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探讨银屑病和动脉粥样硬化中与铁死亡和坏死性凋亡相关的基因及潜在分子机制。

Exploration of ferroptosis and necroptosis-related genes and potential molecular mechanisms in psoriasis and atherosclerosis.

机构信息

The First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, China.

Department of Neurosurgery Ward 5, Binzhou Medical University Hospital, Binzhou, Shandong, China.

出版信息

Front Immunol. 2024 Jul 12;15:1372303. doi: 10.3389/fimmu.2024.1372303. eCollection 2024.

Abstract

OBJECTIVE

Ferroptosis and necroptosis are two recently identified forms of non-apoptotic cell death. Their dysregulation plays a critical role in the development and progression of Psoriasis (PsD) and Atherosclerosis (AS). This study explores shared Ferroptosis and necroptosis-related genes and elucidates their molecular mechanisms in PsD and AS through the analysis of public databases.

METHODS

Data sets for PsD (GSE30999) and AS (GSE28829) were retrieved from the GEO database. Differential gene expression (DEG) and weighted gene co-expression network analysis (WGCNA) were performed. Machine learning algorithms identified candidate biomarkers, whose diagnostic values were assessed using Receiver Operating Characteristic (ROC) curve analysis. Additionally, the expression levels of these biomarkers in cell models of AS and PsD were quantitatively measured using Western Blot (WB) and real-time quantitative PCR (RT-qPCR). Furthermore, CIBERSORT evaluated immune cell infiltration in PsD and AS tissues, highlighting the correlation between characteristic genes and immune cells. Predictive analysis for candidate drugs targeting characteristic genes was conducted using the DGIdb database, and an lncRNA-miRNA-mRNA network related to these genes was constructed.

RESULTS

We identified 44 differentially expressed ferroptosis-related genes (DE-FRGs) and 30 differentially expressed necroptosis-related genes (DE-NRGs). GO and KEGG enrichment analyses revealed significant enrichment of these genes in immune-related and inflammatory pathways, especially in NOD-like receptor and TNF signaling pathways. Two ferroptosis-related genes (NAMPT, ZFP36) and eight necroptosis-related genes (C7, CARD6, CASP1, CTSD, HMOX1, NOD2, PYCARD, TNFRSF21) showed high sensitivity and specificity in ROC curve analysis. These findings were corroborated in external validation datasets and cell models. Immune infiltration analysis revealed increased levels of T cells gamma delta, Macrophages M0, and Macrophages M2 in PsD and AS samples. Additionally, we identified 43 drugs targeting 5 characteristic genes. Notably, the XIST-miR-93-5p-ZFP36/HMOX1 and NEAT1-miR-93-5p-ZFP36/HMOX1 pathways have been identified as promising RNA regulatory pathways in AS and PsD.

CONCLUSION

The two ferroptosis-related genes (NAMPT, ZFP36) and eight necroptosis-related genes (C7, CARD6, CASP1, CTSD, HMOX1, NOD2, PYCARD, TNFRSF21) are potential key biomarkers for PsD and AS. These genes significantly influence the pathogenesis of PsD and AS by modulating macrophage activity, participating in immune regulation, and mediating inflammatory responses.

摘要

目的

铁死亡和坏死性凋亡是两种最近被发现的非细胞凋亡形式的细胞死亡。它们的失调在银屑病(PsD)和动脉粥样硬化(AS)的发展和进展中起着关键作用。本研究通过分析公共数据库,探讨了铁死亡和坏死性凋亡相关基因的共同性,并阐明了它们在 PsD 和 AS 中的分子机制。

方法

从 GEO 数据库中检索到 PsD(GSE30999)和 AS(GSE28829)数据集。进行差异基因表达(DEG)和加权基因共表达网络分析(WGCNA)。机器学习算法鉴定候选生物标志物,并通过接受者操作特征(ROC)曲线分析评估其诊断价值。此外,使用 Western Blot(WB)和实时定量 PCR(RT-qPCR)定量测量 AS 和 PsD 细胞模型中这些生物标志物的表达水平。此外,CIBERSORT 评估了 PsD 和 AS 组织中的免疫细胞浸润,突出了特征基因与免疫细胞之间的相关性。使用 DGIdb 数据库对靶向特征基因的候选药物进行预测分析,并构建了与这些基因相关的长链非编码 RNA-miRNA-mRNA 网络。

结果

我们鉴定了 44 个差异表达的铁死亡相关基因(DE-FRGs)和 30 个差异表达的坏死性凋亡相关基因(DE-NRGs)。GO 和 KEGG 富集分析表明,这些基因在免疫相关和炎症途径中显著富集,特别是在 NOD 样受体和 TNF 信号通路中。两个铁死亡相关基因(NAMPT、ZFP36)和八个坏死性凋亡相关基因(C7、CARD6、CASP1、CTSD、HMOX1、NOD2、PYCARD、TNFRSF21)在 ROC 曲线分析中具有较高的灵敏度和特异性。这些发现在外验证数据集和细胞模型中得到了证实。免疫浸润分析显示,PsD 和 AS 样本中 T 细胞γδ、巨噬细胞 M0 和巨噬细胞 M2 水平升高。此外,我们鉴定了 43 种靶向 5 个特征基因的药物。值得注意的是,XIST-miR-93-5p-ZFP36/HMOX1 和 NEAT1-miR-93-5p-ZFP36/HMOX1 通路已被确定为 AS 和 PsD 中具有潜力的 RNA 调控途径。

结论

两个铁死亡相关基因(NAMPT、ZFP36)和八个坏死性凋亡相关基因(C7、CARD6、CASP1、CTSD、HMOX1、NOD2、PYCARD、TNFRSF21)是 PsD 和 AS 的潜在关键生物标志物。这些基因通过调节巨噬细胞活性、参与免疫调节和介导炎症反应,显著影响 PsD 和 AS 的发病机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/03c6/11272566/66596906d76e/fimmu-15-1372303-g001.jpg

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