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Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals
BACKGROUND: The prevalence of obesity and its related chronic diseases have been increasing especially in Asian countries. Obesity-related genetic variants have been identified, but these explain little of the variation in BMI. Recent studies reported associations between DNA methylation and obesity...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8527674/ https://www.ncbi.nlm.nih.gov/pubmed/34670603 http://dx.doi.org/10.1186/s13148-021-01162-x |
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author | Chen, Yuqing Kassam, Irfahan Lau, Suk Hiang Kooner, Jaspal S. Wilson, Rory Peters, Annette Winkelmann, Juliane Chambers, John C. Chow, Vincent T. Khor, Chiea Chuen van Dam, Rob M. Teo, Yik-Ying Loh, Marie Sim, Xueling |
author_facet | Chen, Yuqing Kassam, Irfahan Lau, Suk Hiang Kooner, Jaspal S. Wilson, Rory Peters, Annette Winkelmann, Juliane Chambers, John C. Chow, Vincent T. Khor, Chiea Chuen van Dam, Rob M. Teo, Yik-Ying Loh, Marie Sim, Xueling |
author_sort | Chen, Yuqing |
collection | PubMed |
description | BACKGROUND: The prevalence of obesity and its related chronic diseases have been increasing especially in Asian countries. Obesity-related genetic variants have been identified, but these explain little of the variation in BMI. Recent studies reported associations between DNA methylation and obesity, mostly in non-Asian populations. METHODS: We performed an epigenome-wide association study (EWAS) on general adiposity (body mass index, BMI) and abdominal adiposity (waist circumference, WC) in 409 multi-ethnic Asian individuals and replicated BMI and waist-associated DNA methylation CpGs identified in other populations. The cross-lagged panel model and Mendelian randomization were used to assess the temporal relationship between methylation and BMI. The temporal relationship between the identified CpGs and inflammation and metabolic markers was also examined. RESULTS: EWAS identified 116 DNA methylation CpGs independently associated with BMI and eight independently associated with WC at false discovery rate P(FDR) < 0.05 in 409 Asian samples. We replicated 110 BMI-associated CpGs previously reported in Europeans and identified six novel BMI-associated CpGs and two novel WC-associated CpGs. We observed high consistency in association direction of effect compared to studies in other populations. Causal relationship analyses indicated that BMI was more likely to be the cause of DNA methylation alteration, rather than the consequence. The causal analyses using BMI-associated methylation risk score also suggested that higher levels of the inflammation marker IL-6 were likely the consequence of methylation change. CONCLUSION: Our study provides evidence of an association between obesity and DNA methylation in multi-ethnic Asians and suggests that obesity can drive methylation change. The results also suggested possible causal influence that obesity-related methylation changes might have on inflammation and lipoprotein levels. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01162-x. |
format | Online Article Text |
id | pubmed-8527674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-85276742021-10-25 Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals Chen, Yuqing Kassam, Irfahan Lau, Suk Hiang Kooner, Jaspal S. Wilson, Rory Peters, Annette Winkelmann, Juliane Chambers, John C. Chow, Vincent T. Khor, Chiea Chuen van Dam, Rob M. Teo, Yik-Ying Loh, Marie Sim, Xueling Clin Epigenetics Research BACKGROUND: The prevalence of obesity and its related chronic diseases have been increasing especially in Asian countries. Obesity-related genetic variants have been identified, but these explain little of the variation in BMI. Recent studies reported associations between DNA methylation and obesity, mostly in non-Asian populations. METHODS: We performed an epigenome-wide association study (EWAS) on general adiposity (body mass index, BMI) and abdominal adiposity (waist circumference, WC) in 409 multi-ethnic Asian individuals and replicated BMI and waist-associated DNA methylation CpGs identified in other populations. The cross-lagged panel model and Mendelian randomization were used to assess the temporal relationship between methylation and BMI. The temporal relationship between the identified CpGs and inflammation and metabolic markers was also examined. RESULTS: EWAS identified 116 DNA methylation CpGs independently associated with BMI and eight independently associated with WC at false discovery rate P(FDR) < 0.05 in 409 Asian samples. We replicated 110 BMI-associated CpGs previously reported in Europeans and identified six novel BMI-associated CpGs and two novel WC-associated CpGs. We observed high consistency in association direction of effect compared to studies in other populations. Causal relationship analyses indicated that BMI was more likely to be the cause of DNA methylation alteration, rather than the consequence. The causal analyses using BMI-associated methylation risk score also suggested that higher levels of the inflammation marker IL-6 were likely the consequence of methylation change. CONCLUSION: Our study provides evidence of an association between obesity and DNA methylation in multi-ethnic Asians and suggests that obesity can drive methylation change. The results also suggested possible causal influence that obesity-related methylation changes might have on inflammation and lipoprotein levels. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01162-x. BioMed Central 2021-10-20 /pmc/articles/PMC8527674/ /pubmed/34670603 http://dx.doi.org/10.1186/s13148-021-01162-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Chen, Yuqing Kassam, Irfahan Lau, Suk Hiang Kooner, Jaspal S. Wilson, Rory Peters, Annette Winkelmann, Juliane Chambers, John C. Chow, Vincent T. Khor, Chiea Chuen van Dam, Rob M. Teo, Yik-Ying Loh, Marie Sim, Xueling Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals |
title | Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals |
title_full | Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals |
title_fullStr | Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals |
title_full_unstemmed | Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals |
title_short | Impact of BMI and waist circumference on epigenome-wide DNA methylation and identification of epigenetic biomarkers in blood: an EWAS in multi-ethnic Asian individuals |
title_sort | impact of bmi and waist circumference on epigenome-wide dna methylation and identification of epigenetic biomarkers in blood: an ewas in multi-ethnic asian individuals |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8527674/ https://www.ncbi.nlm.nih.gov/pubmed/34670603 http://dx.doi.org/10.1186/s13148-021-01162-x |
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