Literature DB >> 33757385

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

Qi Yan1, Erick Forno2, Juan Celedón2, Wei Chen2,3.   

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.

Entities:  

Keywords:  Counterfactual framework; Mediation; Methylated region

Mesh:

Year:  2021        PMID: 33757385      PMCID: PMC8920164          DOI: 10.1080/15592294.2021.1900026

Source DB:  PubMed          Journal:  Epigenetics        ISSN: 1559-2294            Impact factor:   4.861


  39 in total

1.  A modified poisson regression approach to prospective studies with binary data.

Authors:  Guangyong Zou
Journal:  Am J Epidemiol       Date:  2004-04-01       Impact factor: 4.897

Review 2.  Epigenetic modifications and human disease.

Authors:  Anna Portela; Manel Esteller
Journal:  Nat Biotechnol       Date:  2010-10       Impact factor: 54.908

3.  The epigenetic landscape of Alzheimer's disease.

Authors:  Jenny Lord; Carlos Cruchaga
Journal:  Nat Neurosci       Date:  2014-09       Impact factor: 24.884

4.  Comb-p: software for combining, analyzing, grouping and correcting spatially correlated P-values.

Authors:  Brent S Pedersen; David A Schwartz; Ivana V Yang; Katerina J Kechris
Journal:  Bioinformatics       Date:  2012-09-05       Impact factor: 6.937

5.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations.

Authors:  R M Baron; D A Kenny
Journal:  J Pers Soc Psychol       Date:  1986-12

6.  Mediation by Placental DNA Methylation of the Association of Prenatal Maternal Smoking and Birth Weight.

Authors:  Andres Cardenas; Sharon M Lutz; Todd M Everson; Patrice Perron; Luigi Bouchard; Marie-France Hivert
Journal:  Am J Epidemiol       Date:  2019-11-01       Impact factor: 4.897

7.  Mediation analysis of alcohol consumption, DNA methylation, and epithelial ovarian cancer.

Authors:  Dongyan Wu; Haitao Yang; Stacey J Winham; Yanina Natanzon; Devin C Koestler; Tiane Luo; Brooke L Fridley; Ellen L Goode; Yanbo Zhang; Yuehua Cui
Journal:  J Hum Genet       Date:  2018-01-10       Impact factor: 3.172

8.  Exposure to gun violence and asthma among children in Puerto Rico.

Authors:  Sima K Ramratnam; Yueh-Ying Han; Christian Rosas-Salazar; Erick Forno; John M Brehm; Franziska Rosser; Anna L Marsland; Angel Colón-Semidey; María Alvarez; Gregory E Miller; Edna Acosta-Pérez; Glorisa Canino; Juan C Celedón
Journal:  Respir Med       Date:  2015-05-27       Impact factor: 3.415

9.  The human colon cancer methylome shows similar hypo- and hypermethylation at conserved tissue-specific CpG island shores.

Authors:  Rafael A Irizarry; Christine Ladd-Acosta; Andrew P Feinberg; Bo Wen; Zhijin Wu; Carolina Montano; Patrick Onyango; Hengmi Cui; Kevin Gabo; Michael Rongione; Maree Webster; Hong Ji; James Potash; Sarven Sabunciyan
Journal:  Nat Genet       Date:  2009-01-18       Impact factor: 38.330

10.  DNA methylation as a mediator of the association between prenatal adversity and risk factors for metabolic disease in adulthood.

Authors:  Elmar W Tobi; Roderick C Slieker; René Luijk; Koen F Dekkers; Aryeh D Stein; Kate M Xu; P Eline Slagboom; Erik W van Zwet; L H Lumey; Bastiaan T Heijmans
Journal:  Sci Adv       Date:  2018-01-31       Impact factor: 14.136

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