DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures

Background: The discovery of robust and trans-ethnically replicated DNA methylation markers of metabolic phenotypes, has hinted at a potential role of epigenetic mechanisms in lipid metabolism. However, DNA methylation and the lipid compositions and lipid concentrations of lipoprotein sizes have bee...

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Main Authors: Gomez-Alonso, Monica del C., Kretschmer, Anja, Wilson, Rory, Pfeiffer, Liliane, Karhunen, Ville, Seppälä, Ilkka, Zhang, Weihua, Mittelstraß, Kirstin, Wahl, Simone, Matias-Garcia, Pamela R., Prokisch, Holger, Horn, Sacha, Meitinger, Thomas, Serrano-Garcia, Luis R., Sebert, Sylvain, Raitakari, Olli, Loh, Marie, Rathmann, Wolfgang, Müller-Nurasyid, Martina, Herder, Christian, Roden, Michael, Hurme, Mikko, Jarvelin, Marjo-Riitta, Ala-Korpela, Mika, Kooner, Jaspal S., Peters, Annette, Lehtimäki, Terho, Chambers, John Campbell, Gieger, Christian, Kettunen, Johannes, Waldenberger, Melanie
Other Authors: Lee Kong Chian School of Medicine (LKCMedicine)
Format: Article
Language:English
Published: 2021
Subjects:
Online Access:https://hdl.handle.net/10356/146162
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Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-146162
record_format dspace
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Medicine
CpG Site
VLDL
spellingShingle Science::Medicine
CpG Site
VLDL
Gomez-Alonso, Monica del C.
Kretschmer, Anja
Wilson, Rory
Pfeiffer, Liliane
Karhunen, Ville
Seppälä, Ilkka
Zhang, Weihua
Mittelstraß, Kirstin
Wahl, Simone
Matias-Garcia, Pamela R.
Prokisch, Holger
Horn, Sacha
Meitinger, Thomas
Serrano-Garcia, Luis R.
Sebert, Sylvain
Raitakari, Olli
Loh, Marie
Rathmann, Wolfgang
Müller-Nurasyid, Martina
Herder, Christian
Roden, Michael
Hurme, Mikko
Jarvelin, Marjo-Riitta
Ala-Korpela, Mika
Kooner, Jaspal S.
Peters, Annette
Lehtimäki, Terho
Chambers, John Campbell
Gieger, Christian
Kettunen, Johannes
Waldenberger, Melanie
DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures
description Background: The discovery of robust and trans-ethnically replicated DNA methylation markers of metabolic phenotypes, has hinted at a potential role of epigenetic mechanisms in lipid metabolism. However, DNA methylation and the lipid compositions and lipid concentrations of lipoprotein sizes have been scarcely studied. Here, we present an epigenome-wide association study (EWAS) (N = 5414 total) of mostly lipid-related metabolic measures, including a fine profiling of lipoproteins. As lipoproteins are the main players in the different stages of lipid metabolism, examination of epigenetic markers of detailed lipoprotein features might improve the diagnosis, prognosis, and treatment of metabolic disturbances. Results: We conducted an EWAS of leukocyte DNA methylation and 226 metabolic measurements determined by nuclear magnetic resonance spectroscopy in the population-based KORA F4 study (N = 1662) and replicated the results in the LOLIPOP, NFBC1966, and YFS cohorts (N = 3752). Follow-up analyses in the discovery cohort included investigations into gene transcripts, metabolic-measure ratios for pathway analysis, and disease endpoints. We identified 161 associations (p value < 4.7 × 10−10), covering 16 CpG sites at 11 loci and 57 metabolic measures. Identified metabolic measures were primarily medium and small lipoproteins, and fatty acids. For apolipoprotein B-containing lipoproteins, the associations mainly involved triglyceride composition and concentrations of cholesterol esters, triglycerides, free cholesterol, and phospholipids. All associations for HDL lipoproteins involved triglyceride measures only. Associated metabolic measure ratios, proxies of enzymatic activity, highlight amino acid, glucose, and lipid pathways as being potentially epigenetically implicated. Five CpG sites in four genes were associated with differential expression of transcripts in blood or adipose tissue. CpG sites in ABCG1 and PHGDH showed associations with metabolic measures, gene transcription, and metabolic measure ratios and were additionally linked to obesity or previous myocardial infarction, extending previously reported observations. Conclusion: Our study provides evidence of a link between DNA methylation and the lipid compositions and lipid concentrations of different lipoprotein size subclasses, thus offering in-depth insights into well-known associations of DNA methylation with total serum lipids. The results support detailed profiling of lipid metabolism to improve the molecular understanding of dyslipidemia and related disease mechanisms.
author2 Lee Kong Chian School of Medicine (LKCMedicine)
author_facet Lee Kong Chian School of Medicine (LKCMedicine)
Gomez-Alonso, Monica del C.
Kretschmer, Anja
Wilson, Rory
Pfeiffer, Liliane
Karhunen, Ville
Seppälä, Ilkka
Zhang, Weihua
Mittelstraß, Kirstin
Wahl, Simone
Matias-Garcia, Pamela R.
Prokisch, Holger
Horn, Sacha
Meitinger, Thomas
Serrano-Garcia, Luis R.
Sebert, Sylvain
Raitakari, Olli
Loh, Marie
Rathmann, Wolfgang
Müller-Nurasyid, Martina
Herder, Christian
Roden, Michael
Hurme, Mikko
Jarvelin, Marjo-Riitta
Ala-Korpela, Mika
Kooner, Jaspal S.
Peters, Annette
Lehtimäki, Terho
Chambers, John Campbell
Gieger, Christian
Kettunen, Johannes
Waldenberger, Melanie
format Article
author Gomez-Alonso, Monica del C.
Kretschmer, Anja
Wilson, Rory
Pfeiffer, Liliane
Karhunen, Ville
Seppälä, Ilkka
Zhang, Weihua
Mittelstraß, Kirstin
Wahl, Simone
Matias-Garcia, Pamela R.
Prokisch, Holger
Horn, Sacha
Meitinger, Thomas
Serrano-Garcia, Luis R.
Sebert, Sylvain
Raitakari, Olli
Loh, Marie
Rathmann, Wolfgang
Müller-Nurasyid, Martina
Herder, Christian
Roden, Michael
Hurme, Mikko
Jarvelin, Marjo-Riitta
Ala-Korpela, Mika
Kooner, Jaspal S.
Peters, Annette
Lehtimäki, Terho
Chambers, John Campbell
Gieger, Christian
Kettunen, Johannes
Waldenberger, Melanie
author_sort Gomez-Alonso, Monica del C.
title DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures
title_short DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures
title_full DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures
title_fullStr DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures
title_full_unstemmed DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures
title_sort dna methylation and lipid metabolism : an ewas of 226 metabolic measures
publishDate 2021
url https://hdl.handle.net/10356/146162
_version_ 1759857553589665792
spelling sg-ntu-dr.10356-1461622023-03-05T16:43:50Z DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures Gomez-Alonso, Monica del C. Kretschmer, Anja Wilson, Rory Pfeiffer, Liliane Karhunen, Ville Seppälä, Ilkka Zhang, Weihua Mittelstraß, Kirstin Wahl, Simone Matias-Garcia, Pamela R. Prokisch, Holger Horn, Sacha Meitinger, Thomas Serrano-Garcia, Luis R. Sebert, Sylvain Raitakari, Olli Loh, Marie Rathmann, Wolfgang Müller-Nurasyid, Martina Herder, Christian Roden, Michael Hurme, Mikko Jarvelin, Marjo-Riitta Ala-Korpela, Mika Kooner, Jaspal S. Peters, Annette Lehtimäki, Terho Chambers, John Campbell Gieger, Christian Kettunen, Johannes Waldenberger, Melanie Lee Kong Chian School of Medicine (LKCMedicine) Science::Medicine CpG Site VLDL Background: The discovery of robust and trans-ethnically replicated DNA methylation markers of metabolic phenotypes, has hinted at a potential role of epigenetic mechanisms in lipid metabolism. However, DNA methylation and the lipid compositions and lipid concentrations of lipoprotein sizes have been scarcely studied. Here, we present an epigenome-wide association study (EWAS) (N = 5414 total) of mostly lipid-related metabolic measures, including a fine profiling of lipoproteins. As lipoproteins are the main players in the different stages of lipid metabolism, examination of epigenetic markers of detailed lipoprotein features might improve the diagnosis, prognosis, and treatment of metabolic disturbances. Results: We conducted an EWAS of leukocyte DNA methylation and 226 metabolic measurements determined by nuclear magnetic resonance spectroscopy in the population-based KORA F4 study (N = 1662) and replicated the results in the LOLIPOP, NFBC1966, and YFS cohorts (N = 3752). Follow-up analyses in the discovery cohort included investigations into gene transcripts, metabolic-measure ratios for pathway analysis, and disease endpoints. We identified 161 associations (p value < 4.7 × 10−10), covering 16 CpG sites at 11 loci and 57 metabolic measures. Identified metabolic measures were primarily medium and small lipoproteins, and fatty acids. For apolipoprotein B-containing lipoproteins, the associations mainly involved triglyceride composition and concentrations of cholesterol esters, triglycerides, free cholesterol, and phospholipids. All associations for HDL lipoproteins involved triglyceride measures only. Associated metabolic measure ratios, proxies of enzymatic activity, highlight amino acid, glucose, and lipid pathways as being potentially epigenetically implicated. Five CpG sites in four genes were associated with differential expression of transcripts in blood or adipose tissue. CpG sites in ABCG1 and PHGDH showed associations with metabolic measures, gene transcription, and metabolic measure ratios and were additionally linked to obesity or previous myocardial infarction, extending previously reported observations. Conclusion: Our study provides evidence of a link between DNA methylation and the lipid compositions and lipid concentrations of different lipoprotein size subclasses, thus offering in-depth insights into well-known associations of DNA methylation with total serum lipids. The results support detailed profiling of lipid metabolism to improve the molecular understanding of dyslipidemia and related disease mechanisms. Published version 2021-01-28T07:51:11Z 2021-01-28T07:51:11Z 2021 Journal Article Gomez-Alonso, M. C., Kretschmer, A., Wilson, R., Pfeifer, L., Karhunen, V., Seppälä, I., . . . Waldenberger, M. (2021). DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures. Clinical Epigenetics, 13(1), 7-. doi:10.1186/s13148-020-00957-8 1868-7075 0000-0003-0583-5093 https://hdl.handle.net/10356/146162 10.1186/s13148-020-00957-8 33413638 2-s2.0-85098891467 1 13 en Clinical Epigenetics © 2020 The Author(s). This 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/. The Creative Commons Public Domain Dedication waiver (http://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. application/pdf