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Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs

机译:刺激单核细胞和巨噬细胞基因表达谱的张量分解鉴定了神经变性疾病特异性的<斜斜体>反式/斜体> -eqtls

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Recent human genetic studies suggest that cells of the innate immune system have a primary role in the pathogenesis of neurodegenerative diseases. However, the results from these studies often do not elucidate how the genetic variants affect the biology of these cells to modulate disease risk. Here, we applied a tensor decomposition method to uncover disease associated gene networks linked to distal genetic variation in stimulated human monocyte and macrophage gene expression profiles. We report robust evidence that some disease associated genetic variants affect the expression of multiple genes in trans . These include a Parkinson’s disease locus influencing the expression of genes mediated by a protease that controls lysosomal function, and Alzheimer’s disease loci influencing the expression of genes involved in type 1 interferon signaling, myeloid phagocytosis, and complement cascade pathways. Overall, we uncover gene networks in induced innate immune cells linked to disease associated genetic variants, which may help elucidate the underlying biology of disease.
机译:最近的人类遗传研究表明,先天免疫系统的细胞在神经变性疾病的发病机制中具有主要作用。然而,这些研究的结果通常不会阐明遗传变异如何影响这些细胞的生物学以调节疾病风险。在这里,我们应用了张量分解方法,以发现与刺激的人单核细胞和巨噬细胞基因表达谱相关的与远端遗传变异相关的疾病相关基因网络。我们报告了有些疾病相关的遗传变异的强大证据,影响反式中多种基因的表达。这些包括帕金森的疾病基因座,影响由控制溶酶体功能的蛋白酶介导的基因的表达,以及阿尔茨海默病基因座,影响参与1型干扰素信号,骨髓吞噬作用和补体级联途径的基因的表达。总体而言,我们发现与疾病相关遗传变异有关的诱导的先天免疫细胞中的基因网络,这可能有助于阐明疾病的潜在生物学。

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