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author Dekkers, Koen F.
van Iterson, Maarten
Slieker, Roderick C.
Moed, Matthijs H.
Bonder, Marc Jan
van Galen, Michiel
Mei, Hailiang
Zhernakova, Daria V.
van den Berg, Leonard H.
Deelen, Joris
van Dongen, Jenny
van Heemst, Diana
Hofman, Albert
Hottenga, Jouke J.
van der Kallen, Carla J. H.
Schalkwijk, Casper G.
Stehouwer, Coen D. A.
Tigchelaar, Ettje F.
Uitterlinden, André G.
Willemsen, Gonneke
Zhernakova, Alexandra
Franke, Lude
’t Hoen, Peter A. C.
Jansen, Rick
van Meurs, Joyce
Boomsma, Dorret I.
van Duijn, Cornelia M.
van Greevenbroek, Marleen M. J.
Veldink, Jan H.
Wijmenga, Cisca
van Zwet, Erik W.
Slagboom, P. Eline
Jukema, J. Wouter
Heijmans, Bastiaan T.
author_facet Dekkers, Koen F.
van Iterson, Maarten
Slieker, Roderick C.
Moed, Matthijs H.
Bonder, Marc Jan
van Galen, Michiel
Mei, Hailiang
Zhernakova, Daria V.
van den Berg, Leonard H.
Deelen, Joris
van Dongen, Jenny
van Heemst, Diana
Hofman, Albert
Hottenga, Jouke J.
van der Kallen, Carla J. H.
Schalkwijk, Casper G.
Stehouwer, Coen D. A.
Tigchelaar, Ettje F.
Uitterlinden, André G.
Willemsen, Gonneke
Zhernakova, Alexandra
Franke, Lude
’t Hoen, Peter A. C.
Jansen, Rick
van Meurs, Joyce
Boomsma, Dorret I.
van Duijn, Cornelia M.
van Greevenbroek, Marleen M. J.
Veldink, Jan H.
Wijmenga, Cisca
van Zwet, Erik W.
Slagboom, P. Eline
Jukema, J. Wouter
Heijmans, Bastiaan T.
author_sort Dekkers, Koen F.
collection PubMed
description BACKGROUND: Cells can be primed by external stimuli to obtain a long-term epigenetic memory. We hypothesize that long-term exposure to elevated blood lipids can prime circulating immune cells through changes in DNA methylation, a process that may contribute to the development of atherosclerosis. To interrogate the causal relationship between triglyceride, low-density lipoprotein (LDL) cholesterol, and high-density lipoprotein (HDL) cholesterol levels and genome-wide DNA methylation while excluding confounding and pleiotropy, we perform a stepwise Mendelian randomization analysis in whole blood of 3296 individuals. RESULTS: This analysis shows that differential methylation is the consequence of inter-individual variation in blood lipid levels and not vice versa. Specifically, we observe an effect of triglycerides on DNA methylation at three CpGs, of LDL cholesterol at one CpG, and of HDL cholesterol at two CpGs using multivariable Mendelian randomization. Using RNA-seq data available for a large subset of individuals (N = 2044), DNA methylation of these six CpGs is associated with the expression of CPT1A and SREBF1 (for triglycerides), DHCR24 (for LDL cholesterol) and ABCG1 (for HDL cholesterol), which are all key regulators of lipid metabolism. CONCLUSIONS: Our analysis suggests a role for epigenetic priming in end-product feedback control of lipid metabolism and highlights Mendelian randomization as an effective tool to infer causal relationships in integrative genomics data. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-016-1000-6) contains supplementary material, which is available to authorized users.
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spelling pubmed-49220562016-06-28 Blood lipids influence DNA methylation in circulating cells Dekkers, Koen F. van Iterson, Maarten Slieker, Roderick C. Moed, Matthijs H. Bonder, Marc Jan van Galen, Michiel Mei, Hailiang Zhernakova, Daria V. van den Berg, Leonard H. Deelen, Joris van Dongen, Jenny van Heemst, Diana Hofman, Albert Hottenga, Jouke J. van der Kallen, Carla J. H. Schalkwijk, Casper G. Stehouwer, Coen D. A. Tigchelaar, Ettje F. Uitterlinden, André G. Willemsen, Gonneke Zhernakova, Alexandra Franke, Lude ’t Hoen, Peter A. C. Jansen, Rick van Meurs, Joyce Boomsma, Dorret I. van Duijn, Cornelia M. van Greevenbroek, Marleen M. J. Veldink, Jan H. Wijmenga, Cisca van Zwet, Erik W. Slagboom, P. Eline Jukema, J. Wouter Heijmans, Bastiaan T. Genome Biol Research BACKGROUND: Cells can be primed by external stimuli to obtain a long-term epigenetic memory. We hypothesize that long-term exposure to elevated blood lipids can prime circulating immune cells through changes in DNA methylation, a process that may contribute to the development of atherosclerosis. To interrogate the causal relationship between triglyceride, low-density lipoprotein (LDL) cholesterol, and high-density lipoprotein (HDL) cholesterol levels and genome-wide DNA methylation while excluding confounding and pleiotropy, we perform a stepwise Mendelian randomization analysis in whole blood of 3296 individuals. RESULTS: This analysis shows that differential methylation is the consequence of inter-individual variation in blood lipid levels and not vice versa. Specifically, we observe an effect of triglycerides on DNA methylation at three CpGs, of LDL cholesterol at one CpG, and of HDL cholesterol at two CpGs using multivariable Mendelian randomization. Using RNA-seq data available for a large subset of individuals (N = 2044), DNA methylation of these six CpGs is associated with the expression of CPT1A and SREBF1 (for triglycerides), DHCR24 (for LDL cholesterol) and ABCG1 (for HDL cholesterol), which are all key regulators of lipid metabolism. CONCLUSIONS: Our analysis suggests a role for epigenetic priming in end-product feedback control of lipid metabolism and highlights Mendelian randomization as an effective tool to infer causal relationships in integrative genomics data. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-016-1000-6) contains supplementary material, which is available to authorized users. BioMed Central 2016-06-27 /pmc/articles/PMC4922056/ /pubmed/27350042 http://dx.doi.org/10.1186/s13059-016-1000-6 Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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.
spellingShingle Research
Dekkers, Koen F.
van Iterson, Maarten
Slieker, Roderick C.
Moed, Matthijs H.
Bonder, Marc Jan
van Galen, Michiel
Mei, Hailiang
Zhernakova, Daria V.
van den Berg, Leonard H.
Deelen, Joris
van Dongen, Jenny
van Heemst, Diana
Hofman, Albert
Hottenga, Jouke J.
van der Kallen, Carla J. H.
Schalkwijk, Casper G.
Stehouwer, Coen D. A.
Tigchelaar, Ettje F.
Uitterlinden, André G.
Willemsen, Gonneke
Zhernakova, Alexandra
Franke, Lude
’t Hoen, Peter A. C.
Jansen, Rick
van Meurs, Joyce
Boomsma, Dorret I.
van Duijn, Cornelia M.
van Greevenbroek, Marleen M. J.
Veldink, Jan H.
Wijmenga, Cisca
van Zwet, Erik W.
Slagboom, P. Eline
Jukema, J. Wouter
Heijmans, Bastiaan T.
Blood lipids influence DNA methylation in circulating cells
title Blood lipids influence DNA methylation in circulating cells
title_full Blood lipids influence DNA methylation in circulating cells
title_fullStr Blood lipids influence DNA methylation in circulating cells
title_full_unstemmed Blood lipids influence DNA methylation in circulating cells
title_short Blood lipids influence DNA methylation in circulating cells
title_sort blood lipids influence dna methylation in circulating cells
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4922056/
https://www.ncbi.nlm.nih.gov/pubmed/27350042
http://dx.doi.org/10.1186/s13059-016-1000-6
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