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一种整合网络算法识别出靶向干细胞分化途径的与年龄相关的差异甲基化相互作用组热点。

An integrative network algorithm identifies age-associated differential methylation interactome hotspots targeting stem-cell differentiation pathways.

作者信息

West James, Beck Stephan, Wang Xiangdong, Teschendorff Andrew E

机构信息

Statistical Cancer Genomics, UCL Cancer Institute, University College London, London, United Kingdom.

出版信息

Sci Rep. 2013;3:1630. doi: 10.1038/srep01630.

Abstract

Epigenetic changes have been associated with ageing and cancer. Identifying and interpreting epigenetic changes associated with such phenotypes may benefit from integration with protein interactome models. We here develop and validate a novel integrative epigenome-interactome approach to identify differential methylation interactome hotspots associated with a phenotype of interest. We apply the algorithm to cancer and ageing, demonstrating the existence of hotspots associated with these phenotypes. Importantly, we discover tissue independent age-associated hotspots targeting stem-cell differentiation pathways, which we validate in independent DNA methylation data sets, encompassing over 1000 samples from different tissue types. We further show that these pathways would not have been discovered had we used a non-network based approach and that the use of the protein interaction network improves the overall robustness of the inference procedure. The proposed algorithm will be useful to any study seeking to identify interactome hotspots associated with common phenotypes.

摘要

表观遗传变化与衰老和癌症相关。识别和解释与这些表型相关的表观遗传变化可能受益于与蛋白质相互作用组模型的整合。我们在此开发并验证了一种新颖的整合表观基因组-相互作用组方法,以识别与感兴趣的表型相关的差异甲基化相互作用组热点。我们将该算法应用于癌症和衰老研究,证明了与这些表型相关的热点的存在。重要的是,我们发现了针对干细胞分化途径的与年龄相关的组织独立热点,并在独立的DNA甲基化数据集中进行了验证,这些数据集包含来自不同组织类型的1000多个样本。我们进一步表明,如果使用基于非网络的方法,这些途径是不会被发现的,并且蛋白质相互作用网络的使用提高了推理过程的整体稳健性。所提出的算法将对任何旨在识别与常见表型相关的相互作用组热点的研究有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f2f7/3620664/dcac7a66d6af/srep01630-f1.jpg

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