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利用全基因组关联研究数据鉴定部分性癫痫中的 SNP 靶向途径。

Identifying SNP targeted pathways in partial epilepsies with genome-wide association study data.

机构信息

Department of Genetics and Bioinformatics, Faculty of Arts and Sciences, Bahcesehir University, Ciragan Cad. Osmanpasa Mektebi Sok., No.: 4, 34353, Besiktas, Istanbul, Turkey.

出版信息

Epilepsy Res. 2013 Jul;105(1-2):92-102. doi: 10.1016/j.eplepsyres.2013.02.008. Epub 2013 Mar 14.

Abstract

PURPOSE

In a recent genome-wide association study for partial epilepsies in the European population, a common genetic variation has been reported to affect partial epilepsy only modestly. However, in complex diseases such as partial epilepsy, multiple factors (e.g. single nucleotide polymorphisms, microRNAs, metabolic and epigenetic factors) may target different sets of genes in the same pathway, affecting its function and thus causing the disease development. In this regard, we hypothesize that the pathways are critical for elucidating the mechanisms underlying partial epilepsy.

METHODS

Previously we had developed a novel methodology with the aim of identifying the disease-related pathways. We had combined evidence of genetic association with current knowledge of (i) biochemical pathways, (ii) protein-protein interaction networks, and (iii) the functional information of selected single nucleotide polymorphisms. In our present study, we apply this methodology to a data set on partial epilepsy, including 3445 cases and 6935 controls of European ancestry.

RESULTS

We have identified 30 overrepresented pathways with corrected p-values smaller than 10(-12). These pathways include complement and coagulation cascades, cell cycle, focal adhesion, extra cellular matrix-receptor interaction, JAK-STAT signaling pathway, MAPK signaling pathway, proteasome, ribosome, calcium signaling and regulation of actin cytoskeleton pathways. Most of these pathways have growing scientific support in the literature as being associated with partial epilepsy. We also demonstrate that different factors affect distinct parts of the pathways, as shown here on complement and coagulation cascades pathway with a comparison of gene expression vs. genome-wide association study.

CONCLUSIONS

Traditional studies on genome-wide association have not revealed strong associations in epilepsies, since these single nucleotide polymorphisms are not shared by most of the patients. Our results suggest that it is more effective to incorporate the functional effect of a single nucleotide polymorphism on the gene product, protein-protein interaction networks and functional enrichment tools into genome-wide association studies. These can then be used to determine leading molecular pathways, which cannot be detected through traditional analyses. We hope that this type of analysis brings the research community one step closer to unraveling the complex genetic structure of epilepsies.

摘要

目的

在最近的欧洲人群部分癫痫的全基因组关联研究中,报道了一种常见的遗传变异仅能轻微影响部分癫痫。然而,在部分癫痫等复杂疾病中,多个因素(如单核苷酸多态性、microRNAs、代谢和表观遗传因素)可能靶向同一途径中的不同基因集,影响其功能,从而导致疾病的发生。在这方面,我们假设这些途径对于阐明部分癫痫的发病机制至关重要。

方法

之前我们开发了一种新的方法,旨在识别与疾病相关的途径。我们将遗传关联的证据与(i)生化途径、(ii)蛋白质-蛋白质相互作用网络和(iii)选定单核苷酸多态性的功能信息相结合。在本研究中,我们将该方法应用于一个包含 3445 例欧洲血统病例和 6935 例对照的部分癫痫数据集。

结果

我们鉴定到 30 个具有校正后 p 值小于 10(-12)的过表达途径。这些途径包括补体和凝血级联、细胞周期、焦点黏附、细胞外基质受体相互作用、JAK-STAT 信号通路、MAPK 信号通路、蛋白酶体、核糖体、钙信号和肌动蛋白细胞骨架调节途径。这些途径中的大多数在文献中都有越来越多的科学支持,与部分癫痫有关。我们还证明了不同的因素影响途径的不同部分,如补体和凝血级联途径中基因表达与全基因组关联研究的比较所示。

结论

传统的全基因组关联研究并未揭示出癫痫中存在强烈的关联,因为这些单核苷酸多态性并不是大多数患者所共有的。我们的结果表明,将单核苷酸多态性对基因产物的功能效应、蛋白质-蛋白质相互作用网络和功能富集工具纳入全基因组关联研究中更为有效。这些方法可用于确定主要的分子途径,而这些途径是通过传统分析无法检测到的。我们希望这种类型的分析能使研究界更接近揭示癫痫复杂的遗传结构。

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