Person: Joehanes, Roby
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Publication Association of Body Mass Index with DNA Methylation and Gene Expression in Blood Cells and Relations to Cardiometabolic Disease: A Mendelian Randomization Approach
(Public Library of Science, 2017) Mendelson, Michael M.; Marioni, Riccardo E.; Joehanes, Roby; Liu, Chunyu; Hedman, Åsa K.; Aslibekyan, Stella; Demerath, Ellen W.; Guan, Weihua; Zhi, Degui; Yao, Chen; Huan, Tianxiao; Willinger, Christine; Chen, Brian; Courchesne, Paul; Multhaup, Michael; Irvin, Marguerite R.; Cohain, Ariella; Schadt, Eric E.; Grove, Megan L.; Bressler, Jan; North, Kari; Sundström, Johan; Gustafsson, Stefan; Shah, Sonia; McRae, Allan F.; Harris, Sarah E.; Gibson, Jude; Redmond, Paul; Corley, Janie; Murphy, Lee; Starr, John M.; Kleinbrink, Erica; Lipovich, Leonard; Visscher, Peter M.; Wray, Naomi R.; Krauss, Ronald M.; Fallin, Daniele; Feinberg, Andrew; Absher, Devin M.; Fornage, Myriam; Pankow, James S.; Lind, Lars; Fox, Caroline; Ingelsson, Erik; Arnett, Donna K.; Boerwinkle, Eric; Liang, Liming; Levy, Daniel; Deary, Ian J.Background: The link between DNA methylation, obesity, and adiposity-related diseases in the general population remains uncertain. Methods and Findings: We conducted an association study of body mass index (BMI) and differential methylation for over 400,000 CpGs assayed by microarray in whole-blood-derived DNA from 3,743 participants in the Framingham Heart Study and the Lothian Birth Cohorts, with independent replication in three external cohorts of 4,055 participants. We examined variations in whole blood gene expression and conducted Mendelian randomization analyses to investigate the functional and clinical relevance of the findings. We identified novel and previously reported BMI-related differential methylation at 83 CpGs that replicated across cohorts; BMI-related differential methylation was associated with concurrent changes in the expression of genes in lipid metabolism pathways. Genetic instrumental variable analysis of alterations in methylation at one of the 83 replicated CpGs, cg11024682 (intronic to sterol regulatory element binding transcription factor 1 [SREBF1]), demonstrated links to BMI, adiposity-related traits, and coronary artery disease. Independent genetic instruments for expression of SREBF1 supported the findings linking methylation to adiposity and cardiometabolic disease. Methylation at a substantial proportion (16 of 83) of the identified loci was found to be secondary to differences in BMI. However, the cross-sectional nature of the data limits definitive causal determination. Conclusions: We present robust associations of BMI with differential DNA methylation at numerous loci in blood cells. BMI-related DNA methylation and gene expression provide mechanistic insights into the relationship between DNA methylation, obesity, and adiposity-related diseases.
Publication Epigenetic Patterns in Blood Associated With Lipid Traits Predict Incident Coronary Heart Disease Events and Are Enriched for Results From Genome-Wide Association Studies
(Lippincott Williams & Wilkins, 2017) Hedman, Åsa K.; Mendelson, Michael; Marioni, Riccardo E.; Gustafsson, Stefan; Joehanes, Roby; Irvin, Marguerite R.; Zhi, Degui; Sandling, Johanna K.; Yao, Chen; Liu, Chunyu; Liang, Liming; Huan, Tianxiao; McRae, Allan F.; Demissie, Serkalem; Shah, Sonia; Starr, John M.; Cupples, L. Adrienne; Deloukas, Panos; Spector, Timothy D.; Sundström, Johan; Krauss, Ronald M.; Arnett, Donna K.; Deary, Ian J.; Lind, Lars; Levy, Daniel; Ingelsson, ErikBackground— Genome-wide association studies have identified loci influencing circulating lipid concentrations in humans; further information on novel contributing genes, pathways, and biology may be gained through studies of epigenetic modifications. Methods and Results— To identify epigenetic changes associated with lipid concentrations, we assayed genome-wide DNA methylation at cytosine–guanine dinucleotides (CpGs) in whole blood from 2306 individuals from 2 population-based cohorts, with replication of findings in 2025 additional individuals. We identified 193 CpGs associated with lipid levels in the discovery stage (P<1.08E-07) and replicated 33 (at Bonferroni-corrected P<0.05), including 25 novel CpGs not previously associated with lipids. Genes at lipid-associated CpGs were enriched in lipid and amino acid metabolism processes. A differentially methylated locus associated with triglycerides and high-density lipoprotein cholesterol (HDL-C; cg27243685; P=8.1E-26 and 9.3E-19) was associated with cis-expression of a reverse cholesterol transporter (ABCG1; P=7.2E-28) and incident cardiovascular disease events (hazard ratio per SD increment, 1.38; 95% confidence interval, 1.15–1.66; P=0.0007). We found significant cis-methylation quantitative trait loci at 64% of the 193 CpGs with an enrichment of signals from genome-wide association studies of lipid levels (PTC=0.004, PHDL-C=0.008 and Ptriglycerides=0.00003) and coronary heart disease (P=0.0007). For example, genome-wide significant variants associated with low-density lipoprotein cholesterol and coronary heart disease at APOB were cis-methylation quantitative trait loci for a low-density lipoprotein cholesterol–related differentially methylated locus. Conclusions— We report novel associations of DNA methylation with lipid levels, describe epigenetic mechanisms related to previous genome-wide association studies discoveries, and provide evidence implicating epigenetic regulation of reverse cholesterol transport in blood in relation to occurrence of cardiovascular disease events.
Publication DNA methylation signatures of chronic low-grade inflammation are associated with complex diseases
(BioMed Central, 2016) Ligthart, Symen; Marzi, Carola; Aslibekyan, Stella; Mendelson, Michael M.; Conneely, Karen N.; Tanaka, Toshiko; Colicino, Elena; Waite, Lindsay L.; Joehanes, Roby; Guan, Weihua; Brody, Jennifer A.; Elks, Cathy; Marioni, Riccardo; Jhun, Min A.; Agha, Golareh; Bressler, Jan; Ward-Caviness, Cavin K.; Chen, Brian H.; Huan, Tianxiao; Bakulski, Kelly; Salfati, Elias L.; Fiorito, Giovanni; Wahl, Simone; Schramm, Katharina; Sha, Jin; Hernandez, Dena G.; Just, Allan C.; Smith, Jennifer A.; Sotoodehnia, Nona; Pilling, Luke C.; Pankow, James S.; Tsao, Phil S.; Liu, Chunyu; Zhao, Wei; Guarrera, Simonetta; Michopoulos, Vasiliki J.; Smith, Alicia K.; Peters, Marjolein J.; Melzer, David; Vokonas, Pantel; Fornage, Myriam; Prokisch, Holger; Bis, Joshua C.; Chu, Audrey Y.; Herder, Christian; Grallert, Harald; Yao, Chen; Shah, Sonia; McRae, Allan F.; Lin, Honghuang; Horvath, Steve; Fallin, Daniele; Hofman, Albert; Wareham, Nicholas J.; Wiggins, Kerri L.; Feinberg, Andrew P.; Starr, John M.; Visscher, Peter M.; Murabito, Joanne M.; Kardia, Sharon L. R.; Absher, Devin M.; Binder, Elisabeth B.; Singleton, Andrew B.; Bandinelli, Stefania; Peters, Annette; Waldenberger, Melanie; Matullo, Giuseppe; Schwartz, Joel; Demerath, Ellen W.; Uitterlinden, André G.; van Meurs, Joyce B. J.; Franco, Oscar H.; Chen, Yii-Der Ida; Levy, Daniel; Turner, Stephen T.; Deary, Ian J.; Ressler, Kerry; Dupuis, Josée; Ferrucci, Luigi; Ong, Ken K.; Assimes, Themistocles L.; Boerwinkle, Eric; Koenig, Wolfgang; Arnett, Donna K.; Baccarelli, Andrea; Benjamin, Emelia J.; Dehghan, AbbasBackground: Chronic low-grade inflammation reflects a subclinical immune response implicated in the pathogenesis of complex diseases. Identifying genetic loci where DNA methylation is associated with chronic low-grade inflammation may reveal novel pathways or therapeutic targets for inflammation. Results: We performed a meta-analysis of epigenome-wide association studies (EWAS) of serum C-reactive protein (CRP), which is a sensitive marker of low-grade inflammation, in a large European population (n = 8863) and trans-ethnic replication in African Americans (n = 4111). We found differential methylation at 218 CpG sites to be associated with CRP (P < 1.15 × 10–7) in the discovery panel of European ancestry and replicated (P < 2.29 × 10–4) 58 CpG sites (45 unique loci) among African Americans. To further characterize the molecular and clinical relevance of the findings, we examined the association with gene expression, genetic sequence variants, and clinical outcomes. DNA methylation at nine (16%) CpG sites was associated with whole blood gene expression in cis (P < 8.47 × 10–5), ten (17%) CpG sites were associated with a nearby genetic variant (P < 2.50 × 10–3), and 51 (88%) were also associated with at least one related cardiometabolic entity (P < 9.58 × 10–5). An additive weighted score of replicated CpG sites accounted for up to 6% inter-individual variation (R2) of age-adjusted and sex-adjusted CRP, independent of known CRP-related genetic variants. Conclusion: We have completed an EWAS of chronic low-grade inflammation and identified many novel genetic loci underlying inflammation that may serve as targets for the development of novel therapeutic interventions for inflammation. Electronic supplementary material The online version of this article (doi:10.1186/s13059-016-1119-5) contains supplementary material, which is available to authorized users.
Publication Genetically defined elevated homocysteine levels do not result in widespread changes of DNA methylation in leukocytes
(Public Library of Science, 2017) Mandaviya, Pooja R.; Joehanes, Roby; Aïssi, Dylan; Kühnel, Brigitte; Marioni, Riccardo E.; Truong, Vinh; Stolk, Lisette; Beekman, Marian; Bonder, Marc Jan; Franke, Lude; Gieger, Christian; Huan, Tianxiao; Ikram, M. Arfan; Kunze, Sonja; Liang, Liming; Lindemans, Jan; Liu, Chunyu; McRae, Allan F.; Mendelson, Michael M.; Müller-Nurasyid, Martina; Peters, Annette; Slagboom, P. Eline; Starr, John M.; Trégouët, David-Alexandre; Uitterlinden, André G.; van Greevenbroek, Marleen M. J.; van Heemst, Diana; van Iterson, Maarten; Wells, Philip S.; Yao, Chen; Deary, Ian J.; Gagnon, France; Heijmans, Bastiaan T.; Levy, Daniel; Morange, Pierre-Emmanuel; Waldenberger, Melanie; Heil, Sandra G.; van Meurs, Joyce B. J.Background: DNA methylation is affected by the activities of the key enzymes and intermediate metabolites of the one-carbon pathway, one of which involves homocysteine. We investigated the effect of the well-known genetic variant associated with mildly elevated homocysteine: MTHFR 677C>T independently and in combination with other homocysteine-associated variants, on genome-wide leukocyte DNA-methylation. Methods: Methylation levels were assessed using Illumina 450k arrays on 9,894 individuals of European ancestry from 12 cohort studies. Linear-mixed-models were used to study the association of additive MTHFR 677C>T and genetic-risk score (GRS) based on 18 homocysteine-associated SNPs, with genome-wide methylation. Results: Meta-analysis revealed that the MTHFR 677C>T variant was associated with 35 CpG sites in cis, and the GRS showed association with 113 CpG sites near the homocysteine-associated variants. Genome-wide analysis revealed that the MTHFR 677C>T variant was associated with 1 trans-CpG (nearest gene ZNF184), while the GRS model showed association with 5 significant trans-CpGs annotated to nearest genes PTF1A, MRPL55, CTDSP2, CRYM and FKBP5. Conclusions: Our results do not show widespread changes in DNA-methylation across the genome, and therefore do not support the hypothesis that mildly elevated homocysteine is associated with widespread methylation changes in leukocytes.