者骨组织中的表达得到了验证。最后,使用DSigDB数据库预测药物-蛋白相互作用。结果:差异表达分析鉴定出384个DEGs,这些DEGs明显参与炎症通路。WGCNA将deg与相关模块基因和凋亡相关基因相交后,发现了4个关键基因。基于这些基因的模态图模型具有较强的信度和效度。免疫浸润分析显示,SONFH患者与对照组存在显著差异,免疫细胞浸润与4种核心基因的表达有显著相关性。通过实时荧光定量PCR (qRT-PCR)和Western blot验证,与对照组相比,SONFH骨组织中GCLC、GABARAPL2、CISD2和NCOA4的表达显著降低(P < 0.05)。此外,还预测了针对这些基因的潜在治疗药物,包括硫酸二乙酯、美洛昔康和尼莫司汀。结论:本研究确定了GABARAPL2、CISD2、NCOA4和GCLC作为SONFH免疫细胞浸润相关的潜在诊断生物标志物,为未来的研究和临床应用提供了新的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bioinformatics and experimental validation of ferroptosis-related genes in steroid-induced osteonecrosis of the femoral head.

Background: Steroid-induced osteonecrosis of the femoral head (SONFH) is a progressive condition that causes increasing disability. It is thought to result from reduced blood flow and oxygen levels in the femoral head, with reactive oxygen species (ROS) playing a key role in triggering ferroptosis. However, the role of ferroptosis in SONFH progression remains underexplored. This study aimed to identify and validate key genes associated with ferroptosis in SONFH using bioinformatics.

Methods: The study analyzed the SONFH dataset GSE123568, which includes data from 30 SONFH patients and 10 controls. Weighted gene co-expression network analysis (WGCNA) was used to identify differentially expressed genes (DEGs) between the SONFH and control groups. Core genes were identified by intersecting DEGs with ferroptosis-related genes retrieved from FerrDb V2. The diagnostic performance of the key genes was assessed using the receiver operating characteristic (ROC) curve, and a predictive nomogram model was developed. Interaction analysis of these genes was conducted to explore their link with immune infiltration. The expression of these genes in bone tissue from SONFH patients was validated. Finally, drug-protein interactions were predicted using the DSigDB database.

Results: Differential expression analysis identified 384 DEGs, which were significantly involved in inflammatory pathways. WGCNA revealed four key genes after intersecting DEGs with relevant module genes and ferroptosis-related genes. A nomogram model based on these genes demonstrated strong reliability and validity. Immune infiltration analysis showed significant differences between SONFH patients and controls, with notable associations between immune cell infiltration and the expression of the four core genes. Validation through quantitative real-time PCR (qRT-PCR) and Western blot confirmed that the expression of GCLC, GABARAPL2, CISD2, and NCOA4 was significantly lower in SONFH bone tissue compared to controls (P < 0.05). Additionally, potential therapeutic drugs targeting these genes, including Diethyl sulfate, Meloxicam, and NIMUSTINE, were predicted.

Conclusion: This study identifies GABARAPL2, CISD2, NCOA4, and GCLC as potential diagnostic biomarkers associated with immune cell infiltration in SONFH, offering new insights for future research and clinical applications.

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来源期刊
Frontiers in Molecular Biosciences
Frontiers in Molecular Biosciences Biochemistry, Genetics and Molecular Biology-Biochemistry
CiteScore
7.20
自引率
4.00%
发文量
1361
审稿时长
14 weeks
期刊介绍: Much of contemporary investigation in the life sciences is devoted to the molecular-scale understanding of the relationships between genes and the environment — in particular, dynamic alterations in the levels, modifications, and interactions of cellular effectors, including proteins. Frontiers in Molecular Biosciences offers an international publication platform for basic as well as applied research; we encourage contributions spanning both established and emerging areas of biology. To this end, the journal draws from empirical disciplines such as structural biology, enzymology, biochemistry, and biophysics, capitalizing as well on the technological advancements that have enabled metabolomics and proteomics measurements in massively parallel throughput, and the development of robust and innovative computational biology strategies. We also recognize influences from medicine and technology, welcoming studies in molecular genetics, molecular diagnostics and therapeutics, and nanotechnology. Our ultimate objective is the comprehensive illustration of the molecular mechanisms regulating proteins, nucleic acids, carbohydrates, lipids, and small metabolites in organisms across all branches of life. In addition to interesting new findings, techniques, and applications, Frontiers in Molecular Biosciences will consider new testable hypotheses to inspire different perspectives and stimulate scientific dialogue. The integration of in silico, in vitro, and in vivo approaches will benefit endeavors across all domains of the life sciences.
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