生物信息学荟萃分析揭示肉样瘤病中的新型差异表达基因和通路

Rogier T. A. van Wijck, Hari S. Sharma, S. Swagemakers, Willem A. Dik, Hanna IJspeert, Virgil A.S.H. Dalm, Paul L. A. van Daele, P. M. van Hagen, Peter J. van der Spek
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摘要

肉样瘤病是一种原因不明的多系统炎症性疾病,其临床表现多种多样,从单一器官的非酪氨酸肉芽肿部位到慢性全身性炎症和纤维化。基因表达研究提出了一些与肉样瘤病发病机制有关的基因和通路,但由于研究设计的差异和统计方法的不同,结果往往不具有可重复性或不一致。因此,对肉样瘤病的基因表达数据集进行荟萃分析对于确定差异表达基因和信号通路具有重要意义。我们对 22 项已发表的肉样瘤病基因表达研究进行了荟萃分析。通过使用 Edgington 方法对 p 值进行汇总,确定了差异表达基因,并使用 Ingenuity Pathway Analysis 软件对通路进行了分析。硅功能分析显示,真核起始因子 2 信号通路一致下调,而干扰素等细胞因子和转录因子 STAT1 则上调。此外,我们还分析了受影响的组织,以检测可能参与肉芽肿生物学的不同表达基因。我们的分析提供了肉样瘤病的简明基因特征,拓展了我们对发病机制的认识。我们的分析提供了肉样瘤病的简明基因特征,拓展了我们对发病机制的认识。我们的研究结果对改进当前的诊断方法和监测策略以及开发靶向治疗药物具有重要意义。
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Bioinformatic meta-analysis reveals novel differentially expressed genes and pathways in sarcoidosis
Sarcoidosis is a multi-system inflammatory disease of unknown origin with heterogeneous clinical manifestations varying from a single organ non-caseating granuloma site to chronic systemic inflammation and fibrosis. Gene expression studies have suggested several genes and pathways implicated in the pathogenesis of sarcoidosis, however, due to differences in study design and variable statistical approaches, results were frequently not reproducible or concordant. Therefore, meta-analysis of sarcoidosis gene-expression datasets is of great importance to robustly establish differentially expressed genes and signalling pathways.We performed meta-analysis on 22 published gene-expression studies on sarcoidosis. Datasets were analysed systematically using same statistical cut-offs. Differentially expressed genes were identified by pooling of p-values using Edgington’s method and analysed for pathways using Ingenuity Pathway Analysis software.A consistent and significant signature of novel and well-known genes was identified, those collectively implicated both type I and type II interferon mediated signalling pathways in sarcoidosis. In silico functional analysis showed consistent downregulation of eukaryotic initiation factor 2 signalling, whereas cytokines like interferons and transcription factor STAT1 were upregulated. Furthermore, we analysed affected tissues to detect differentially expressed genes likely to be involved in granuloma biology. This revealed that matrix metallopeptidase 12 was exclusively upregulated in affected tissues, suggesting a crucial role in disease pathogenesis.Our analysis provides a concise gene signature in sarcoidosis and expands our knowledge about the pathogenesis. Our results are of importance to improve current diagnostic approaches and monitoring strategies as well as in the development of targeted therapeutics.
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