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High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease

Epigenome-wide mediation analysis aims to identify high-dimensional DNA methylation at cytosine–phosphate–guanine (CpG) sites that mediate the causal effect of linking smoking with Crohn’s disease (CD) outcome. Studies have shown that smoking has significant detrimental effects on the course of CD....

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Autores principales: Wang, Tingting, Xia, Pingtian, Su, Ping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9016182/
https://www.ncbi.nlm.nih.gov/pubmed/35450213
http://dx.doi.org/10.3389/fgene.2022.831885
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author Wang, Tingting
Xia, Pingtian
Su, Ping
author_facet Wang, Tingting
Xia, Pingtian
Su, Ping
author_sort Wang, Tingting
collection PubMed
description Epigenome-wide mediation analysis aims to identify high-dimensional DNA methylation at cytosine–phosphate–guanine (CpG) sites that mediate the causal effect of linking smoking with Crohn’s disease (CD) outcome. Studies have shown that smoking has significant detrimental effects on the course of CD. So we assessed whether DNA methylation mediates the association between smoking and CD. Among 103 CD cases and 174 controls, we estimated whether the effects of smoking on CD are mediated through DNA methylation CpG sites, which we referred to as causal mediation effect. Based on the causal diagram, we first implemented sure independence screening (SIS) to reduce the pool of potential mediator CpGs from a very large to a moderate number; then, we implemented variable selection with de-sparsifying the LASSO regression. Finally, we carried out a comprehensive mediation analysis and conducted sensitivity analysis, which was adjusted for potential confounders of age, sex, and blood cell type proportions to estimate the mediation effects. Smoking was significantly associated with CD under odds ratio (OR) of 2.319 (95% CI: 1.603, 3.485, p < 0.001) after adjustment for confounders. Ninety-nine mediator CpGs were selected from SIS, and then, seven candidate CpGs were obtained by de-sparsifying the LASSO regression. Four of these CpGs showed statistical significance, and the average causal mediation effects (ACME) were attenuated from 0.066 to 0.126. Notably, three significant mediator CpGs had absolute sensitivity parameters of 0.40, indicating that these mediation effects were robust even when the assumptions were slightly violated. Genes (BCL3 and FKBP5) harboring these four CpGs were related to CD. These findings suggest that changes in methylation are involved in the mechanism by which smoking increases risk of CD.
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spelling pubmed-90161822022-04-20 High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease Wang, Tingting Xia, Pingtian Su, Ping Front Genet Genetics Epigenome-wide mediation analysis aims to identify high-dimensional DNA methylation at cytosine–phosphate–guanine (CpG) sites that mediate the causal effect of linking smoking with Crohn’s disease (CD) outcome. Studies have shown that smoking has significant detrimental effects on the course of CD. So we assessed whether DNA methylation mediates the association between smoking and CD. Among 103 CD cases and 174 controls, we estimated whether the effects of smoking on CD are mediated through DNA methylation CpG sites, which we referred to as causal mediation effect. Based on the causal diagram, we first implemented sure independence screening (SIS) to reduce the pool of potential mediator CpGs from a very large to a moderate number; then, we implemented variable selection with de-sparsifying the LASSO regression. Finally, we carried out a comprehensive mediation analysis and conducted sensitivity analysis, which was adjusted for potential confounders of age, sex, and blood cell type proportions to estimate the mediation effects. Smoking was significantly associated with CD under odds ratio (OR) of 2.319 (95% CI: 1.603, 3.485, p < 0.001) after adjustment for confounders. Ninety-nine mediator CpGs were selected from SIS, and then, seven candidate CpGs were obtained by de-sparsifying the LASSO regression. Four of these CpGs showed statistical significance, and the average causal mediation effects (ACME) were attenuated from 0.066 to 0.126. Notably, three significant mediator CpGs had absolute sensitivity parameters of 0.40, indicating that these mediation effects were robust even when the assumptions were slightly violated. Genes (BCL3 and FKBP5) harboring these four CpGs were related to CD. These findings suggest that changes in methylation are involved in the mechanism by which smoking increases risk of CD. Frontiers Media S.A. 2022-04-05 /pmc/articles/PMC9016182/ /pubmed/35450213 http://dx.doi.org/10.3389/fgene.2022.831885 Text en Copyright © 2022 Wang, Xia and Su. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Wang, Tingting
Xia, Pingtian
Su, Ping
High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease
title High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease
title_full High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease
title_fullStr High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease
title_full_unstemmed High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease
title_short High-Dimensional DNA Methylation Mediates the Effect of Smoking on Crohn’s Disease
title_sort high-dimensional dna methylation mediates the effect of smoking on crohn’s disease
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9016182/
https://www.ncbi.nlm.nih.gov/pubmed/35450213
http://dx.doi.org/10.3389/fgene.2022.831885
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