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A meta-analysis of public microarray data identifies gene regulatory pathways deregulated in peripheral blood mononuclear cells from individuals with Systemic Lupus Erythematosus compared to those without

机译:公共微阵列数据的荟萃分析确定了与系统性红斑狼疮患者外周血单核细胞相比失调的基因调控途径。

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摘要

BACKGROUND: Systemic Lupus Erythematosus (SLE) is a complex, multi-systemic, autoimmune disease for which theunderlying aetiological mechanisms are poorly understood. The genetic and molecular processes underlying lupushave been extensively investigated using a variety of -omics approaches, including genome-wide association studies,candidate gene studies and microarray experiments of differential gene expression in lupus samples compared tocontrols.METHODS: This study analyses a combination of existing microarray data sets to identify differentially regulated geneticpathways that are dysregulated in human peripheral blood mononuclear cells from SLE patients compared to unaffectedcontrols. Two statistical approaches, quantile discretisation and scaling, are used to combine publicly available expressionmicroarray datasets and perform a meta-analysis of differentially expressed genes.RESULTS: Differentially expressed genes implicated in interferon signaling were identified by the meta-analysis,in agreement with the findings of the individual studies that generated the datasets used. In contrast to theindividual studies, however, the meta-analysis and subsequent pathway analysis additionally highlighted TLRsignaling, oxidative phosphorylation and diapedesis and adhesion regulatory networks as being differentiallyregulated in peripheral blood mononuclear cells (PBMCs) from SLE patients compared to controls.CONCLUSION: Our analysis demonstrates that it is possible to derive additional information from publiclyavailable expression data using meta-analysis techniques, which is particularly relevant to research into rarediseases where sample numbers can be limiting.
机译:背景:系统性红斑狼疮(SLE)是一种复杂的,多系统性的自身免疫性疾病,对其潜在病因机制了解甚少。使用多种组学方法广泛研究了卢帕氏菌的遗传和分子过程,包括全基因组关联研究,候选基因研究以及与对照相比狼疮样品中差异基因表达的微阵列实验。方法:本研究分析了现有的组合微阵列数据集来鉴定与未受影响的对照相比,在SLE患者的人外周血单核细胞中失调的差异调节的遗传途径。分位数离散化和标度缩放这两种统计方法被用于组合可公开获得的表达微阵列数据集并进行差异表达基因的荟萃分析。结果:荟萃分析确定了与干扰素信号传导有关的差异表达基因,与研究结果一致生成所使用数据集的单个研究中的一个。然而,与单独的研究相反,荟萃分析和随后的通路分析还强调了SLR患者的外周血单个核细胞(PBMC)与对照相比,TLR信号传导,氧化磷酸化,尿布分离和粘附调节网络差异性明显。结论:我们的分析证明使用meta分析技术可以从公开可用的表达数据中获得更多信息,这与研究稀有疾病(其中样本数量可能受到限制)特别相关。

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