• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于区域的 DNA 甲基化数据分析因果中介分析方法。

A region-based method for causal mediation analysis of DNA methylation data.

机构信息

Department of Obstetrics and Gynecology, Columbia University Irving Medical Center, New York, New York, USA.

Division of Pediatric Pulmonary Medicine, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

出版信息

Epigenetics. 2022 Mar;17(3):286-296. doi: 10.1080/15592294.2021.1900026. Epub 2021 Mar 23.

DOI:10.1080/15592294.2021.1900026
PMID:33757385
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8920164/
Abstract

Exposure to environmental factors can affect DNA methylation at a 5'-cytosine-phosphate-guanine-3' (CpG) site or a genomic region, which can then affect an outcome. In other words, environmental effects on an outcome could be mediated by DNA methylation. To date, single CpG-site-based mediation analysis has been employed extensively. More recently, however, there has been considerable interest in studying differentially methylated regions (DMRs), both because DMRs are more likely to have functional effects than single CpG sites and because testing DMRs reduces multiple testing. In this report, we propose a novel causal mediation approach under the counterfactual framework to test the significance of total (TE), direct (DE), and indirect effects (IE) of predictors on response variable with a methylated region (MR) as the mediator (denoted as MR-Mediation). Functional linear transformation is used to reduce the possible high dimension of the CpG sites in a predefined MR and to account for their location information. In our simulation studies, MR-Mediation retained the desired Type I error rates for TE, DE, and IE tests. Furthermore, MR-Mediation had better power performance than testing mean methylation level as the mediator in most considered scenarios, especially for IE (i.e., mediated effect) test, which could be more interesting than the other two effect tests. We further illustrate our proposed method by analysing the methylation mediated effect of exposure to gun violence on total immunoglobulin E or atopic asthma among participants in the Epigenetic Variation and Childhood Asthma in Puerto Ricans study.

摘要

环境因素的暴露会影响 5'-胞嘧啶-磷酸-鸟嘌呤-3'(CpG)位点或基因组区域的 DNA 甲基化,进而影响结果。换句话说,环境对结果的影响可以通过 DNA 甲基化来介导。迄今为止,广泛采用了基于单个 CpG 位点的中介分析。然而,最近人们对研究差异甲基化区域(DMR)产生了浓厚的兴趣,这不仅是因为 DMR 比单个 CpG 位点更有可能产生功能影响,而且因为测试 DMR 可以减少多重测试。在本报告中,我们提出了一种新的因果中介分析方法,该方法基于反事实框架,用于测试预测因子对响应变量的总(TE)、直接(DE)和间接(IE)效应的显著性,其中甲基化区域(MR)作为中介(表示为 MR-Mediation)。功能线性变换用于减少预定义 MR 中 CpG 位点的可能高维度,并考虑其位置信息。在我们的模拟研究中,MR-Mediation 保留了 TE、DE 和 IE 检验的期望的Ⅰ型错误率。此外,在大多数考虑的情况下,MR-Mediation 比将平均甲基化水平作为中介的检验具有更好的功效性能,尤其是对于 IE(即中介效应)检验,这比其他两种效应检验更有趣。我们通过分析波多黎各人群中暴露于枪支暴力对总免疫球蛋白 E 或特应性哮喘的甲基化介导效应,进一步说明了我们提出的方法。

相似文献

1
A region-based method for causal mediation analysis of DNA methylation data.基于区域的 DNA 甲基化数据分析因果中介分析方法。
Epigenetics. 2022 Mar;17(3):286-296. doi: 10.1080/15592294.2021.1900026. Epub 2021 Mar 23.
2
Testing cell-type-specific mediation effects in genome-wide epigenetic studies.检测全基因组表观遗传学研究中细胞类型特异性中介效应。
Brief Bioinform. 2021 May 20;22(3). doi: 10.1093/bib/bbaa131.
3
Redundancy analysis allows improved detection of methylation changes in large genomic regions.冗余分析有助于更好地检测大基因组区域中的甲基化变化。
BMC Bioinformatics. 2017 Dec 14;18(1):553. doi: 10.1186/s12859-017-1986-0.
4
Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions.Gbdmr:通过广义β回归识别人类基因组中的差异甲基化 CpG 区域。
BMC Bioinformatics. 2024 Mar 5;25(1):97. doi: 10.1186/s12859-024-05711-y.
5
Testing for the indirect effect under the null for genome-wide mediation analyses.全基因组中介分析中零假设下间接效应的检验。
Genet Epidemiol. 2017 Dec;41(8):824-833. doi: 10.1002/gepi.22084. Epub 2017 Oct 29.
6
Large-Scale Hypothesis Testing for Causal Mediation Effects with Applications in Genome-wide Epigenetic Studies.因果中介效应的大规模假设检验及其在全基因组表观遗传学研究中的应用
J Am Stat Assoc. 2022;117(537):67-81. doi: 10.1080/01621459.2021.1914634. Epub 2021 May 19.
7
Mediation analysis for survival data with high-dimensional mediators.高维中介变量生存数据分析的中介分析。
Bioinformatics. 2021 Nov 5;37(21):3815-3821. doi: 10.1093/bioinformatics/btab564.
8
A novel method for detecting association between DNA methylation and diseases using spatial information.一种利用空间信息检测DNA甲基化与疾病之间关联的新方法。
Genet Epidemiol. 2014 Dec;38(8):714-21. doi: 10.1002/gepi.21851. Epub 2014 Sep 22.
9
Mediation analysis in longitudinal study with high-dimensional methylation mediators.纵向研究中介分析与高维甲基化中介。
Brief Bioinform. 2024 Sep 23;25(6). doi: 10.1093/bib/bbae496.
10
Power of testing for exposure effects under incomplete mediation.不完全中介作用下暴露效应检验的功效
Int J Biostat. 2023 Apr 24;20(1):217-228. doi: 10.1515/ijb-2022-0106. eCollection 2024 May 1.

引用本文的文献

1
Smoking-Induced DNA Hydroxymethylation Signature Is Less Pronounced than True DNA Methylation: The Population-Based KORA Fit Cohort.吸烟诱导的 DNA 羟甲基化特征不如真正的 DNA 甲基化明显:基于人群的 KORA Fit 队列。
Biomolecules. 2024 Jun 5;14(6):662. doi: 10.3390/biom14060662.
2
A mediation analysis framework based on variance component to remove genetic confounding effect.基于方差分量的中介分析框架,用于消除遗传混杂效应。
J Hum Genet. 2024 Jul;69(7):301-309. doi: 10.1038/s10038-024-01232-x. Epub 2024 Mar 25.
3
Analytical challenges in omics research on asthma and allergy: A National Institute of Allergy and Infectious Diseases workshop.组学研究哮喘和过敏的分析挑战:美国过敏和传染病研究所研讨会。
J Allergy Clin Immunol. 2024 Apr;153(4):954-968. doi: 10.1016/j.jaci.2024.01.014. Epub 2024 Jan 29.
4
Airway Wall Remodeling in Childhood Asthma-A Personalized Perspective from Cell Type-Specific Biology.儿童哮喘中的气道壁重塑——基于细胞类型特异性生物学的个性化视角
J Pers Med. 2021 Nov 19;11(11):1229. doi: 10.3390/jpm11111229.
5
Genome-Wide Differentially Methylated Region Analysis to Reveal Epigenetic Differences of Articular Cartilage in Kashin-Beck Disease and Osteoarthritis.全基因组差异甲基化区域分析以揭示大骨节病和骨关节炎中关节软骨的表观遗传差异
Front Cell Dev Biol. 2021 Mar 1;9:636291. doi: 10.3389/fcell.2021.636291. eCollection 2021.

本文引用的文献

1
Bisphenol a Exposure, DNA Methylation, and Asthma in Children.双酚 A 暴露、DNA 甲基化与儿童哮喘。
Int J Environ Res Public Health. 2020 Jan 1;17(1):298. doi: 10.3390/ijerph17010298.
2
Appraising the causal relevance of DNA methylation for risk of lung cancer.评估 DNA 甲基化与肺癌风险的因果关联。
Int J Epidemiol. 2019 Oct 1;48(5):1493-1504. doi: 10.1093/ije/dyz190.
3
Mediation by Placental DNA Methylation of the Association of Prenatal Maternal Smoking and Birth Weight.胎盘 DNA 甲基化在产前母亲吸烟与出生体重关联中的中介作用。
Am J Epidemiol. 2019 Nov 1;188(11):1878-1886. doi: 10.1093/aje/kwz184.
4
In utero tobacco smoke exposure, DNA methylation, and asthma in Latino children.拉丁裔儿童宫内烟草烟雾暴露、DNA甲基化与哮喘
Environ Epidemiol. 2019 Jun 19;3(3):e048. doi: 10.1097/EE9.0000000000000048. eCollection 2019 Jun.
5
DNA methylation in nasal epithelium, atopy, and atopic asthma in children: a genome-wide study.儿童鼻腔上皮细胞中的 DNA 甲基化、特应性和特应性哮喘:一项全基因组研究。
Lancet Respir Med. 2019 Apr;7(4):336-346. doi: 10.1016/S2213-2600(18)30466-1. Epub 2018 Dec 21.
6
DNA methylation in cord blood as mediator of the association between prenatal arsenic exposure and gestational age.脐带血中的 DNA 甲基化作为产前砷暴露与胎龄之间关联的中介。
Epigenetics. 2018;13(9):923-940. doi: 10.1080/15592294.2018.1516453. Epub 2018 Oct 11.
7
DNA methylation as a mediator of the association between prenatal adversity and risk factors for metabolic disease in adulthood.DNA 甲基化作为产前逆境与成年期代谢性疾病风险因素之间关联的中介。
Sci Adv. 2018 Jan 31;4(1):eaao4364. doi: 10.1126/sciadv.aao4364. eCollection 2018 Jan.
8
Mediation analysis of alcohol consumption, DNA methylation, and epithelial ovarian cancer.饮酒、DNA 甲基化与上皮性卵巢癌的中介分析。
J Hum Genet. 2018 Mar;63(3):339-348. doi: 10.1038/s10038-017-0385-8. Epub 2018 Jan 10.
9
Testing for the indirect effect under the null for genome-wide mediation analyses.全基因组中介分析中零假设下间接效应的检验。
Genet Epidemiol. 2017 Dec;41(8):824-833. doi: 10.1002/gepi.22084. Epub 2017 Oct 29.
10
Mapping DNA methylation across development, genotype and schizophrenia in the human frontal cortex.绘制人类额叶皮质发育、基因型和精神分裂症过程中的DNA甲基化图谱。
Nat Neurosci. 2016 Jan;19(1):40-7. doi: 10.1038/nn.4181. Epub 2015 Nov 30.