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Illumina DNA甲基化阵列上的交叉反应性探针:一项关于肌萎缩侧索硬化症的大型研究表明,在解释全表观基因组关联研究时需要采取谨慎的方法。

Cross-reactive probes on Illumina DNA methylation arrays: a large study on ALS shows that a cautionary approach is warranted in interpreting epigenome-wide association studies.

作者信息

Hop Paul J, Zwamborn Ramona A J, Hannon Eilis J, Dekker Annelot M, van Eijk Kristel R, Walker Emma M, Iacoangeli Alfredo, Jones Ashley R, Shatunov Aleksey, Khleifat Ahmad Al, Opie-Martin Sarah, Shaw Christopher E, Morrison Karen E, Shaw Pamela J, McLaughlin Russell L, Hardiman Orla, Al-Chalabi Ammar, Van Den Berg Leonard H, Mill Jonathan, Veldink Jan H

机构信息

Department of Neurology, UMC Utrecht Brain Center, 3584 CG, Utrecht, the Netherlands.

University of Exeter Medical School, University of Exeter, Exeter EX2 5DW, UK.

出版信息

NAR Genom Bioinform. 2020 Dec 17;2(4):lqaa105. doi: 10.1093/nargab/lqaa105. eCollection 2020 Dec.

Abstract

Illumina DNA methylation arrays are a widely used tool for performing genome-wide DNA methylation analyses. However, measurements obtained from these arrays may be affected by technical artefacts that result in spurious associations if left unchecked. Cross-reactivity represents one of the major challenges, meaning that probes may map to multiple regions in the genome. Although several studies have reported on this issue, few studies have empirically examined the impact of cross-reactivity in an epigenome-wide association study (EWAS). In this paper, we report on cross-reactivity issues that we discovered in a large EWAS on the presence of the repeat expansion in ALS patients. Specifically, we found that that the majority of the significant probes inadvertently cross-hybridized to the locus. Importantly, these probes were not flagged as cross-reactive in previous studies, leading to novel insights into the extent to which cross-reactivity can impact EWAS. Our findings are particularly relevant for epigenetic studies into diseases associated with repeat expansions and other types of structural variation. More generally however, considering that most spurious associations were not excluded based on pre-defined sets of cross-reactive probes, we believe that the presented data-driven flag and consider approach is relevant for any type of EWAS.

摘要

Illumina DNA甲基化芯片是一种广泛用于全基因组DNA甲基化分析的工具。然而,如果不加以检查,从这些芯片获得的测量结果可能会受到技术假象的影响,从而导致虚假关联。交叉反应性是主要挑战之一,这意味着探针可能会映射到基因组中的多个区域。尽管有几项研究报道了这个问题,但很少有研究在全表观基因组关联研究(EWAS)中实证检验交叉反应性的影响。在本文中,我们报告了在一项关于肌萎缩侧索硬化症(ALS)患者中重复序列扩增存在情况的大型EWAS中发现的交叉反应性问题。具体而言,我们发现大多数显著探针无意中与该位点发生了交叉杂交。重要的是,这些探针在先前的研究中并未被标记为具有交叉反应性,这为交叉反应性对EWAS的影响程度带来了新的见解。我们的发现对于与重复序列扩增及其他类型结构变异相关疾病的表观遗传学研究尤为重要。然而更普遍地说,鉴于大多数虚假关联并未基于预先定义的交叉反应性探针集被排除,我们认为所提出的数据驱动标记和考量方法适用于任何类型的EWAS。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/892e/7745769/a35cad952b4e/lqaa105fig1.jpg

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