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通过整合生物信息学和病理特征鉴定CTSK作为肝硬化中与Toll样受体相关的关键生物标志物

Identification of CTSK as a TLR-related critical biomarker in liver cirrhosis via integrative bioinformatics and pathological characterization.

作者信息

Wang Jiaxin, Li Ning, Cang Xueyu, Liu Xuerong, Gao Ranyan, Xu Lingyi, Li Fengchun, Jiang Xinyu, Chen Hongliang, Geng Xinyu, Qi Jihan, Chaulagain Ram Prasad, He Junchong, Jin Shizhu

机构信息

Department of Gastroenterology and Hepatology, The Second Affiliated Hospital of Harbin Medical University, Harbin, China.

Department of Neurology, The Second Affiliated Hospital of Harbin Medical University, Harbin, China.

出版信息

Sci Rep. 2025 Jul 17;15(1):25895. doi: 10.1038/s41598-025-11606-6.

Abstract

Liver cirrhosis (LC) is a common chronic disease worldwide with a poor prognosis, and its pathogenesis has not been fully elucidated. Toll-like receptors (TLRs) are crucial in LC progression. Here, we identified TLR-related genes, providing novel insights related to LC diagnosis, pathogenesis, and treatment. Data from public databases were analyzed using "limma" and WGCNA to screen candidate genes, and four hub genes (CXCL9, CXCL10, SPP1, CTSK) were selected through machine learning. These hub genes were validated through bioinformatics, quantitative real-time PCR (qRT-PCR), and immunohistochemistry (IHC). Both the hub genes and risk models demonstrated strong diagnostic potential for LC. The hub genes were enriched in various pathways and strongly correlated with immune infiltration. Subtypes characterized by different TLR signaling activity exhibited distinct immune responses. scRNA-seq analysis revealed significant differences in hub gene expression and TLR signaling activity across different cell types. ceRNA network analysis revealed interactions involving miRNAs, lncRNAs, and hub genes. Molecular docking supported the potential value of the hub genes as drug targets. In conclusion, TLR-related hub genes exhibit excellent diagnostic and therapeutic value in LC, and their dysregulation contributes to immune disorders and activation of pathogenic signaling pathways. CTSK may stimulate the TLR4-MyD88-NF-κB axis to facilitate LC progression.

摘要

肝硬化(LC)是一种全球常见的慢性疾病,预后较差,其发病机制尚未完全阐明。Toll样受体(TLR)在LC进展中起关键作用。在此,我们鉴定了与TLR相关的基因,为LC的诊断、发病机制和治疗提供了新的见解。使用“limma”和WGCNA分析公共数据库中的数据以筛选候选基因,并通过机器学习选择了四个枢纽基因(CXCL9、CXCL10、SPP1、CTSK)。这些枢纽基因通过生物信息学、定量实时PCR(qRT-PCR)和免疫组织化学(IHC)进行了验证。枢纽基因和风险模型均显示出对LC具有强大的诊断潜力。枢纽基因在各种途径中富集,并与免疫浸润密切相关。以不同TLR信号活性为特征的亚型表现出不同的免疫反应。单细胞RNA测序(scRNA-seq)分析揭示了不同细胞类型中枢纽基因表达和TLR信号活性的显著差异。竞争性内源RNA(ceRNA)网络分析揭示了涉及微小RNA(miRNA)、长链非编码RNA(lncRNA)和枢纽基因的相互作用。分子对接支持枢纽基因作为药物靶点的潜在价值。总之,与TLR相关的枢纽基因在LC中表现出优异的诊断和治疗价值,其失调导致免疫紊乱和致病信号通路的激活。CTSK可能刺激TLR4-MyD88-NF-κB轴以促进LC进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aa0d/12267413/b5ab8112392d/41598_2025_11606_Fig9_HTML.jpg

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