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Boer CG, Szilagyi I, Nguyen NL, Neogi T, Meulenbelt I, Ikram MA, Uitterlinden AG, Bierma-Zeinstra S, Stricker BH, van Meurs JB. Vitamin K antagonist anticoagulant usage is associated with increased incidence and progression of osteoarthritis. Ann Rheum Dis 2021; 80:598-604. [PMID: 34412027 PMCID: PMC8053344 DOI: 10.1136/annrheumdis-2020-219483] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 01/19/2021] [Accepted: 01/20/2021] [Indexed: 12/15/2022]
Abstract
OBJECTIVES Vitamin K is hypothesised to play a role in osteoarthritis (OA) pathogenesis through effects on vitamin K-dependent bone and cartilage proteins, and therefore may represent a modifiable risk factor. A genetic variant in a vitamin K-dependent protein that is an essential inhibitor for cartilage calcification, matrix Gla protein (MGP), was associated with an increased risk for OA. Vitamin K antagonist anticoagulants (VKAs), such as warfarin and acenocoumarol, act as anticoagulants through inhibition of vitamin K-dependent blood coagulation proteins. VKAs likely also affect the functioning of other vitamin K-dependent proteins such as MGP. METHODS We investigated the effect of acenocoumarol usage on progression and incidence of radiographic OA in 3494 participants of the Rotterdam Study cohort. We also examined the effect of MGP and VKORC1 single nucleotide variants on this association. RESULTS Acenocoumarol usage was associated with an increased risk of OA incidence and progression (OR=2.50, 95% CI=1.94-3.20), both for knee (OR=2.34, 95% CI=1.67-3.22) and hip OA (OR=2.74, 95% CI=1.82-4.11). Among acenocoumarol users, carriers of the high VKORC1(BB) expression haplotype together with the MGP OA risk allele (rs1800801-T) had an increased risk of OA incidence and progression (OR=4.18, 95% CI=2.69-6.50), while this relationship was not present in non-users of that group (OR=1.01, 95% CI=0.78-1.33). CONCLUSIONS These findings support the importance of vitamin K and vitamin K-dependent proteins, as MGP, in the pathogenesis of OA. Additionally, these results may have direct implications for the clinical prevention of OA, supporting the consideration of direct oral anticoagulants in favour of VKAs.
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Affiliation(s)
- Cindy G Boer
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Ingrid Szilagyi
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
- Department of General Practice, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - N Long Nguyen
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Tuhina Neogi
- Section of Rheumatology, Department of Medicine, Boston University Medical Campus, Boston, Massachusetts, USA
| | - Ingrid Meulenbelt
- Section Molecular Epidemiology, Department Biomedical Data Sciences, Leiden University Medical Center, Leiden, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - André G Uitterlinden
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Sita Bierma-Zeinstra
- Department of General Practice, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Bruno H Stricker
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
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2
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Rahman MS, Winsvold BS, Chavez Chavez SO, Børte S, Tsepilov YA, Sharapov SZ, Aulchenko YS, Hagen K, Fors EA, Hveem K, Zwart JA, van Meurs JB, Freidin MB, Williams FM. Genome-wide association study identifies RNF123 locus as associated with chronic widespread musculoskeletal pain. Ann Rheum Dis 2021; 80:1227-1235. [PMID: 33926923 PMCID: PMC8372387 DOI: 10.1136/annrheumdis-2020-219624] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 02/23/2021] [Accepted: 02/25/2021] [Indexed: 12/18/2022]
Abstract
Background and objectives Chronic widespread musculoskeletal pain (CWP) is a symptom of fibromyalgia and a complex trait with poorly understood pathogenesis. CWP is heritable (48%–54%), but its genetic architecture is unknown and candidate gene studies have produced inconsistent results. We conducted a genome-wide association study to get insight into the genetic background of CWP. Methods Northern Europeans from UK Biobank comprising 6914 cases reporting pain all over the body lasting >3 months and 242 929 controls were studied. Replication of three independent genome-wide significant single nucleotide polymorphisms was attempted in six independent European cohorts (n=43 080; cases=14 177). Genetic correlations with risk factors, tissue specificity and colocalisation were examined. Results Three genome-wide significant loci were identified (rs1491985, rs10490825, rs165599) residing within the genes Ring Finger Protein 123 (RNF123), ATPase secretory pathway Ca2+transporting 1 (ATP2C1) and catechol-O-methyltransferase (COMT). The RNF123 locus was replicated (meta-analysis p=0.0002), the ATP2C1 locus showed suggestive association (p=0.0227) and the COMT locus was not replicated. Partial genetic correlation between CWP and depressive symptoms, body mass index, age of first birth and years of schooling were identified. Tissue specificity and colocalisation analysis highlight the relevance of skeletal muscle in CWP. Conclusions We report a novel association of RNF123 locus and a suggestive association of ATP2C1 locus with CWP. Both loci are consistent with a role of calcium regulation in CWP. The association with COMT, one of the most studied genes in chronic pain field, was not confirmed in the replication analysis.
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Affiliation(s)
- Md Shafiqur Rahman
- Department of Twin Research and Genetic Epidemiology, School of Life Course Sciences, King's College London, London, UK
| | - Bendik S Winsvold
- Department of Research, Innovation and Education,Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.,Department of Neurology, Oslo universitetssykehus Ullevål, Oslo, Norway.,K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Sergio O Chavez Chavez
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, Zuid-Holland, The Netherlands
| | - Sigrid Børte
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.,Research and Communication Unit for Musculoskeletal Health (FORMI), Department of Research, Innovation and Education, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine,Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Yakov A Tsepilov
- Laboratory of Theoretical and Applied Functional Genomics, Novosibirsk State University, Novosibirsk, 630090, Novosibirskaâ, Russia.,PolyOmica, 's-Hertogenbosch, PA, The Netherlands.,Laboratory of Recombination and Segregation Analysis, Institute of Cytology and Genetics, 10 Lavrentiev Avenue, Novosibirsk, 630090, Russia
| | - Sodbo Zh Sharapov
- Laboratory of Theoretical and Applied Functional Genomics, Novosibirsk State University, Novosibirsk, 630090, Novosibirskaâ, Russia.,Laboratory of Recombination and Segregation Analysis, Institute of Cytology and Genetics, 10 Lavrentiev Avenue, Novosibirsk, 630090, Russia
| | | | - Yurii S Aulchenko
- Laboratory of Theoretical and Applied Functional Genomics, Novosibirsk State University, Novosibirsk, 630090, Novosibirskaâ, Russia.,PolyOmica, 's-Hertogenbosch, PA, The Netherlands
| | - Knut Hagen
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.,Clinical Research Unit Central Norway, St Olavs University Hospital, Trondheim, Norway
| | - Egil A Fors
- Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Kristian Hveem
- K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.,HUNT Research Center, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - John Anker Zwart
- Department of Research, Innovation and Education,Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway.,K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.,Institute of Clinical Medicine,Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, Zuid-Holland, The Netherlands
| | - Maxim B Freidin
- Department of Twin Research and Genetic Epidemiology, School of Life Course Sciences, King's College London, London, UK
| | - Frances Mk Williams
- Department of Twin Research and Genetic Epidemiology, School of Life Course Sciences, King's College London, London, UK
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3
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Ince-Askan H, Mandaviya PR, Felix JF, Duijts L, van Meurs JB, Hazes JMW, Dolhain RJEM. Altered DNA methylation in children born to mothers with rheumatoid arthritis during pregnancy. Ann Rheum Dis 2019; 78:1198-1204. [PMID: 31142478 PMCID: PMC6788924 DOI: 10.1136/annrheumdis-2018-214930] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2018] [Revised: 04/17/2019] [Accepted: 05/07/2019] [Indexed: 11/04/2022]
Abstract
OBJECTIVES The main objective of this study was to determine whether the DNA methylation profile of children born to mothers with rheumatoid arthritis (RA) is different from that of children born to mothers from the general population. In addition, we aimed to determine whether any differences in methylation are associated with maternal RA disease activity or medication use during pregnancy. METHODS For this study, genome-wide DNA methylation was measured at cytosine-phosphate-guanine (CpG) sites, using the Infinium Illumina HumanMethylation 450K BeadChip, in 80 blood samples from children (mean age=6.8 years) born to mothers with RA. As controls, blood samples from 354 children (mean age=6.0 years) from the population-based Generation R Study were used. Linear mixed models were performed to investigate differential methylation between the groups, corrected for relevant confounders. RESULTS A total of 147 CpGs were differentially methylated between blood samples of children born to mothers with RA and the control blood samples. The five most significantly associated CpGs were cg06642177, cg08867893, cg06778273, cg07786668 and cg20116574. The differences in methylation were not associated with maternal RA disease activity or medication use during pregnancy. CONCLUSIONS DNA methylation at 147 CpGs differed between children born to mothers with RA and children born to mothers from the general population. It remains unknown whether the identified associations are causal, and if so whether they are caused by the disease or treatment. More research, including replication of these results, is necessary in order to strengthen the relevance of our findings for the later-life health of children born to mothers with RA.
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Affiliation(s)
- Hilal Ince-Askan
- Department of Rheumatology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Pooja R Mandaviya
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Janine F Felix
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Liesbeth Duijts
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Pediatrics, Division of Respiratory Medicine and Allergology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Pediatrics, Division of Neonatology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Johanna M W Hazes
- Department of Rheumatology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Radboud J E M Dolhain
- Department of Rheumatology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
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den Dekker HT, Burrows K, Felix JF, Salas LA, Nedeljkovic I, Yao J, Rifas-Shiman SL, Ruiz-Arenas C, Amin N, Bustamante M, DeMeo DL, Henderson AJ, Howe CG, Hivert MF, Ikram MA, de Jongste JC, Lahousse L, Mandaviya PR, van Meurs JB, Pinart M, Sharp GC, Stolk L, Uitterlinden AG, Anto JM, Litonjua AA, Breton CV, Brusselle GG, Sunyer J, Smith GD, Relton CL, Jaddoe VWV, Duijts L. Newborn DNA-methylation, childhood lung function, and the risks of asthma and COPD across the life course. Eur Respir J 2019; 53:13993003.01795-2018. [PMID: 30765504 DOI: 10.1183/13993003.01795-2018] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Accepted: 01/08/2019] [Indexed: 01/13/2023]
Abstract
RATIONALE We aimed to identify differentially methylated regions (DMRs) in cord blood DNA associated with childhood lung function, asthma and chronic obstructive pulmonary disease (COPD) across the life course. METHODS We meta-analysed epigenome-wide data of 1688 children from five cohorts to identify cord blood DMRs and their annotated genes, in relation to forced expiratory volume in 1 s (FEV1), FEV1/forced vital capacity (FVC) ratio and forced expiratory flow at 75% of FVC at ages 7-13 years. Identified DMRs were explored for associations with childhood asthma, adult lung function and COPD, gene expression and involvement in biological processes. RESULTS We identified 59 DMRs associated with childhood lung function, of which 18 were associated with childhood asthma and nine with COPD in adulthood. Genes annotated to the top 10 identified DMRs were HOXA5, PAOX, LINC00602, ABCA7, PER3, CLCA1, VENTX, NUDT12, PTPRN2 and TCL1A. Differential gene expression in blood was observed for 32 DMRs in childhood and 18 in adulthood. Genes related with 16 identified DMRs were associated with respiratory developmental or pathogenic pathways. INTERPRETATION Our findings suggest that the epigenetic status of the newborn affects respiratory health and disease across the life course.
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Affiliation(s)
- Herman T den Dekker
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Pediatrics, Division of Respiratory Medicine and Allergology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,These authors contributed equally
| | - Kimberley Burrows
- MRC Integrative Epidemiology Unit, University of Bristol, UK School of Social and Community Medicine, University of Bristol, Bristol, UK.,These authors contributed equally
| | - Janine F Felix
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,These authors contributed equally
| | - Lucas A Salas
- ISGLobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain.,Dept of Epidemiology, Geisel School of Medicine at Dartmouth, Lebanon, NH, USA.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - Ivana Nedeljkovic
- Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Jin Yao
- Dept of Preventive Medicine, University of Southern California, Los Angeles, CA, USA
| | - Sheryl L Rifas-Shiman
- Obesity Prevention Program, Dept of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Carlos Ruiz-Arenas
- ISGLobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - N Amin
- Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Mariona Bustamante
- ISGLobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain.,Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Dawn L DeMeo
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - A John Henderson
- MRC Integrative Epidemiology Unit, University of Bristol, UK School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Caitlin G Howe
- Dept of Preventive Medicine, University of Southern California, Los Angeles, CA, USA
| | - Marie-France Hivert
- Obesity Prevention Program, Dept of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - M Arfan Ikram
- Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Johan C de Jongste
- Dept of Pediatrics, Division of Respiratory Medicine and Allergology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Lies Lahousse
- Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
| | - Pooja R Mandaviya
- Dept of Clinical Chemistry, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Joyce B van Meurs
- Dept of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Mariona Pinart
- ISGLobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain.,IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Gemma C Sharp
- MRC Integrative Epidemiology Unit, University of Bristol, UK School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Lisette Stolk
- Dept of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Netherlands Consortium for Healthy Ageing (NCHA), Erasmus MC, University Medical Center Rotterdam, The Netherlands
| | - André G Uitterlinden
- Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Netherlands Consortium for Healthy Ageing (NCHA), Erasmus MC, University Medical Center Rotterdam, The Netherlands
| | - Josep M Anto
- ISGLobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain.,IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Augusto A Litonjua
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Carrie V Breton
- Dept of Preventive Medicine, University of Southern California, Los Angeles, CA, USA
| | - Guy G Brusselle
- Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Preventive Medicine, University of Southern California, Los Angeles, CA, USA.,Dept of Respiratory Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Jordi Sunyer
- ISGLobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain.,IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, UK School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Caroline L Relton
- MRC Integrative Epidemiology Unit, University of Bristol, UK School of Social and Community Medicine, University of Bristol, Bristol, UK.,These authors contributed equally
| | - Vincent W V Jaddoe
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,Dept of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,These authors contributed equally
| | - Liesbeth Duijts
- Dept of Pediatrics, Division of Respiratory Medicine and Allergology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands .,Dept of Pediatrics, Division of Neonatology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.,These authors contributed equally
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5
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Richard MA, Huan T, Ligthart S, Gondalia R, Jhun MA, Brody JA, Irvin MR, Marioni R, Shen J, Tsai PC, Montasser ME, Jia Y, Syme C, Salfati EL, Boerwinkle E, Guan W, Mosley TH, Bressler J, Morrison AC, Liu C, Mendelson MM, Uitterlinden AG, van Meurs JB, Franco OH, Zhang G, Li Y, Stewart JD, Bis JC, Psaty BM, Chen YDI, Kardia SLR, Zhao W, Turner ST, Absher D, Aslibekyan S, Starr JM, McRae AF, Hou L, Just AC, Schwartz JD, Vokonas PS, Menni C, Spector TD, Shuldiner A, Damcott CM, Rotter JI, Palmas W, Liu Y, Paus T, Horvath S, O'Connell JR, Guo X, Pausova Z, Assimes TL, Sotoodehnia N, Smith JA, Arnett DK, Deary IJ, Baccarelli AA, Bell JT, Whitsel E, Dehghan A, Levy D, Fornage M. DNA Methylation Analysis Identifies Loci for Blood Pressure Regulation. Am J Hum Genet 2017; 101:888-902. [PMID: 29198723 PMCID: PMC5812919 DOI: 10.1016/j.ajhg.2017.09.028] [Citation(s) in RCA: 132] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Accepted: 09/28/2017] [Indexed: 12/13/2022] Open
Abstract
Genome-wide association studies have identified hundreds of genetic variants associated with blood pressure (BP), but sequence variation accounts for a small fraction of the phenotypic variance. Epigenetic changes may alter the expression of genes involved in BP regulation and explain part of the missing heritability. We therefore conducted a two-stage meta-analysis of the cross-sectional associations of systolic and diastolic BP with blood-derived genome-wide DNA methylation measured on the Infinium HumanMethylation450 BeadChip in 17,010 individuals of European, African American, and Hispanic ancestry. Of 31 discovery-stage cytosine-phosphate-guanine (CpG) dinucleotides, 13 replicated after Bonferroni correction (discovery: N = 9,828, p < 1.0 × 10-7; replication: N = 7,182, p < 1.6 × 10-3). The replicated methylation sites are heritable (h2 > 30%) and independent of known BP genetic variants, explaining an additional 1.4% and 2.0% of the interindividual variation in systolic and diastolic BP, respectively. Bidirectional Mendelian randomization among up to 4,513 individuals of European ancestry from 4 cohorts suggested that methylation at cg08035323 (TAF1B-YWHAQ) influences BP, while BP influences methylation at cg00533891 (ZMIZ1), cg00574958 (CPT1A), and cg02711608 (SLC1A5). Gene expression analyses further identified six genes (TSPAN2, SLC7A11, UNC93B1, CPT1A, PTMS, and LPCAT3) with evidence of triangular associations between methylation, gene expression, and BP. Additional integrative Mendelian randomization analyses of gene expression and DNA methylation suggested that the expression of TSPAN2 is a putative mediator of association between DNA methylation at cg23999170 and BP. These findings suggest that heritable DNA methylation plays a role in regulating BP independently of previously known genetic variants.
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Affiliation(s)
- Melissa A Richard
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Science Center, Houston, TX 77030, USA.
| | - Tianxiao Huan
- Population Sciences Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA; Framingham Heart Study, Framingham, MA 01702, USA
| | - Symen Ligthart
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - Rahul Gondalia
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Min A Jhun
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48108, USA
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Marguerite R Irvin
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Riccardo Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Medical Genetics Section, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK; Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Jincheng Shen
- Department of Population Health Sciences, University of Utah School of Medicine, Salt Lake City, UT 84108, USA
| | - Pei-Chien Tsai
- Department of Twin Research and Genetic Epidemiology, Kings College London, SE17EH London, UK
| | - May E Montasser
- Division of Endocrinology, Diabetes, and Nutrition, Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Yucheng Jia
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Catriona Syme
- Hospital for Sick Children, University of Toronto, Toronto, ON M5G 0A4, Canada
| | - Elias L Salfati
- Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center, Houston, TX 77030, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Weihua Guan
- Department of Biostatistics, University of Minnesota, Minneapolis, MN 55454, USA
| | - Thomas H Mosley
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center, Houston, TX 77030, USA
| | - Alanna C Morrison
- Human Genetics Center, School of Public Health, University of Texas Health Science Center, Houston, TX 77030, USA
| | - Chunyu Liu
- Population Sciences Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA; Framingham Heart Study, Framingham, MA 01702, USA; Department of Biostatistics, Boston University, Boston, MA 02118, USA
| | - Michael M Mendelson
- Population Sciences Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA; Framingham Heart Study, Framingham, MA 01702, USA; Department of Cardiology, Boston Children's Hospital, Boston, MA 02115, USA
| | - André G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - Guosheng Zhang
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27514, USA; Curriculum in Bioinformatics and Computational Biology, University of North Carolina, Chapel Hill, NC 27514, USA; Department of Statistics, University of North Carolina, Chapel Hill, NC 27514, USA
| | - Yun Li
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27514, USA; Department of Biostatistics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - James D Stewart
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC 27599, USA; Carolina Population Center, University of North Carolina, Chapel Hill, NC 27514, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA 98101, USA; Kaiser Permanente Washington Health Research Unit, Seattle, WA 98101, USA
| | - Yii-Der Ida Chen
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48108, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48108, USA
| | - Stephen T Turner
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN 55905, USA
| | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Stella Aslibekyan
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Allan F McRae
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia; Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Allan C Just
- Department of Preventive Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Joel D Schwartz
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Pantel S Vokonas
- Veterans Affairs Normative Aging Study, Veterans Affairs Boston Healthcare System, Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, Kings College London, SE17EH London, UK
| | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, Kings College London, SE17EH London, UK
| | - Alan Shuldiner
- Division of Endocrinology, Diabetes, and Nutrition, Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA; The Regeneron Genetics Center, Regeneron Pharmaceuticals, Tarrytown, NY 10591, USA
| | - Coleen M Damcott
- Division of Endocrinology, Diabetes, and Nutrition, Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Walter Palmas
- Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Yongmei Liu
- Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Tomáš Paus
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON M5S 3G3, Canada; Rotman Research Institute, Baycrest, Toronto, ON M6A 2E1, Canada; Child Mind Institute, New York, NY 10022, USA
| | - Steve Horvath
- Department of Human Genetics, Gonda Research Center, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Jeffrey R O'Connell
- Division of Endocrinology, Diabetes, and Nutrition, Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Xiuqing Guo
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Zdenka Pausova
- Hospital for Sick Children, University of Toronto, Toronto, ON M5G 0A4, Canada; Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON M5S 1A8, Canada
| | | | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Division of Cardiology, University of Washington, Seattle, WA 98195, USA
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48108, USA
| | - Donna K Arnett
- University of Kentucky, College of Public Health, Lexington, KY 40563, USA
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Department of Psychology, University of Edinburgh, Edinburgh EH9 8JZ, UK
| | - Andrea A Baccarelli
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Jordana T Bell
- Department of Twin Research and Genetic Epidemiology, Kings College London, SE17EH London, UK
| | - Eric Whitsel
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC 27599, USA; Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands; Department of Biostatistics and Epidemiology, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Daniel Levy
- Population Sciences Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA; Framingham Heart Study, Framingham, MA 01702, USA
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Science Center, Houston, TX 77030, USA; Human Genetics Center, School of Public Health, University of Texas Health Science Center, Houston, TX 77030, USA.
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6
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Herzog EM, Eggink AJ, Willemsen SP, Slieker RC, Wijnands KP, Felix JF, Chen J, Stubbs A, van der Spek PJ, van Meurs JB, Steegers-Theunissen RP. Early- and late-onset preeclampsia and the tissue-specific epigenome of the placenta and newborn. Placenta 2017; 58:122-132. [DOI: 10.1016/j.placenta.2017.08.070] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Revised: 08/18/2017] [Accepted: 08/28/2017] [Indexed: 01/22/2023]
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7
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Herzog EM, Eggink AJ, Willemsen SP, Slieker RC, Wijnands KP, Felix JF, Chen J, Stubbs A, van der Spek PJ, van Meurs JB, Steegers-Theunissen RP. OP 54 Early- and late-onset preeclampsia and the tissue-specific epigenome of the placenta and newborn. Pregnancy Hypertens 2017. [DOI: 10.1016/j.preghy.2017.07.075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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8
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Gervin K, Page CM, Aass HCD, Jansen MA, Fjeldstad HE, Andreassen BK, Duijts L, van Meurs JB, van Zelm MC, Jaddoe VW, Nordeng H, Knudsen GP, Magnus P, Nystad W, Staff AC, Felix JF, Lyle R. Cell type specific DNA methylation in cord blood: A 450K-reference data set and cell count-based validation of estimated cell type composition. Epigenetics 2017; 11:690-698. [PMID: 27494297 DOI: 10.1080/15592294.2016.1214782] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Epigenome-wide association studies of prenatal exposure to different environmental factors are becoming increasingly common. These studies are usually performed in umbilical cord blood. Since blood comprises multiple cell types with specific DNA methylation patterns, confounding caused by cellular heterogeneity is a major concern. This can be adjusted for using reference data consisting of DNA methylation signatures in cell types isolated from blood. However, the most commonly used reference data set is based on blood samples from adult males and is not representative of the cell type composition in neonatal cord blood. The aim of this study was to generate a reference data set from cord blood to enable correct adjustment of the cell type composition in samples collected at birth. The purity of the isolated cell types was very high for all samples (>97.1%), and clustering analyses showed distinct grouping of the cell types according to hematopoietic lineage. We explored whether this cord blood and the adult peripheral blood reference data sets impact the estimation of cell type composition in cord blood samples from an independent birth cohort (MoBa, n = 1092). This revealed significant differences for all cell types. Importantly, comparison of the cell type estimates against matched cell counts both in the cord blood reference samples (n = 11) and in another independent birth cohort (Generation R, n = 195), demonstrated moderate to high correlation of the data. This is the first cord blood reference data set with a comprehensive examination of the downstream application of the data through validation of estimated cell types against matched cell counts.
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Affiliation(s)
- Kristina Gervin
- a Department of Medical Genetics , Oslo University Hospital , Oslo , Norway
| | - Christian Magnus Page
- b Division of Mental and Physical Health , Norwegian Institute of Public Health , Oslo , Norway
| | | | - Michelle A Jansen
- d The Generation R Study Group, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,e Department of Pediatrics, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,f Department of Immunology, Erasmus MC , University Medical Center Rotterdam , the Netherlands
| | | | | | - Liesbeth Duijts
- d The Generation R Study Group, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,i Department of Pediatrics, Division of Respiratory Medicine, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,j Department of Pediatrics, Division of Neonatology, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,k Department of Epidemiology, Erasmus MC , University Medical Center Rotterdam , the Netherlands
| | - Joyce B van Meurs
- l Department of Internal Medicine, Erasmus MC , University Medical Center Rotterdam , the Netherlands
| | - Menno C van Zelm
- m Department of Immunology, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,n Department of Immunology and Pathology, Central Clinical School , Monash University , Melbourne , Victoria , Australia
| | - Vincent W Jaddoe
- d The Generation R Study Group, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,e Department of Pediatrics, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,k Department of Epidemiology, Erasmus MC , University Medical Center Rotterdam , the Netherlands
| | - Hedvig Nordeng
- o Pharmacoepidemiology and Drug Safety Research Group, Department of Pharmacy, School of Pharmacy , University of Oslo , Norway.,p PharmaTox Strategic Research Initiative, Faculty of Mathematics and Natural Sciences , University of Oslo , Oslo , Norway
| | - Gunn Peggy Knudsen
- q Health Data and Digitalisation , Norwegian Institute of Public Health , Oslo , Norway
| | - Per Magnus
- q Health Data and Digitalisation , Norwegian Institute of Public Health , Oslo , Norway
| | - Wenche Nystad
- b Division of Mental and Physical Health , Norwegian Institute of Public Health , Oslo , Norway
| | - Anne Cathrine Staff
- g Departments of Obstetrics and Gynecology , Oslo University Hospital , Oslo , Norway.,r Faculty of Medicine , University of Oslo , Oslo , Norway
| | - Janine F Felix
- d The Generation R Study Group, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,e Department of Pediatrics, Erasmus MC , University Medical Center Rotterdam , the Netherlands.,k Department of Epidemiology, Erasmus MC , University Medical Center Rotterdam , the Netherlands
| | - Robert Lyle
- a Department of Medical Genetics , Oslo University Hospital , Oslo , Norway.,o Pharmacoepidemiology and Drug Safety Research Group, Department of Pharmacy, School of Pharmacy , University of Oslo , Norway.,p PharmaTox Strategic Research Initiative, Faculty of Mathematics and Natural Sciences , University of Oslo , Oslo , Norway
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9
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Smith JG, Felix JF, Morrison AC, Kalogeropoulos A, Trompet S, Wilk JB, Gidlöf O, Wang X, Morley M, Mendelson M, Joehanes R, Ligthart S, Shan X, Bis JC, Wang YA, Sjögren M, Ngwa J, Brandimarto J, Stott DJ, Aguilar D, Rice KM, Sesso HD, Demissie S, Buckley BM, Taylor KD, Ford I, Yao C, Liu C, Sotoodehnia N, van der Harst P, Stricker BHC, Kritchevsky SB, Liu Y, Gaziano JM, Hofman A, Moravec CS, Uitterlinden AG, Kellis M, van Meurs JB, Margulies KB, Dehghan A, Levy D, Olde B, Psaty BM, Cupples LA, Jukema JW, Djousse L, Franco OH, Boerwinkle E, Boyer LA, Newton-Cheh C, Butler J, Vasan RS, Cappola TP, Smith NL. Discovery of Genetic Variation on Chromosome 5q22 Associated with Mortality in Heart Failure. PLoS Genet 2016; 12:e1006034. [PMID: 27149122 PMCID: PMC4858216 DOI: 10.1371/journal.pgen.1006034] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Accepted: 04/18/2016] [Indexed: 11/22/2022] Open
Abstract
Failure of the human heart to maintain sufficient output of blood for the demands of the body, heart failure, is a common condition with high mortality even with modern therapeutic alternatives. To identify molecular determinants of mortality in patients with new-onset heart failure, we performed a meta-analysis of genome-wide association studies and follow-up genotyping in independent populations. We identified and replicated an association for a genetic variant on chromosome 5q22 with 36% increased risk of death in subjects with heart failure (rs9885413, P = 2.7x10-9). We provide evidence from reporter gene assays, computational predictions and epigenomic marks that this polymorphism increases activity of an enhancer region active in multiple human tissues. The polymorphism was further reproducibly associated with a DNA methylation signature in whole blood (P = 4.5x10-40) that also associated with allergic sensitization and expression in blood of the cytokine TSLP (P = 1.1x10-4). Knockdown of the transcription factor predicted to bind the enhancer region (NHLH1) in a human cell line (HEK293) expressing NHLH1 resulted in lower TSLP expression. In addition, we observed evidence of recent positive selection acting on the risk allele in populations of African descent. Our findings provide novel genetic leads to factors that influence mortality in patients with heart failure. In this study, we applied a genome-wide mapping approach to study molecular determinants of mortality in subjects with heart failure. We identified a genetic variant on chromosome 5q22 that was associated with mortality in this group and observed that this variant conferred increased function of an enhancer region active in multiple tissues. We further observed association of the genetic variant with a DNA methylation signature in blood that in turn is associated with allergy and expression of the gene TSLP (Thymic stromal lymphoprotein) in blood. Knockdown of the transcription factor predicted to bind the enhancer region also resulted in lower TSLP expression. The TSLP gene encodes a cytokine that induces release of T-cell attracting chemokines from monocytes, promotes T helper type 2 cell responses, enhances maturation of dendritic cells and activates mast cells. Development of TSLP inhibiting therapeutics are underway and currently in phase III clinical trials for asthma and allergy. These findings provide novel genetic leads to factors that influence mortality in patients with heart failure and in the longer term may result in novel therapies.
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Affiliation(s)
- J. Gustav Smith
- Department of Cardiology, Department of Clinical Sciences, Lund University, Lund, Sweden
- Department of Heart Failure and Valvular Disease, Skåne University Hospital, Lund, Sweden
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
- Center for Human Genetic Research and Cardiovascular Research Center, Harvard Medical School and Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Department of Clinical Sciences, Lund University, Malmö, Sweden
- * E-mail:
| | - Janine F. Felix
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Netherlands Consortium for Healthy Aging (NGI-NCHA), The Netherlands Genomics Initiative, Leiden, the Netherlands
| | - Alanna C. Morrison
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, United States of America
| | - Andreas Kalogeropoulos
- Emory Clinical Cardiovascular Research Institute, Emory University, Atlanta, Georgia, United States of America
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Jemma B. Wilk
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Olof Gidlöf
- Department of Cardiology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Xinchen Wang
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Michael Morley
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Michael Mendelson
- The Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, National Heart, Lund and Blood Institute, Bethesda, Maryland, United States of America
- Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, United States of America
| | - Roby Joehanes
- The Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, National Heart, Lund and Blood Institute, Bethesda, Maryland, United States of America
| | - Symen Ligthart
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Xiaoyin Shan
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Joshua C. Bis
- Department of Epidemiology, University of Washington, Seattle, Washington, United States of America
| | - Ying A. Wang
- Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
| | - Marketa Sjögren
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Julius Ngwa
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Jeffrey Brandimarto
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - David J. Stott
- Academic Section of Geriatric Medicine, Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, United Kingdom
| | - David Aguilar
- Baylor College of Medicine, Houston, Texas, United States of America
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Howard D. Sesso
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Serkalem Demissie
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Brendan M. Buckley
- Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland
| | - Kent D. Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, California, United States of America
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom
| | - Chen Yao
- The Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, National Heart, Lund and Blood Institute, Bethesda, Maryland, United States of America
| | - Chunyu Liu
- The Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, National Heart, Lund and Blood Institute, Bethesda, Maryland, United States of America
| | | | | | | | | | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Bruno H. Ch. Stricker
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Inspectorate for Health Care, The Hague, the Netherlands
- Department of Medical Informatics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Stephen B. Kritchevsky
- Department of Internal Medicine, Section on Geronotology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, United States of America
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, North Carolina, United States of America
| | - J. Michael Gaziano
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Christine S. Moravec
- Department of Cardiovascular Medicine, Cleveland Clinic Foundation, Cleveland, Ohio, United States of America
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Netherlands Consortium for Healthy Aging (NGI-NCHA), The Netherlands Genomics Initiative, Leiden, the Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Manolis Kellis
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Joyce B. van Meurs
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Kenneth B. Margulies
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Daniel Levy
- The Framingham Heart Study, Framingham, Massachusetts, United States of America
- The Population Sciences Branch, National Heart, Lund and Blood Institute, Bethesda, Maryland, United States of America
| | - Björn Olde
- Department of Cardiology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Bruce M. Psaty
- Department of Epidemiology, University of Washington, Seattle, Washington, United States of America
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Health Services, University of Washington, Seattle, Washington, United States of America
- Group Health Research Institute, Group Health Cooperative, Seattle, Washington, United States of America
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
- Durrer Center for Cardiogenetic Research, Amsterdam, the Netherlands
- Interuniversity Cardiology Institute of the Netherlands, Utrecht, the Netherlands
| | - Luc Djousse
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Oscar H. Franco
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Netherlands Consortium for Healthy Aging (NGI-NCHA), The Netherlands Genomics Initiative, Leiden, the Netherlands
| | - Eric Boerwinkle
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, United States of America
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, United States of America
| | - Laurie A. Boyer
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Christopher Newton-Cheh
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
- Center for Human Genetic Research and Cardiovascular Research Center, Harvard Medical School and Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Javed Butler
- Emory Clinical Cardiovascular Research Institute, Emory University, Atlanta, Georgia, United States of America
| | - Ramachandran S. Vasan
- Departments of Medicine and Preventive Medicine, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Thomas P. Cappola
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Nicholas L. Smith
- Department of Epidemiology, University of Washington, Seattle, Washington, United States of America
- Department of Health Services, University of Washington, Seattle, Washington, United States of America
- Seattle Epidemiologic Research and Information Center, Department of Veteran Affairs Office of Research and Development, Seattle, Washington, United States of America
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10
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Joubert BR, Felix JF, Yousefi P, Bakulski KM, Just AC, Breton C, Reese SE, Markunas CA, Richmond RC, Xu CJ, Küpers LK, Oh SS, Hoyo C, Gruzieva O, Söderhäll C, Salas LA, Baïz N, Zhang H, Lepeule J, Ruiz C, Ligthart S, Wang T, Taylor JA, Duijts L, Sharp GC, Jankipersadsing SA, Nilsen RM, Vaez A, Fallin MD, Hu D, Litonjua AA, Fuemmeler BF, Huen K, Kere J, Kull I, Munthe-Kaas MC, Gehring U, Bustamante M, Saurel-Coubizolles MJ, Quraishi BM, Ren J, Tost J, Gonzalez JR, Peters MJ, Håberg SE, Xu Z, van Meurs JB, Gaunt TR, Kerkhof M, Corpeleijn E, Feinberg AP, Eng C, Baccarelli AA, Benjamin Neelon SE, Bradman A, Merid SK, Bergström A, Herceg Z, Hernandez-Vargas H, Brunekreef B, Pinart M, Heude B, Ewart S, Yao J, Lemonnier N, Franco OH, Wu MC, Hofman A, McArdle W, Van der Vlies P, Falahi F, Gillman MW, Barcellos LF, Kumar A, Wickman M, Guerra S, Charles MA, Holloway J, Auffray C, Tiemeier HW, Smith GD, Postma D, Hivert MF, Eskenazi B, Vrijheid M, Arshad H, Antó JM, Dehghan A, Karmaus W, Annesi-Maesano I, Sunyer J, Ghantous A, Pershagen G, Holland N, Murphy SK, DeMeo DL, Burchard EG, Ladd-Acosta C, Snieder H, Nystad W, Koppelman GH, Relton CL, Jaddoe VWV, Wilcox A, Melén E, London SJ. DNA Methylation in Newborns and Maternal Smoking in Pregnancy: Genome-wide Consortium Meta-analysis. Am J Hum Genet 2016; 98:680-96. [PMID: 27040690 PMCID: PMC4833289 DOI: 10.1016/j.ajhg.2016.02.019] [Citation(s) in RCA: 556] [Impact Index Per Article: 69.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Accepted: 02/20/2016] [Indexed: 02/07/2023] Open
Abstract
Epigenetic modifications, including DNA methylation, represent a potential mechanism for environmental impacts on human disease. Maternal smoking in pregnancy remains an important public health problem that impacts child health in a myriad of ways and has potential lifelong consequences. The mechanisms are largely unknown, but epigenetics most likely plays a role. We formed the Pregnancy And Childhood Epigenetics (PACE) consortium and meta-analyzed, across 13 cohorts (n = 6,685), the association between maternal smoking in pregnancy and newborn blood DNA methylation at over 450,000 CpG sites (CpGs) by using the Illumina 450K BeadChip. Over 6,000 CpGs were differentially methylated in relation to maternal smoking at genome-wide statistical significance (false discovery rate, 5%), including 2,965 CpGs corresponding to 2,017 genes not previously related to smoking and methylation in either newborns or adults. Several genes are relevant to diseases that can be caused by maternal smoking (e.g., orofacial clefts and asthma) or adult smoking (e.g., certain cancers). A number of differentially methylated CpGs were associated with gene expression. We observed enrichment in pathways and processes critical to development. In older children (5 cohorts, n = 3,187), 100% of CpGs gave at least nominal levels of significance, far more than expected by chance (p value < 2.2 × 10(-16)). Results were robust to different normalization methods used across studies and cell type adjustment. In this large scale meta-analysis of methylation data, we identified numerous loci involved in response to maternal smoking in pregnancy with persistence into later childhood and provide insights into mechanisms underlying effects of this important exposure.
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Affiliation(s)
- Bonnie R Joubert
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA
| | - Janine F Felix
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands; Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands; The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA the Netherlands
| | - Paul Yousefi
- Center for Environmental Research and Children's Health (CERCH), School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA
| | - Kelly M Bakulski
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Allan C Just
- Department of Preventive Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Carrie Breton
- University of Southern California, Los Angeles, CA 90032, USA
| | - Sarah E Reese
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA
| | - Christina A Markunas
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA; Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC 27710, USA
| | - Rebecca C Richmond
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Cheng-Jian Xu
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; GRIAC Research Institute Groningen, University of Groningen, University Medical Center Groningen, 9700 RB, the Netherlands
| | - Leanne K Küpers
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Sam S Oh
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143-2911, USA
| | - Cathrine Hoyo
- Department of Biological Sciences and Center for Human Health and the Environment, North Carolina State University, Raleigh, NC 27695-7633, USA
| | - Olena Gruzieva
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden
| | - Cilla Söderhäll
- Department of Biosciences and Nutrition, Karolinska Institutet, Stockholm 141 83, Sweden
| | - Lucas A Salas
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain
| | - Nour Baïz
- Sorbonne Universités, UPMC Univ Paris 06, INSERM, Pierre Louis Institute of Epidemiology and Public Health (IPLESP UMRS 1136), Epidemiology of Allergic and Respiratory Diseases Department (EPAR), Saint-Antoine Medical School, F75012 Paris, France
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Johanna Lepeule
- Team of Environmental Epidemiology applied to Reproduction and Respiratory Health, Institut Albert Bonniot, Institut National de la Santé et de le Recherche Médicale, University of Grenoble Alpes, Centre Hospitalier Universitaire de Grenoble, F-38000 Grenoble, France
| | - Carlos Ruiz
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain
| | - Symen Ligthart
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands
| | - Tianyuan Wang
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA
| | - Jack A Taylor
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA
| | - Liesbeth Duijts
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands; The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA the Netherlands; Division of Neonatology, Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA, the Netherlands; Division of Respiratory Medicine, Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA, the Netherlands
| | - Gemma C Sharp
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Soesma A Jankipersadsing
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Roy M Nilsen
- Department of Global Public Health and Primary Care, University of Bergen, Bergen 5018, Norway
| | - Ahmad Vaez
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; School of Medicine, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
| | - M Daniele Fallin
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Donglei Hu
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143-2911, USA
| | - Augusto A Litonjua
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Bernard F Fuemmeler
- Department of Community and Family Medicine, Duke University School of Medicine, Durham, NC 27710, USA
| | - Karen Huen
- Center for Environmental Research and Children's Health (CERCH), School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA
| | - Juha Kere
- Department of Biosciences and Nutrition, Karolinska Institutet, Stockholm 141 83, Sweden
| | - Inger Kull
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden
| | | | - Ulrike Gehring
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht 3508 TD, the Netherlands
| | - Mariona Bustamante
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain; Center for Genomic Regulation (CRG), Barcelona 08003, Spain
| | | | - Bilal M Quraishi
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Jie Ren
- University of Southern California, Los Angeles, CA 90032, USA
| | - Jörg Tost
- Laboratory for Epigenetics and Environment, Centre National de Génotypage, CEA-Institut de Génomique, 91000 Evry, France
| | - Juan R Gonzalez
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain
| | - Marjolein J Peters
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA, the Netherlands
| | - Siri E Håberg
- Division of Mental and Physical Health, Norwegian Institute of Public Health, Oslo 0403, Norway
| | - Zongli Xu
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA, the Netherlands
| | - Tom R Gaunt
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Marjan Kerkhof
- GRIAC Research Institute Groningen, University of Groningen, University Medical Center Groningen, 9700 RB, the Netherlands
| | - Eva Corpeleijn
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Andrew P Feinberg
- Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Celeste Eng
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143-2911, USA
| | - Andrea A Baccarelli
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | | | - Asa Bradman
- Center for Environmental Research and Children's Health (CERCH), School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA
| | - Simon Kebede Merid
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden
| | - Anna Bergström
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden
| | - Zdenko Herceg
- Epigenetics Group, International Agency for Research on Cancer (IARC), 69008 Lyon, France
| | | | - Bert Brunekreef
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht 3508 TD, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht 3508 TD, the Netherlands
| | - Mariona Pinart
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain; Hospital del Mar Medical Research Institute (IMIM), Barcelona 08003, Spain
| | - Barbara Heude
- INSERM, UMR 1153, Early Origin of the Child's Health And Development (ORCHAD) Team, Centre de Recherche Épidémiologie et Statistique Sorbonne Paris Cité (CRESS), Université Paris Descartes, 94807 Villejuif, France
| | - Susan Ewart
- Department of Large Animal Clinical Sciences, Michigan State University, East Lansing, MI 48824, USA
| | - Jin Yao
- University of Southern California, Los Angeles, CA 90032, USA
| | - Nathanaël Lemonnier
- Centre National de la Recherche Scientifique-École Normale Supérieure de Lyon-Université Claude Bernard (Lyon 1), Université de Lyon, European Institute for Systems Biology and Medicine 69007 Lyon, France
| | - Oscar H Franco
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands
| | - Michael C Wu
- Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Wendy McArdle
- School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Pieter Van der Vlies
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Fahimeh Falahi
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Matthew W Gillman
- Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
| | - Lisa F Barcellos
- Center for Environmental Research and Children's Health (CERCH), School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA
| | - Ashish Kumar
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden; Department of Public Health Epidemiology, Unit of Chronic Disease Epidemiology, Swiss Tropical and Public Health Institute, Basel 4051, Switzerland; University of Basel, Basel 4001, Switzerland
| | - Magnus Wickman
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden; Sachs' Children's Hospital and Centre for Occupational and Environmental Medicine, Stockholm County Council, Stockholm 171 77, Sweden
| | - Stefano Guerra
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain
| | - Marie-Aline Charles
- INSERM, UMR 1153, Early Origin of the Child's Health And Development (ORCHAD) Team, Centre de Recherche Épidémiologie et Statistique Sorbonne Paris Cité (CRESS), Université Paris Descartes, 94807 Villejuif, France
| | - John Holloway
- Faculty of Medicine, Clinical & Experimental Sciences, University of Southampton, Southampton SO16 6YD, UK; Faculty of Medicine, Human Development & Health, University of Southampton, Southampton SO16 6YD, UK
| | - Charles Auffray
- Centre National de la Recherche Scientifique-École Normale Supérieure de Lyon-Université Claude Bernard (Lyon 1), Université de Lyon, European Institute for Systems Biology and Medicine 69007 Lyon, France
| | - Henning W Tiemeier
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA the Netherlands
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Dirkje Postma
- Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; GRIAC Research Institute Groningen, University of Groningen, University Medical Center Groningen, 9700 RB, the Netherlands
| | - Marie-France Hivert
- Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
| | - Brenda Eskenazi
- Center for Environmental Research and Children's Health (CERCH), School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA
| | - Martine Vrijheid
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain
| | - Hasan Arshad
- Faculty of Medicine, Clinical & Experimental Sciences, University of Southampton, Southampton SO16 6YD, UK
| | - Josep M Antó
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain; Hospital del Mar Medical Research Institute (IMIM), Barcelona 08003, Spain
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Isabella Annesi-Maesano
- Sorbonne Universités, UPMC Univ Paris 06, INSERM, Pierre Louis Institute of Epidemiology and Public Health (IPLESP UMRS 1136), Epidemiology of Allergic and Respiratory Diseases Department (EPAR), Saint-Antoine Medical School, F75012 Paris, France
| | - Jordi Sunyer
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona 08003, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona 08003, Spain; Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain; Hospital del Mar Medical Research Institute (IMIM), Barcelona 08003, Spain
| | - Akram Ghantous
- Epigenetics Group, International Agency for Research on Cancer (IARC), 69008 Lyon, France
| | - Göran Pershagen
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden
| | - Nina Holland
- Center for Environmental Research and Children's Health (CERCH), School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA
| | - Susan K Murphy
- Departments of Obstetrics and Gynecology and Pathology, Duke University School of Medicine, Durham, NC 27710, USA
| | - Dawn L DeMeo
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Esteban G Burchard
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143-2911, USA; Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA 94143-2911, USA
| | - Christine Ladd-Acosta
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Wenche Nystad
- Division of Mental and Physical Health, Norwegian Institute of Public Health, Oslo 0403, Norway
| | - Gerard H Koppelman
- GRIAC Research Institute Groningen, University of Groningen, University Medical Center Groningen, 9700 RB, the Netherlands; Department of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children's Hospital, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Caroline L Relton
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol BS8 2BN, UK
| | - Vincent W V Jaddoe
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands; Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, the Netherlands; The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, 3000 CA the Netherlands
| | - Allen Wilcox
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA
| | - Erik Melén
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm 171 77, Sweden; Sachs' Children's Hospital and Centre for Occupational and Environmental Medicine, Stockholm County Council, Stockholm 171 77, Sweden
| | - Stephanie J London
- National Institute of Environmental Health Sciences, NIH, U.S. Department of Health and Human Services, Research Triangle Park, NC 27709, USA.
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11
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Joubert BR, den Dekker HT, Felix JF, Bohlin J, Ligthart S, Beckett E, Tiemeier H, van Meurs JB, Uitterlinden AG, Hofman A, Håberg SE, Reese SE, Peters MJ, Andreassen BK, Steegers EAP, Nilsen RM, Vollset SE, Midttun Ø, Ueland PM, Franco OH, Dehghan A, de Jongste JC, Wu MC, Wang T, Peddada SD, Jaddoe VWV, Nystad W, Duijts L, London SJ. Maternal plasma folate impacts differential DNA methylation in an epigenome-wide meta-analysis of newborns. Nat Commun 2016; 7:10577. [PMID: 26861414 PMCID: PMC4749955 DOI: 10.1038/ncomms10577] [Citation(s) in RCA: 180] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2015] [Accepted: 12/31/2015] [Indexed: 12/13/2022] Open
Abstract
Folate is vital for fetal development. Periconceptional folic acid supplementation and food fortification are recommended to prevent neural tube defects. Mechanisms whereby periconceptional folate influences normal development and disease are poorly understood: epigenetics may be involved. We examine the association between maternal plasma folate during pregnancy and epigenome-wide DNA methylation using Illumina's HumanMethyl450 Beadchip in 1,988 newborns from two European cohorts. Here we report the combined covariate-adjusted results using meta-analysis and employ pathway and gene expression analyses. Four-hundred forty-three CpGs (320 genes) are significantly associated with maternal plasma folate levels during pregnancy (false discovery rate 5%); 48 are significant after Bonferroni correction. Most genes are not known for folate biology, including APC2, GRM8, SLC16A12, OPCML, PRPH, LHX1, KLK4 and PRSS21. Some relate to birth defects other than neural tube defects, neurological functions or varied aspects of embryonic development. These findings may inform how maternal folate impacts the developing epigenome and health outcomes in offspring.
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Affiliation(s)
- Bonnie R Joubert
- Division of Intramural Research, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina 27709, USA
| | - Herman T den Dekker
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Pediatrics, Division of Respiratory Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Janine F Felix
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Jon Bohlin
- Norwegian Institute of Public Health, Oslo 0403, Norway
| | - Symen Ligthart
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Emma Beckett
- Department of Applied Sciences, School of Environmental and Life Sciences, University of Newcastle, Ourimbah, New South Wales 2258, Australia.,Food and Nutrition Flagship, CSIRO, North Ryde, New South Wales 2113, Australia
| | - Henning Tiemeier
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Psychiatry, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Siri E Håberg
- Norwegian Institute of Public Health, Oslo 0403, Norway
| | - Sarah E Reese
- Division of Intramural Research, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina 27709, USA
| | - Marjolein J Peters
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Bettina Kulle Andreassen
- Department of Clinical Molecular Biology, Institute of Clinical Medicine, University of Oslo, Oslo 0316, Norway
| | - Eric A P Steegers
- Department of Obstetrics and Gynaecology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Roy M Nilsen
- Department of Research and Development, Centre for Clinical Research, Haukeland University Hospital, Bergen 5021, Norway
| | - Stein E Vollset
- Norwegian Institute of Public Health, Oslo 0403, Norway.,Department of Global Public Health and Primary Care, University of Bergen, Bergen 5018, Norway
| | | | - Per M Ueland
- Department of Clinical Science, University of Bergen, Bergen 5018, Norway.,Laboratory of Clinical Biochemistry, Haukeland University Hospital, Bergen 5018, Norway
| | - Oscar H Franco
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Johan C de Jongste
- Department of Pediatrics, Division of Respiratory Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Michael C Wu
- Public Health Sciences Program, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
| | - Tianyuan Wang
- Division of Intramural Research, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina 27709, USA
| | - Shyamal D Peddada
- Division of Intramural Research, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina 27709, USA
| | - Vincent W V Jaddoe
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Wenche Nystad
- Norwegian Institute of Public Health, Oslo 0403, Norway
| | - Liesbeth Duijts
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Pediatrics, Division of Respiratory Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands.,Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam 3000 CA, Netherlands
| | - Stephanie J London
- Division of Intramural Research, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, North Carolina 27709, USA
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12
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Felix JF, Bradfield JP, Monnereau C, van der Valk RJP, Stergiakouli E, Chesi A, Gaillard R, Feenstra B, Thiering E, Kreiner-Møller E, Mahajan A, Pitkänen N, Joro R, Cavadino A, Huikari V, Franks S, Groen-Blokhuis MM, Cousminer DL, Marsh JA, Lehtimäki T, Curtin JA, Vioque J, Ahluwalia TS, Myhre R, Price TS, Vilor-Tejedor N, Yengo L, Grarup N, Ntalla I, Ang W, Atalay M, Bisgaard H, Blakemore AI, Bonnefond A, Carstensen L, Eriksson J, Flexeder C, Franke L, Geller F, Geserick M, Hartikainen AL, Haworth CMA, Hirschhorn JN, Hofman A, Holm JC, Horikoshi M, Hottenga JJ, Huang J, Kadarmideen HN, Kähönen M, Kiess W, Lakka HM, Lakka TA, Lewin AM, Liang L, Lyytikäinen LP, Ma B, Magnus P, McCormack SE, McMahon G, Mentch FD, Middeldorp CM, Murray CS, Pahkala K, Pers TH, Pfäffle R, Postma DS, Power C, Simpson A, Sengpiel V, Tiesler CMT, Torrent M, Uitterlinden AG, van Meurs JB, Vinding R, Waage J, Wardle J, Zeggini E, Zemel BS, Dedoussis GV, Pedersen O, Froguel P, Sunyer J, Plomin R, Jacobsson B, Hansen T, Gonzalez JR, Custovic A, Raitakari OT, Pennell CE, Widén E, Boomsma DI, Koppelman GH, Sebert S, Järvelin MR, Hyppönen E, McCarthy MI, Lindi V, Harri N, Körner A, Bønnelykke K, Heinrich J, Melbye M, Rivadeneira F, Hakonarson H, Ring SM, Smith GD, Sørensen TIA, Timpson NJ, Grant SFA, Jaddoe VWV. Genome-wide association analysis identifies three new susceptibility loci for childhood body mass index. Hum Mol Genet 2016; 25:389-403. [PMID: 26604143 PMCID: PMC4854022 DOI: 10.1093/hmg/ddv472] [Citation(s) in RCA: 218] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2015] [Accepted: 11/15/2015] [Indexed: 12/24/2022] Open
Abstract
A large number of genetic loci are associated with adult body mass index. However, the genetics of childhood body mass index are largely unknown. We performed a meta-analysis of genome-wide association studies of childhood body mass index, using sex- and age-adjusted standard deviation scores. We included 35 668 children from 20 studies in the discovery phase and 11 873 children from 13 studies in the replication phase. In total, 15 loci reached genome-wide significance (P-value < 5 × 10(-8)) in the joint discovery and replication analysis, of which 12 are previously identified loci in or close to ADCY3, GNPDA2, TMEM18, SEC16B, FAIM2, FTO, TFAP2B, TNNI3K, MC4R, GPR61, LMX1B and OLFM4 associated with adult body mass index or childhood obesity. We identified three novel loci: rs13253111 near ELP3, rs8092503 near RAB27B and rs13387838 near ADAM23. Per additional risk allele, body mass index increased 0.04 Standard Deviation Score (SDS) [Standard Error (SE) 0.007], 0.05 SDS (SE 0.008) and 0.14 SDS (SE 0.025), for rs13253111, rs8092503 and rs13387838, respectively. A genetic risk score combining all 15 SNPs showed that each additional average risk allele was associated with a 0.073 SDS (SE 0.011, P-value = 3.12 × 10(-10)) increase in childhood body mass index in a population of 1955 children. This risk score explained 2% of the variance in childhood body mass index. This study highlights the shared genetic background between childhood and adult body mass index and adds three novel loci. These loci likely represent age-related differences in strength of the associations with body mass index.
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Affiliation(s)
- Janine F Felix
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology,
| | | | - Claire Monnereau
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology
| | | | | | | | - Romy Gaillard
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Elisabeth Thiering
- Institute of Epidemiology I, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany, Division of Metabolic and Nutritional Medicine, Dr von Hauner Children's Hospital, University of Munich Medical Center, Munich, Germany
| | - Eskil Kreiner-Møller
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital
| | | | - Niina Pitkänen
- Research Centre of Applied and Preventive Cardiovascular Medicine, Institute of Clinical Medicine, Neurology
| | - Raimo Joro
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Alana Cavadino
- Centre for Environmental and Preventive Medicine, Wolfson Institute of Preventive Medicine, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, UK, Population, Policy and Practice, UCL Institute of Child Health
| | | | - Steve Franks
- Institute of Reproductive and Developmental Biology
| | - Maria M Groen-Blokhuis
- Department of Biological Psychology, VU University Amsterdam, NCA Neuroscience Campus Amsterdam, EMGO+ Institute for Health and Care Research, Amsterdam, the Netherlands
| | - Diana L Cousminer
- Institute for Molecular Medicine, Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Julie A Marsh
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland, Department of Clinical Chemistry
| | - John A Curtin
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Jesus Vioque
- Universidad Miguel Hernandez, Elche-Alicante, Spain, CIBER Epidemiología y Salud Pública (CIBERESP), Spain
| | - Tarunveer S Ahluwalia
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark, Steno Diabetes Center, Gentofte, Denmark
| | - Ronny Myhre
- Department of Genes and Envrionment, Division of Epidemiology
| | - Thomas S Price
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School of Medicine, USA
| | - Natalia Vilor-Tejedor
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, Pompeu Fabra University (UPF), Barcelona, Spain
| | - Loïc Yengo
- CNRS UMR8199, Pasteur Institute Lille, France, European Genomic Institute for Diabetes (EGID), Lille, France
| | - Niels Grarup
- Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ioanna Ntalla
- Department of Health Sciences, University of Leicester, Leicester, UK, Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Wei Ang
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Mustafa Atalay
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Hans Bisgaard
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital
| | - Alexandra I Blakemore
- Section of Investigative Medicine, Division of Diabetes, Endocrinology, and Metabolism, Faculty of Medicine, Imperial College, London, UK
| | - Amelie Bonnefond
- CNRS UMR8199, Pasteur Institute Lille, France, European Genomic Institute for Diabetes (EGID), Lille, France
| | - Lisbeth Carstensen
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | | | | | - Johan Eriksson
- National Institute for Health and Welfare, Helsinki, Finland
| | - Claudia Flexeder
- Institute of Epidemiology I, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | | | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Mandy Geserick
- Center of Pediatric Research, Department of Women's and Child Health, LIFE Child (Leipzig Research Center for Civilization Diseases)
| | | | | | - Joel N Hirschhorn
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, USA, Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, USA, Department of Genetics, Harvard Medical School, Boston, USA
| | - Albert Hofman
- The Generation R Study Group, Department of Epidemiology
| | - Jens-Christian Holm
- The Children's Obesity Clinic, Department of Pediatrics, Copenhagen University Hospital Holbæk, The Danish Childhood Obesity Biobank, Denmark, Institute of Medicine, Copenhagen University, Copenhagen, Denmark
| | - Momoko Horikoshi
- Wellcome Trust Centre for Human Genetics, Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Jouke Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, NCA Neuroscience Campus Amsterdam, EMGO+ Institute for Health and Care Research, Amsterdam, the Netherlands
| | - Jinyan Huang
- State Key Laboratory of Medical Genomics, Shanghai Institute of Hematology, Rui Jin Hospital Affiliated with Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haja N Kadarmideen
- Department of Veterinary Clinical and Animal Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Frederiksberg C, Denmark
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland, Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
| | - Wieland Kiess
- Center of Pediatric Research, Department of Women's and Child Health
| | - Hanna-Maaria Lakka
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Timo A Lakka
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland, Kuopio Research Institute of Exercise Medicine, Kuopio, Finland, Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Alexandra M Lewin
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPE) Centre for Environment and Health, School of Public Health, Imperial College London, UK
| | - Liming Liang
- Department of Epidemiology, Department of Biostatistics, Harvard School of Public Health, Boston, USA
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland, Department of Clinical Chemistry
| | - Baoshan Ma
- College of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning Province, China
| | - Per Magnus
- Division of Epidemiology, Norwegian Institute of Public Health, Oslo, Norway
| | - Shana E McCormack
- Division of Human Genetics, Division of Endocrinology, Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - George McMahon
- MRC Integrative Epidemiology Unit at the University of Bristol
| | | | - Christel M Middeldorp
- Department of Biological Psychology, VU University Amsterdam, NCA Neuroscience Campus Amsterdam, EMGO+ Institute for Health and Care Research, Amsterdam, the Netherlands
| | - Clare S Murray
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Katja Pahkala
- Research Centre of Applied and Preventive Cardiovascular Medicine, Department of Health and Physical Activity, Paavo Nurmi Centre, Sports and Exercise Medicine Unit
| | - Tune H Pers
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, USA, Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, USA
| | - Roland Pfäffle
- Center of Pediatric Research, Department of Women's and Child Health, CrescNet, Medical Faculty, University of Leipzig, Germany
| | - Dirkje S Postma
- Department of Pulmonology, GRIAC (Groningen Research Institute for Asthma and COPD)
| | - Christine Power
- Population, Policy and Practice, UCL Institute of Child Health
| | - Angela Simpson
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and
| | - Verena Sengpiel
- Department of Obstetrics and Gynecology, Sahlgrenska Academy, Sahlgrenska University Hosptial, Gothenburg, Sweden
| | - Carla M T Tiesler
- Institute of Epidemiology I, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany, Division of Metabolic and Nutritional Medicine, Dr von Hauner Children's Hospital, University of Munich Medical Center, Munich, Germany
| | - Maties Torrent
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Area de Salut de Menorca, ib-salut, Menorca, Spain
| | - André G Uitterlinden
- The Generation R Study Group, Department of Epidemiology, Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Joyce B van Meurs
- Department of Epidemiology, Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Rebecca Vinding
- Department of Pediatrics, Naestved Hospital, Naestved, Denmark, COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital
| | - Johannes Waage
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital
| | - Jane Wardle
- Department of Epidemiology and Public Health, University College London, UK
| | - Eleftheria Zeggini
- Wellcome Trust Sanger Institute, The Morgan Building, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire, UK
| | - Babette S Zemel
- Division of Gastroenterology, Hepatology and Nutrition, The Children's Hospital of Philadelphia, Philadelphia, PA, USA, Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - George V Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Oluf Pedersen
- Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Philippe Froguel
- CNRS UMR8199, Pasteur Institute Lille, France, Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK
| | - Jordi Sunyer
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, Pompeu Fabra University (UPF), Barcelona, Spain, IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Robert Plomin
- King's College London, MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, De Crespigny Park, London, UK
| | - Bo Jacobsson
- Department of Genes and Envrionment, Division of Epidemiology, Department of Obstetrics and Gynecology, Sahlgrenska Academy, Sahlgrenska University Hosptial, Gothenburg, Sweden
| | - Torben Hansen
- Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Juan R Gonzalez
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, Pompeu Fabra University (UPF), Barcelona, Spain
| | - Adnan Custovic
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, Department of Clinical Physiology and Nuclear Medicine
| | - Craig E Pennell
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Elisabeth Widén
- Institute for Molecular Medicine, Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam, NCA Neuroscience Campus Amsterdam, EMGO+ Institute for Health and Care Research, Amsterdam, the Netherlands
| | - Gerard H Koppelman
- Department of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children's Hospital, GRIAC (Groningen Research Institute for Asthma and COPD), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Sylvain Sebert
- Centre for Life Course Epidemiology, Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Marjo-Riitta Järvelin
- Centre for Life Course Epidemiology, Biocenter Oulu, University of Oulu, Oulu, Finland, Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPE) Centre for Environment and Health, School of Public Health, Imperial College London, UK, Unit of Primary Care, Oulu University Hospital, Oulu, Finland, Department of Children and Young People and Families, National Institute for Health and Welfare, Oulu, Finland
| | - Elina Hyppönen
- Population, Policy and Practice, UCL Institute of Child Health, School of Population Health and Sansom Institute, University of South Australia, Adelaide, Australia, South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Mark I McCarthy
- Wellcome Trust Centre for Human Genetics, Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK, Oxford National Institute for Health Research (NIHR) Biomedical Research Centre, Churchill Hospital, Oxford, UK
| | - Virpi Lindi
- Institute of Biomedicine, Physiology, University of Eastern Finland, Kuopio, Finland
| | - Niinikoski Harri
- Department of Pediatrics, Turku University Hospital, University of Turku, Turku, Finland
| | - Antje Körner
- Center of Pediatric Research, Department of Women's and Child Health
| | - Klaus Bønnelykke
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital
| | - Joachim Heinrich
- Institute of Epidemiology I, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA and
| | - Fernando Rivadeneira
- The Generation R Study Group, Department of Epidemiology, Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Hakon Hakonarson
- Center for Applied Genomics, Division of Human Genetics, Department of Obstetrics and Gynecology, Sahlgrenska Academy, Sahlgrenska University Hosptial, Gothenburg, Sweden
| | - Susan M Ring
- MRC Integrative Epidemiology Unit at the University of Bristol, Avon Longitudinal Study of Parents and Children (ALSPAC), School of Social and Community Medicine, University of Bristol, Bristol, UK
| | | | - Thorkild I A Sørensen
- MRC Integrative Epidemiology Unit at the University of Bristol, Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark, Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
| | | | - Struan F A Grant
- Center for Applied Genomics, Division of Human Genetics, Division of Endocrinology, Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Vincent W V Jaddoe
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology
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Steenaard RV, Ligthart S, Stolk L, Peters MJ, van Meurs JB, Uitterlinden AG, Hofman A, Franco OH, Dehghan A. Tobacco smoking is associated with methylation of genes related to coronary artery disease. Clin Epigenetics 2015; 7:54. [PMID: 26015811 PMCID: PMC4443552 DOI: 10.1186/s13148-015-0088-y] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2015] [Accepted: 04/30/2015] [Indexed: 01/21/2023] Open
Abstract
Background Tobacco smoking, a risk factor for coronary artery disease (CAD), is known to modify DNA methylation. We hypothesized that tobacco smoking modifies methylation of the genes identified for CAD by genome-wide association study (GWAS). Results We selected genomic regions based on 150 single-nucleotide polymorphisms (SNPs) identified in the largest GWAS on CAD. We investigated the association between current smoking and the CpG sites within and near these CAD-related genes. Methylation was measured with the Illumina Human Methylation 450K array in whole blood of 724 Caucasian subjects from the Rotterdam Study, a Dutch population based cohort study. A total of 3669 CpG sites within 169 CAD-related genes were studied for association with current compared to never smoking. Fifteen CpG sites were significantly associated after correction for multiple testing (Bonferroni-corrected p value <1.4 × 10−5). These sites were located in the genes TERT, SARS, GNGT2, SMG6, SKI, TOM1L2, SIPA1, MRAS, CDKN1A, LRRC2, FES and RPH3A. In 12 sites, current smoking was associated with a 1.2 to 2.4 % lower methylation compared to never smoking; and in three sites, it was associated with a 1.2 to 1.8 % higher methylation. The effect estimates were lower in 10 of the 15 CpG sites when comparing current to former smoking. One CpG site, cg05603985 (SKI), was found to be associated with expression of nearby CAD-related gene PRKCZ. Conclusions Our study suggests an effect of tobacco smoking on DNA methylation of CAD-related genes and thus provides novel insights in the pathways that link tobacco smoking to risk of CAD. Electronic supplementary material The online version of this article (doi:10.1186/s13148-015-0088-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Rebecca V Steenaard
- Department of Epidemiology, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands ; Netherlands Institute for Health Sciences, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Symen Ligthart
- Department of Epidemiology, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Lisette Stolk
- Department of Internal Medicine, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Marjolein J Peters
- Department of Internal Medicine, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands ; The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Einthovenweg 20, 2333 ZC Leiden/ 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands ; Department of Internal Medicine, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands ; The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Einthovenweg 20, 2333 ZC Leiden/ 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Centre, 's Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands
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14
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Hoeven TA, Kavousi M, Ikram MA, van Meurs JB, Bindels PJ, Hofman A, Franco OH, Bierma-Zeinstra SM. Markers of atherosclerosis in relation to presence and progression of knee osteoarthritis: a population-based cohort study. Rheumatology (Oxford) 2015; 54:1692-8. [DOI: 10.1093/rheumatology/kev106] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2014] [Indexed: 11/12/2022] Open
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15
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Küpers LK, Xu X, Jankipersadsing SA, Vaez A, la Bastide-van Gemert S, Scholtens S, Nolte IM, Richmond RC, Relton CL, Felix JF, Duijts L, van Meurs JB, Tiemeier H, Jaddoe VW, Wang X, Corpeleijn E, Snieder H. DNA methylation mediates the effect of maternal smoking during pregnancy on birthweight of the offspring. Int J Epidemiol 2015; 44:1224-37. [PMID: 25862628 PMCID: PMC4588868 DOI: 10.1093/ije/dyv048] [Citation(s) in RCA: 136] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/12/2015] [Indexed: 01/06/2023] Open
Abstract
Background: We examined whether the effect of maternal smoking during pregnancy on birthweight of the offspring was mediated by smoking-induced changes to DNA methylation in cord blood. Methods: First, we used cord blood of 129 Dutch children exposed to maternal smoking vs 126 unexposed to maternal and paternal smoking (53% male) participating in the GECKO Drenthe birth cohort. DNA methylation was measured using the Illumina HumanMethylation450 Beadchip. We performed an epigenome-wide association study for the association between maternal smoking and methylation followed by a mediation analysis of the top signals [false-discovery rate (FDR) < 0.05]. We adjusted both analyses for maternal age, education, pre-pregnancy BMI, offspring’s sex, gestational age and white blood cell composition. Secondly, in 175 exposed and 1248 unexposed newborns from two independent birth cohorts, we replicated and meta-analysed results of eight cytosine-phosphate-guanine (CpG) sites in the GFI1 gene, which showed the most robust mediation. Finally, we performed functional network and enrichment analysis. Results: We found 35 differentially methylated CpGs (FDR < 0.05) in newborns exposed vs unexposed to smoking, of which 23 survived Bonferroni correction (P < 1 × 10-7). These 23 CpGs mapped to eight genes: AHRR, GFI1, MYO1G, CYP1A1, NEUROG1, CNTNAP2, FRMD4A and LRP5. We observed partial confirmation as three of the eight CpGs in GFI1 replicated. These CpGs partly mediated the effect of maternal smoking on birthweight (Sobel P < 0.05) in meta-analysis of GECKO and the two replication cohorts. Differential methylation of these three GFI1 CpGs explained 12–19% of the 202 g lower birthweight in smoking mothers. Functional enrichment analysis pointed towards activation of cell-mediated immunity. Conclusions: Maternal smoking during pregnancy was associated with cord blood methylation differences. We observed a potentially mediating role of methylation in the association between maternal smoking during pregnancy and birthweight of the offspring. Functional network analysis suggested a role in activating the immune system.
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Affiliation(s)
| | - Xiaojing Xu
- Georgia Regents University, Augusta, Georgia, USA
| | | | | | | | - Salome Scholtens
- Departments of Epidemiology, LifeLines Cohort Study, University Medical Center Groningen, Groningen, The Netherlands
| | | | | | - Caroline L Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Janine F Felix
- Departments of Epidemiology, Pediatrics, The Generation R Study Group and
| | | | - Joyce B van Meurs
- Internal Medicine, Erasmus MC, University Medical Center Rotterdam, The Netherlands
| | | | - Vincent W Jaddoe
- Departments of Epidemiology, Pediatrics, The Generation R Study Group and
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16
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Rodriguez-Fontenla C, Calaza M, Evangelou E, Valdes AM, Arden N, Blanco FJ, Carr A, Chapman K, Deloukas P, Doherty M, Esko T, Garcés Aletá CM, Gomez-Reino Carnota JJ, Helgadottir H, Hofman A, Jonsdottir I, Kerkhof HJM, Kloppenburg M, McCaskie A, Ntzani EE, Ollier WER, Oreiro N, Panoutsopoulou K, Ralston SH, Ramos YF, Riancho JA, Rivadeneira F, Slagboom PE, Styrkarsdottir U, Thorsteinsdottir U, Thorleifsson G, Tsezou A, Uitterlinden AG, Wallis GA, Wilkinson JM, Zhai G, Zhu Y, Felson DT, Ioannidis JPA, Loughlin J, Metspalu A, Meulenbelt I, Stefansson K, van Meurs JB, Zeggini E, Spector TD, Gonzalez A. Assessment of osteoarthritis candidate genes in a meta-analysis of nine genome-wide association studies. Arthritis Rheumatol 2014; 66:940-9. [PMID: 24757145 PMCID: PMC4660891 DOI: 10.1002/art.38300] [Citation(s) in RCA: 86] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2013] [Accepted: 11/26/2013] [Indexed: 01/31/2023]
Abstract
Objective To assess candidate genes for association with osteoarthritis (OA) and identify promising genetic factors and, secondarily, to assess the candidate gene approach in OA. Methods A total of 199 candidate genes for association with OA were identified using Human Genome Epidemiology (HuGE) Navigator. All of their single-nucleotide polymorphisms (SNPs) with an allele frequency of >5% were assessed by fixed-effects meta-analysis of 9 genome-wide association studies (GWAS) that included 5,636 patients with knee OA and 16,972 control subjects and 4,349 patients with hip OA and 17,836 control subjects of European ancestry. An additional 5,921 individuals were genotyped for significantly associated SNPs in the meta-analysis. After correction for the number of independent tests, P values less than 1.58 × 10−5 were considered significant. Results SNPs at only 2 of the 199 candidate genes (COL11A1 and VEGF) were associated with OA in the meta-analysis. Two SNPs in COL11A1 showed association with hip OA in the combined analysis: rs4907986 (P = 1.29 × 10−5, odds ratio [OR] 1.12, 95% confidence interval [95% CI] 1.06−1.17) and rs1241164 (P = 1.47 × 10−5, OR 0.82, 95% CI 0.74−0.89). The sex-stratified analysis also showed association of COL11A1 SNP rs4908291 in women (P = 1.29 × 10−5, OR 0.87, 95% CI 0.82−0.92); this SNP showed linkage disequilibrium with rs4907986. A single SNP of VEGF, rs833058, showed association with hip OA in men (P = 1.35 × 10−5, OR 0.85, 95% CI 0.79−0.91). After additional samples were genotyped, association at one of the COL11A1 signals was reinforced, whereas association at VEGF was slightly weakened. Conclusion Two candidate genes, COL11A1 and VEGF, were significantly associated with OA in this focused meta-analysis. The remaining candidate genes were not associated.
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17
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Evangelou E, Valdes AM, Castano-Betancourt MC, Doherty M, Doherty S, Esko T, Ingvarsson T, Ioannidis JPA, Kloppenburg M, Metspalu A, Ntzani EE, Panoutsopoulou K, Slagboom PE, Southam L, Spector TD, Styrkarsdottir U, Stefanson K, Uitterlinden AG, Wheeler M, Zeggini E, Meulenbelt I, van Meurs JB. The DOT1L rs12982744 polymorphism is associated with osteoarthritis of the hip with genome-wide statistical significance in males. Ann Rheum Dis 2013; 72:1264-5. [PMID: 23505243 PMCID: PMC3686326 DOI: 10.1136/annrheumdis-2012-203182] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Evangelos Evangelou
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, University Campus, Ioannina, Greece
- Department of Twin Research and Genetic Epidemiology, St. Thomas’ Hospital, King's College, Lambeth Palace Road, London, UK
| | - Ana M Valdes
- Department of Twin Research and Genetic Epidemiology, St. Thomas’ Hospital, King's College, Lambeth Palace Road, London, UK
- Academic Rheumatology, University of Nottingham, City Hospital Nottingham, Nottingham, UK
| | - Martha C Castano-Betancourt
- Department of Internal Medicine, ErasmusMC, Rotterdam, The Netherlands
- The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Rotterdam/Leiden, The Netherlands
| | - M Doherty
- Academic Rheumatology, University of Nottingham, City Hospital Nottingham, Nottingham, UK
| | - Sally Doherty
- Academic Rheumatology, University of Nottingham, City Hospital Nottingham, Nottingham, UK
| | - Tonu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Thorvaldur Ingvarsson
- Department of Orthopedic Surgery, Akureyri Hospital, Akureyri, Iceland
- Institution of Health Science, University of Akureyri, Akureyri, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - John P A Ioannidis
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, University Campus, Ioannina, Greece
- Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, USA
| | - Margreet Kloppenburg
- Department of Rheumatology and Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Evangelia E Ntzani
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, University Campus, Ioannina, Greece
| | | | - P Eline Slagboom
- The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Rotterdam/Leiden, The Netherlands
- Department of Molecular Epidemiology, Leiden University Medical Centre, Leiden, The Netherlands
| | | | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, St. Thomas’ Hospital, King's College, Lambeth Palace Road, London, UK
| | | | - Kari Stefanson
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
- Department of Molecular Epidemiology, Leiden University Medical Centre, Leiden, The Netherlands
| | - André G Uitterlinden
- Department of Internal Medicine, ErasmusMC, Rotterdam, The Netherlands
- The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Rotterdam/Leiden, The Netherlands
| | - Margaret Wheeler
- Academic Rheumatology, University of Nottingham, City Hospital Nottingham, Nottingham, UK
| | | | - Ingrid Meulenbelt
- The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Rotterdam/Leiden, The Netherlands
- Department of Molecular Epidemiology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, ErasmusMC, Rotterdam, The Netherlands
- The Netherlands Genomics Initiative-sponsored Netherlands Consortium for Healthy Aging (NGI-NCHA), Rotterdam/Leiden, The Netherlands
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Williams FMK, Bansal AT, van Meurs JB, Bell JT, Meulenbelt I, Suri P, Rivadeneira F, Sambrook PN, Hofman A, Bierma-Zeinstra S, Menni C, Kloppenburg M, Slagboom PE, Hunter DJ, MacGregor AJ, Uitterlinden AG, Spector TD. Novel genetic variants associated with lumbar disc degeneration in northern Europeans: a meta-analysis of 4600 subjects. Ann Rheum Dis 2012; 72:1141-8. [PMID: 22993228 PMCID: PMC3686263 DOI: 10.1136/annrheumdis-2012-201551] [Citation(s) in RCA: 89] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
OBJECTIVE Lumbar disc degeneration (LDD) is an important cause of low back pain, which is a common and costly problem. LDD is characterised by disc space narrowing and osteophyte growth at the circumference of the disc. To date, the agnostic search of the genome by genome-wide association (GWA) to identify common variants associated with LDD has not been fruitful. This study is the first GWA meta-analysis of LDD. METHODS We have developed a continuous trait based on disc space narrowing and osteophytes growth which is measurable on all forms of imaging (plain radiograph, CT scan and MRI) and performed a meta-analysis of five cohorts of Northern European extraction each having GWA data imputed to HapMap V.2. RESULTS This study of 4600 individuals identified four single nucleotide polymorphisms with p<5×10(-8), the threshold set for genome-wide significance. We identified a variant in the PARK2 gene (p=2.8×10(-8)) associated with LDD. Differential methylation at one CpG island of the PARK2 promoter was observed in a small subset of subjects (β=8.74×10(-4), p=0.006). CONCLUSIONS LDD accounts for a considerable proportion of low back pain and the pathogenesis of LDD is poorly understood. This work provides evidence of association of the PARK2 gene and suggests that methylation of the PARK2 promoter may influence degeneration of the intervertebral disc. This gene has not previously been considered a candidate in LDD and further functional work is needed on this hitherto unsuspected pathway.
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Affiliation(s)
- Frances M K Williams
- Department Twin Research and Genetic Epidemiology, King's College London, London, UK.
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Hoeven TA, Kavousi M, Clockaerts S, Kerkhof HJM, van Meurs JB, Franco O, Hofman A, Bindels P, Witteman J, Bierma-Zeinstra S. Association of atherosclerosis with presence and progression of osteoarthritis: the Rotterdam Study. Ann Rheum Dis 2012; 72:646-51. [DOI: 10.1136/annrheumdis-2011-201178] [Citation(s) in RCA: 88] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Evangelou E, Valdes AM, Kerkhof HJM, Styrkarsdottir U, Zhu Y, Meulenbelt I, Lories RJ, Karassa FB, Tylzanowski P, Bos SD, Akune T, Arden NK, Carr A, Chapman K, Cupples LA, Dai J, Deloukas P, Doherty M, Doherty S, Engstrom G, Gonzalez A, Halldorsson BV, Hammond CL, Hart DJ, Helgadottir H, Hofman A, Ikegawa S, Ingvarsson T, Jiang Q, Jonsson H, Kaprio J, Kawaguchi H, Kisand K, Kloppenburg M, Kujala UM, Lohmander LS, Loughlin J, Luyten FP, Mabuchi A, McCaskie A, Nakajima M, Nilsson PM, Nishida N, Ollier WER, Panoutsopoulou K, van de Putte T, Ralston SH, Rivadeneira F, Saarela J, Schulte-Merker S, Shi D, Slagboom PE, Sudo A, Tamm A, Tamm A, Thorleifsson G, Thorsteinsdottir U, Tsezou A, Wallis GA, Wilkinson JM, Yoshimura N, Zeggini E, Zhai G, Zhang F, Jonsdottir I, Uitterlinden AG, Felson DT, van Meurs JB, Stefansson K, Ioannidis JPA, Spector TD. Meta-analysis of genome-wide association studies confirms a susceptibility locus for knee osteoarthritis on chromosome 7q22. Ann Rheum Dis 2010; 70:349-55. [PMID: 21068099 DOI: 10.1136/ard.2010.132787] [Citation(s) in RCA: 111] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Osteoarthritis (OA) is the most prevalent form of arthritis and accounts for substantial morbidity and disability, particularly in older people. It is characterised by changes in joint structure, including degeneration of the articular cartilage, and its aetiology is multifactorial with a strong postulated genetic component. METHODS A meta-analysis was performed of four genome-wide association (GWA) studies of 2371 cases of knee OA and 35 909 controls in Caucasian populations. Replication of the top hits was attempted with data from 10 additional replication datasets. RESULTS With a cumulative sample size of 6709 cases and 44 439 controls, one genome-wide significant locus was identified on chromosome 7q22 for knee OA (rs4730250, p=9.2 × 10⁻⁹), thereby confirming its role as a susceptibility locus for OA. CONCLUSION The associated signal is located within a large (500 kb) linkage disequilibrium block that contains six genes: PRKAR2B (protein kinase, cAMP-dependent, regulatory, type II, β), HPB1 (HMG-box transcription factor 1), COG5 (component of oligomeric golgi complex 5), GPR22 (G protein-coupled receptor 22), DUS4L (dihydrouridine synthase 4-like) and BCAP29 (B cell receptor-associated protein 29). Gene expression analyses of the (six) genes in primary cells derived from different joint tissues confirmed expression of all the genes in the joint environment.
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Affiliation(s)
- Evangelos Evangelou
- Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece
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Valdes AM, Evangelou E, Kerkhof HJM, Tamm A, Doherty SA, Kisand K, Tamm A, Kerna I, Uitterlinden A, Hofman A, Rivadeneira F, Cooper C, Dennison EM, Zhang W, Muir KR, Ioannidis JPA, Wheeler M, Maciewicz RA, van Meurs JB, Arden NK, Spector TD, Doherty M. The GDF5 rs143383 polymorphism is associated with osteoarthritis of the knee with genome-wide statistical significance. Ann Rheum Dis 2010; 70:873-5. [PMID: 20870806 DOI: 10.1136/ard.2010.134155] [Citation(s) in RCA: 111] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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22
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Koek WNH, van Meurs JB, van der Eerden BCJ, Rivadeneira F, Zillikens MC, Hofman A, Obermayer-Pietsch B, Lips P, Pols HA, Uitterlinden AG, van Leeuwen JPTM. The T-13910C polymorphism in the lactase phlorizin hydrolase gene is associated with differences in serum calcium levels and calcium intake. J Bone Miner Res 2010; 25:1980-7. [PMID: 20225268 DOI: 10.1002/jbmr.83] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The C-variant of a T-13910C polymorphism (rs4988235; NT_022135.15:g.25316568G > A) upstream of the lactase phlorizin hydrolase (LPH) gene causes lactose intolerance. Association studies with differences in bone parameters and fracture risk have been inconclusive. The objective of this study was to examine the association of LPH rs4988235 with body height and bone parameters and calcium homeostasis in two elderly populations of Dutch Caucasians and assess interaction with vitamin D receptor (VDR) polymorphisms. Genotyping of LPH and VDR polymorphisms was performed in 6367 individuals from the Rotterdam Study and 844 from the Longitudinal Aging Study Amsterdam (LASA). Associations with age, height, weight, bone mineral density (BMD), skeletal morphometric parameters and serum vitamin D and calcium levels, and dietary calcium intake were assessed using ANOVA or analysis of covariance, and allele dose effect was assessed using linear regression analysis. Fracture risk was analyzed using Cox's proportional hazard regression analysis. Associations with body height (p = 2.7 × 10(-8)) and vertebral area (p = .048) found in the Rotterdam Study were explained by population stratification, as assessed by principal-component analyses, and disappeared after additional adjustments. No associations with femoral neck or lumbar spine BMD or with fracture risk were detected. Calcium intake and serum ionized serum calcium were significantly lower in C-homozygotes (p = 9.2 × 10(-7), p = .02, respectively). For none of the parameters studied was interaction between the T-13910C polymorphism and VDR block 5 haplotype 1 observed. We show that the C allele of the T-13910C polymorphism causing lactose intolerance is associated with lower dietary calcium intake and serum calcium levels but not with BMD or fractures. The associations observed with height and vertebral area were the result of population stratification. This demonstrates the impact of population stratification and urges researchers to carefully take this into account in genetic associations, in particular, in dietary intake-related phenotypes, of which LPH and lactose intolerance are a strong example.
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Affiliation(s)
- W Nadia H Koek
- Department of Internal Medicine, Erasmus MC, Rotterdam, The Netherlands
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23
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Wang TJ, Zhang F, Richards JB, Kestenbaum B, van Meurs JB, Berry D, Kiel D, Streeten EA, Ohlsson C, Koller DL, Palotie L, Cooper JD, O'Reilly PF, Houston DK, Glazer NL, Vandenput L, Peacock M, Shi J, Rivadeneira F, McCarthy MI, Anneli P, de Boer IH, Mangino M, Kato B, Smyth DJ, Booth SL, Jacques PF, Burke GL, Goodarzi M, Cheung CL, Wolf M, Rice K, Goltzman D, Hidiroglou N, Ladouceur M, Hui SL, Wareham NJ, Hocking LJ, Hart D, Arden NK, Cooper C, Malik S, Fraser WD, Hartikainen AL, Zhai G, Macdonald H, Forouhi NG, Loos RJ, Reid DM, Hakim A, Dennison E, Liu Y, Power C, Stevens HE, Jaana L, Vasan RS, Soranzo N, Bojunga J, Psaty BM, Lorentzon M, Foroud T, Harris TB, Hofman A, Jansson JO, Cauley JA, Uitterlinden AG, Gibson Q, Järvelin MR, Karasik D, Siscovick DS, Econs MJ, Kritchevsky SB, Florez JC, Todd JA, Dupuis J, Hypponen E, Spector TD. Common genetic determinants of vitamin D insufficiency: a genome-wide association study. Lancet 2010; 376:180-8. [PMID: 20541252 PMCID: PMC3086761 DOI: 10.1016/s0140-6736(10)60588-0] [Citation(s) in RCA: 1163] [Impact Index Per Article: 83.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND Vitamin D is crucial for maintenance of musculoskeletal health, and might also have a role in extraskeletal tissues. Determinants of circulating 25-hydroxyvitamin D concentrations include sun exposure and diet, but high heritability suggests that genetic factors could also play a part. We aimed to identify common genetic variants affecting vitamin D concentrations and risk of insufficiency. METHODS We undertook a genome-wide association study of 25-hydroxyvitamin D concentrations in 33 996 individuals of European descent from 15 cohorts. Five epidemiological cohorts were designated as discovery cohorts (n=16 125), five as in-silico replication cohorts (n=9367), and five as de-novo replication cohorts (n=8504). 25-hydroxyvitamin D concentrations were measured by radioimmunoassay, chemiluminescent assay, ELISA, or mass spectrometry. Vitamin D insufficiency was defined as concentrations lower than 75 nmol/L or 50 nmol/L. We combined results of genome-wide analyses across cohorts using Z-score-weighted meta-analysis. Genotype scores were constructed for confirmed variants. FINDINGS Variants at three loci reached genome-wide significance in discovery cohorts for association with 25-hydroxyvitamin D concentrations, and were confirmed in replication cohorts: 4p12 (overall p=1.9x10(-109) for rs2282679, in GC); 11q12 (p=2.1x10(-27) for rs12785878, near DHCR7); and 11p15 (p=3.3x10(-20) for rs10741657, near CYP2R1). Variants at an additional locus (20q13, CYP24A1) were genome-wide significant in the pooled sample (p=6.0x10(-10) for rs6013897). Participants with a genotype score (combining the three confirmed variants) in the highest quartile were at increased risk of having 25-hydroxyvitamin D concentrations lower than 75 nmol/L (OR 2.47, 95% CI 2.20-2.78, p=2.3x10(-48)) or lower than 50 nmol/L (1.92, 1.70-2.16, p=1.0x10(-26)) compared with those in the lowest quartile. INTERPRETATION Variants near genes involved in cholesterol synthesis, hydroxylation, and vitamin D transport affect vitamin D status. Genetic variation at these loci identifies individuals who have substantially raised risk of vitamin D insufficiency. FUNDING Full funding sources listed at end of paper (see Acknowledgments).
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Affiliation(s)
- Thomas J. Wang
- Massachusetts General Hospital, Division of Cardiology, Department of Medicine, Boston MA
- Harvard Medical School, Boston MA
- Framingham Heart Study, Framingham MA
| | - Feng Zhang
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
| | - J. Brent Richards
- McGill University, Jewish General Hospital, Departments of Medicine, Human Genetics, Epidemiology and Biostatistics, Montreal Canada
| | - Bryan Kestenbaum
- University of Washington, Kidney Research Institute, Department of Medicine, Division of Nephrology, Harborview Medical Center, Seattle, WA
| | - Joyce B. van Meurs
- Erasmus Medical Center, Department of Internal Medicine, Rotterdam Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Rotterdam Netherlands
| | - Diane Berry
- UCL Institute of Child Health, MRC Centre of Epidemiology for Child Health and Centre for Paediatric Epidemiology and Biostatistics, London England
| | - Douglas Kiel
- Harvard Medical School, Boston MA
- Framingham Heart Study, Framingham MA
- Hebrew SeniorLife, Institute for Aging Research, Genetic Epidemiology Program, Harvard Medical School, Boston MA
| | | | - Claes Ohlsson
- University of Gothenburg, Sahlgrenska Academy, Institute of Medicine, Department of Internal Medicine, Gothenburg Sweden
| | | | - Leena Palotie
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, CB10 1HH, United Kingdom
- University of Helsinki and National Institute for Health and Welfare, Partnership for Molecular Medicine, Institute for Molecular Medicine Finland FIMM, Helsinki Finland
- National Institute for Health and Welfare, Helsinki Finland
| | - Jason D. Cooper
- University of Cambridge, JDRF/WT Diabetes and Inflammation Laboratory, Cambridge United Kingdom
| | - Paul F. O'Reilly
- Imperial College, Faculty of Medicine, Department of Epidemiology and Public Health, London England
| | - Denise K. Houston
- Wake Forest University School of Medicine, Sticht Center on Aging, Winston Salem NC
| | - Nicole L. Glazer
- University of Washington, Cardiovascular Health Research Unit and Department of Medicine, Seattle WA
| | - Liesbeth Vandenput
- University of Gothenburg, Sahlgrenska Academy, Institute of Medicine, Department of Internal Medicine, Gothenburg Sweden
| | - Munro Peacock
- Indiana University, School of Medicine, Indianapolis Indiana
| | - Julia Shi
- University of Maryland School of Medicine, Division of Endocrinology, Baltimore MD
| | - Fernando Rivadeneira
- Erasmus Medical Center, Department of Internal Medicine, Rotterdam Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Rotterdam Netherlands
| | - Mark I. McCarthy
- Oxford Centre for Diabetes, Endocrinology and Metabolism (OCDEM), Oxford United Kingdom
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Churchill Hospital, Oxford, UK
| | - Pouta Anneli
- National Institute of Health and Welfare, Oulu Finland
| | - Ian H. de Boer
- University of Washington, Kidney Research Institute, Department of Medicine, Division of Nephrology, Harborview Medical Center, Seattle, WA
| | - Massimo Mangino
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
| | - Bernet Kato
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
| | - Deborah J. Smyth
- University of Cambridge, JDRF/WT Diabetes and Inflammation Laboratory, Cambridge United Kingdom
| | - Sarah L. Booth
- Tufts University, Jean Mayer USDA Human Nutrition Research Center on Aging, Boston MA
| | - Paul F. Jacques
- Tufts University, Jean Mayer USDA Human Nutrition Research Center on Aging, Boston MA
| | - Greg L. Burke
- Wake Forest University Health Sciences, Division of Public Health Sciences, Winston-Salem, NC
| | - Mark Goodarzi
- Cedars-Sinai Medical Center, Department of Medicine, Los Angeles CA
| | - Ching-Lung Cheung
- Harvard Medical School, Boston MA
- Hebrew SeniorLife, Institute for Aging Research, Genetic Epidemiology Program, Harvard Medical School, Boston MA
- Genome Institute of Singapore, Computational and Mathematical Biology, ASTAR (Agency for Science, Technology and Research), Biopolis, Singapore
| | - Myles Wolf
- University of Miami Miller School of Medicine, Division of Nephrology and Hypertension, Miami FL
| | - Kenneth Rice
- University of Washington, Cardiovascular Health Research Unit and Department of Medicine, Seattle WA
| | - David Goltzman
- McGill University, Department of Medicine, Montreal Canada
- McGill University Health Centre, Montreal, Canada
| | | | - Martin Ladouceur
- McGill University, Jewish General Hospital, Departments of Medicine, Human Genetics, Epidemiology and Biostatistics, Montreal Canada
| | - Siu L. Hui
- Indiana University, School of Medicine, Indianapolis Indiana
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Lynne J. Hocking
- University of Aberdeen, Division of Applied Medicine, Bone and Musculoskeletal Research Programme, Aberdeen United Kingdom
| | - Deborah Hart
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
| | - Nigel K. Arden
- University of Southampton, MRC Epidemiology Resource Centre, Southampton England
- University of Oxford, NIHR Musculoskeletal Biomedical Research Unit, Oxford England
| | - Cyrus Cooper
- University of Southampton, MRC Epidemiology Resource Centre, Southampton England
- University of Oxford, NIHR Musculoskeletal Biomedical Research Unit, Oxford England
| | - Suneil Malik
- Office of Biotechnology, Genomics and Population Health, Public Health Agency of Canada, Toronto, Canada
| | - William D. Fraser
- Unit of Clinical Chemistry, School of Clinical Sciences, University of Liverpool, Liverpool
| | | | - Guangju Zhai
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
| | - Helen Macdonald
- University of Aberdeen, Division of Applied Medicine, Bone and Musculoskeletal Research Programme, Aberdeen United Kingdom
| | - Nita G. Forouhi
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Ruth J.F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - David M. Reid
- University of Aberdeen, Division of Applied Medicine, Bone and Musculoskeletal Research Programme, Aberdeen United Kingdom
| | - Alan Hakim
- Whipps Cross Rheumatology Department, London England
| | - Elaine Dennison
- University of Southampton, MRC Epidemiology Resource Centre, Southampton England
| | - Yongmei Liu
- Wake Forest University School of Medicine, Sticht Center on Aging, Winston Salem NC
| | - Chris Power
- UCL Institute of Child Health, MRC Centre of Epidemiology for Child Health and Centre for Paediatric Epidemiology and Biostatistics, London England
| | - Helen E. Stevens
- University of Cambridge, JDRF/WT Diabetes and Inflammation Laboratory, Cambridge United Kingdom
| | - Laitinen Jaana
- Finnish Institute of Occupational Health, Oulu Finland
- University of Oulu, Institute of Health Sciences, Oulu Finland
| | - Ramachandran S. Vasan
- Framingham Heart Study, Framingham MA
- Boston University School of Medicine, Division of Preventive Medicine, Boston MA
| | - Nicole Soranzo
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, CB10 1HH, United Kingdom
| | - Jörg Bojunga
- Klinikum der Johann Wolfgang Goethe University, Frankfurt Germany
| | - Bruce M. Psaty
- University of Washington, Departments of Medicine, Epidemiology and Health Services, Seattle WA
| | - Mattias Lorentzon
- University of Gothenburg, Sahlgrenska Academy, Institute of Medicine, Department of Internal Medicine, Gothenburg Sweden
| | - Tatiana Foroud
- Indiana University, School of Medicine, Indianapolis Indiana
| | - Tamara B. Harris
- National Institutes of Health, National Institute on Aging, Bethesda MD
| | - Albert Hofman
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Rotterdam Netherlands
- Erasmus Medical Center, Department of Epidemiology, Rotterdam Netherlands
| | - John-Olov Jansson
- University of Gothenburg, Sahlgrenska Academy, Institute of Neuroscience and Physiology, Department of Physiology, Gothenburg Sweden
| | - Jane A. Cauley
- University of Pittsburgh, Department of Epidemiology, Pittsburgh PA
| | - Andre G. Uitterlinden
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Rotterdam Netherlands
- Erasmus Medical Center, Departments of Internal, Epidemiology and Klinical Genetics, Rotterdam Netherlands
| | - Quince Gibson
- Erasmus Medical Center, Department of Internal Medicine, Rotterdam Netherlands
| | - Marjo-Riitta Järvelin
- Imperial College, Faculty of Medicine, Department of Epidemiology and Public Health, London England
- National Institute of Health and Welfare, Oulu Finland
- University of Oulu, Institute of Health Sciences, Oulu Finland
- University of Oulu, Biocenter Oulu, Oulu Finland
| | - David Karasik
- Harvard Medical School, Boston MA
- Hebrew SeniorLife, Institute for Aging Research, Genetic Epidemiology Program, Harvard Medical School, Boston MA
| | - David S. Siscovick
- University of Washington, Cardiovascular Health Research Unit and Departments of Medicine and Epidemiology, Seattle WA
| | | | | | - Jose C. Florez
- Harvard Medical School, Boston MA
- Massachusetts General Hospital, Diabetes Research Center (Diabetes Unit) and Center for Human Genetic Research, Boston MA
- Broad Institute, Program in Medical and Population Genetics, Cambridge MA
| | - John A. Todd
- University of Cambridge, JDRF/WT Diabetes and Inflammation Laboratory, Cambridge United Kingdom
| | - Josee Dupuis
- Framingham Heart Study, Framingham MA
- Boston University School of Public Health, Department of Biostatistics, Boston MA
| | - Elina Hypponen
- UCL Institute of Child Health, MRC Centre of Epidemiology for Child Health and Centre for Paediatric Epidemiology and Biostatistics, London England
| | - Timothy D. Spector
- King's College London, Department of Twin Research and Genetic Epidemiology, London England
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Richards JB, Kavvoura FK, Rivadeneira F, Styrkársdóttir U, Estrada K, Halldórsson BV, Hsu YH, Zillikens MC, Wilson SG, Mullin BH, Amin N, Aulchenko YS, Cupples LA, Deloukas P, Demissie S, Hofman A, Kong A, Karasik D, van Meurs JB, Oostra BA, Pols HAP, Sigurdsson G, Thorsteinsdottir U, Soranzo N, Williams FMK, Zhou Y, Ralston SH, Thorleifsson G, van Duijn CM, Kiel DP, Stefansson K, Uitterlinden AG, Ioannidis JPA, Spector TD. Collaborative meta-analysis: associations of 150 candidate genes with osteoporosis and osteoporotic fracture. Ann Intern Med 2009; 151:528-37. [PMID: 19841454 PMCID: PMC2842981 DOI: 10.7326/0003-4819-151-8-200910200-00006] [Citation(s) in RCA: 217] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Osteoporosis is a highly heritable trait. Many candidate genes have been proposed as being involved in regulating bone mineral density (BMD). Few of these findings have been replicated in independent studies. OBJECTIVE To assess the relationship between BMD and fracture and all common single-nucleotide polymorphisms (SNPs) in previously proposed osteoporosis candidate genes. DESIGN Large-scale meta-analysis of genome-wide association data. SETTING 5 international, multicenter, population-based studies. PARTICIPANTS Data on BMD were obtained from 19 195 participants (14 277 women) from 5 populations of European origin. Data on fracture were obtained from a prospective cohort (n = 5974) from the Netherlands. MEASUREMENTS Systematic literature review using the Human Genome Epidemiology Navigator identified autosomal genes previously evaluated for association with osteoporosis. We explored the common SNPs arising from the haplotype map of the human genome (HapMap) across all these genes. BMD at the femoral neck and lumbar spine was measured by dual-energy x-ray absorptiometry. Fractures were defined as clinically apparent, site-specific, validated nonvertebral and vertebral low-energy fractures. RESULTS 150 candidate genes were identified and 36 016 SNPs in these loci were assessed. SNPs from 9 gene loci (ESR1, LRP4, ITGA1, LRP5, SOST, SPP1, TNFRSF11A, TNFRSF11B, and TNFSF11) were associated with BMD at either site. For most genes, no SNP was statistically significant. For statistically significant SNPs (n = 241), effect sizes ranged from 0.04 to 0.18 SD per allele. SNPs from the LRP5, SOST, SPP1, and TNFRSF11A loci were significantly associated with fracture risk; odds ratios ranged from 1.13 to 1.43 per allele. These effects on fracture were partially independent of BMD at SPP1 and SOST. LIMITATION Only common polymorphisms in linkage disequilibrium with SNPs in HapMap could be assessed, and previously reported associations for SNPs in some candidate genes could not be excluded. CONCLUSION In this large-scale collaborative genome-wide meta-analysis, 9 of 150 candidate genes were associated with regulation of BMD, 4 of which also significantly affected risk for fracture. However, most candidate genes had no consistent association with BMD.
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Rivadeneira F, Styrkársdottir U, Estrada K, Halldórsson BV, Hsu YH, Richards JB, Zillikens MC, Kavvoura FK, Amin N, Aulchenko YS, Cupples LA, Deloukas P, Demissie S, Grundberg E, Hofman A, Kong A, Karasik D, van Meurs JB, Oostra B, Pastinen T, Pols HAP, Sigurdsson G, Soranzo N, Thorleifsson G, Thorsteinsdottir U, Williams FMK, Wilson SG, Zhou Y, Ralston SH, van Duijn CM, Spector T, Kiel DP, Stefansson K, Ioannidis JPA, Uitterlinden AG. Twenty bone-mineral-density loci identified by large-scale meta-analysis of genome-wide association studies. Nat Genet 2009; 41:1199-206. [PMID: 19801982 PMCID: PMC2783489 DOI: 10.1038/ng.446] [Citation(s) in RCA: 585] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2009] [Accepted: 07/21/2009] [Indexed: 12/15/2022]
Abstract
Bone mineral density (BMD) is a heritable complex trait used in the clinical diagnosis of osteoporosis and the assessment of fracture risk. We performed meta-analysis of five genome-wide association studies of femoral neck and lumbar spine BMD in 19,195 subjects of Northern European descent. We identified 20 BMD loci that reached genome-wide significance (GWS; P < 5 x 10(-8)), of which 13 map to regions not previously associated with this trait: 1p31.3 (GPR177), 2p21 (SPTBN1), 3p22 (CTNNB1), 4q21.1 (MEPE), 5q14 (MEF2C), 7p14 (STARD3NL), 7q21.3 (FLJ42280), 11p11.2 (LRP4, ARHGAP1, F2), 11p14.1 (DCDC5), 11p15 (SOX6), 16q24 (FOXL1), 17q21 (HDAC5) and 17q12 (CRHR1). The meta-analysis also confirmed at GWS level seven known BMD loci on 1p36 (ZBTB40), 6q25 (ESR1), 8q24 (TNFRSF11B), 11q13.4 (LRP5), 12q13 (SP7), 13q14 (TNFSF11) and 18q21 (TNFRSF11A). The many SNPs associated with BMD map to genes in signaling pathways with relevance to bone metabolism and highlight the complex genetic architecture that underlies osteoporosis and variation in BMD.
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Kwan T, Grundberg E, Koka V, Ge B, Lam KCL, Dias C, Kindmark A, Mallmin H, Ljunggren O, Rivadeneira F, Estrada K, van Meurs JB, Uitterlinden A, Karlsson M, Ohlsson C, Mellström D, Nilsson O, Pastinen T, Majewski J. Tissue effect on genetic control of transcript isoform variation. PLoS Genet 2009; 5:e1000608. [PMID: 19680542 PMCID: PMC2719916 DOI: 10.1371/journal.pgen.1000608] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2009] [Accepted: 07/20/2009] [Indexed: 11/26/2022] Open
Abstract
Current genome-wide association studies (GWAS) are moving towards the use of large cohorts of primary cell lines to study a disease of interest and to assign biological relevance to the genetic signals identified. Here, we use a panel of human osteoblasts (HObs) to carry out a transcriptomic survey, similar to recent studies in lymphoblastoid cell lines (LCLs). The distinct nature of HObs and LCLs is reflected by the preferential grouping of cell type–specific genes within biologically and functionally relevant pathways unique to each tissue type. We performed cis-association analysis with SNP genotypes to identify genetic variations of transcript isoforms, and our analysis indicates that differential expression of transcript isoforms in HObs is also partly controlled by cis-regulatory genetic variants. These isoforms are regulated by genetic variants in both a tissue-specific and tissue-independent fashion, and these associations have been confirmed by RT–PCR validation. Our study suggests that multiple transcript isoforms are often present in both tissues and that genetic control may affect the relative expression of one isoform to another, rather than having an all-or-none effect. Examination of the top SNPs from a GWAS of bone mineral density show overlap with probeset associations observed in this study. The top hit corresponding to the FAM118A gene was tested for association studies in two additional clinical studies, revealing a novel transcript isoform variant. Our approach to examining transcriptome variation in multiple tissue types is useful for detecting the proportion of genetic variation common to different cell types and for the identification of cell-specific isoform variants that may be functionally relevant, an important follow-up step for GWAS. The transcriptome of any given cell type is a complex program of controlled gene expression underlying its biological function. An additional layer of molecular complexity involving individual genetic variation can modulate the transcriptome within the same tissue type, conferring potential phenotypic differences between individuals at the cellular level. This study highlights common and unique aspects of the transcriptome between the well-characterized lymphoblastoid cell lines from the International HapMap Project and those of a cultured primary cell type, human osteoblasts. We observe that inter-individual genetic variation can regulate transcript isoform expression in tissue-specific and tissue-independent manners, indicating that genetic differences among individuals can alter the transcriptome in one or more tissues, ultimately leading to altered biological functions within the lymphoblasts and/or osteoblasts. Pursuant to this, genome wide association studies on bone mineral density (BMD) have identified a number of significant loci and polymorphisms highly linked to the BMD quantitative phenotype. A small proportion of these polymorphisms overlap with our highly significant SNPs regulating the osteoblast transcriptome, revealing a potential molecular basis for this phenotype at the transcriptional level. This study highlights the importance of examining the differing transcriptomes and cis-regulatory mechanisms governing the biological and functional roles of varied tissue types.
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Affiliation(s)
- Tony Kwan
- Department of Human Genetics, McGill University, Montréal, Canada.
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Valdes AM, Lories RJ, van Meurs JB, Kerkhof H, Doherty S, Hofman A, Hart DJ, Zhang F, Luyten FP, Uitterlinden AG, Doherty M, Spector TD. Variation at the ANP32A gene is associated with risk of hip osteoarthritis in women. ACTA ACUST UNITED AC 2009; 60:2046-54. [DOI: 10.1002/art.24627] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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Soranzo N, Rivadeneira F, Chinappen-Horsley U, Malkina I, Richards JB, Hammond N, Stolk L, Nica A, Inouye M, Hofman A, Stephens J, Wheeler E, Arp P, Gwilliam R, Jhamai PM, Potter S, Chaney A, Ghori MJR, Ravindrarajah R, Ermakov S, Estrada K, Pols HAP, Williams FM, McArdle WL, van Meurs JB, Loos RJF, Dermitzakis ET, Ahmadi KR, Hart DJ, Ouwehand WH, Wareham NJ, Barroso I, Sandhu MS, Strachan DP, Livshits G, Spector TD, Uitterlinden AG, Deloukas P. Meta-analysis of genome-wide scans for human adult stature identifies novel Loci and associations with measures of skeletal frame size. PLoS Genet 2009; 5:e1000445. [PMID: 19343178 PMCID: PMC2661236 DOI: 10.1371/journal.pgen.1000445] [Citation(s) in RCA: 210] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2008] [Accepted: 03/04/2009] [Indexed: 12/31/2022] Open
Abstract
Recent genome-wide (GW) scans have identified several independent loci affecting human stature, but their contribution through the different skeletal components of height is still poorly understood. We carried out a genome-wide scan in 12,611 participants, followed by replication in an additional 7,187 individuals, and identified 17 genomic regions with GW-significant association with height. Of these, two are entirely novel (rs11809207 in CATSPER4, combined P-value = 6.1×10−8 and rs910316 in TMED10, P-value = 1.4×10−7) and two had previously been described with weak statistical support (rs10472828 in NPR3, P-value = 3×10−7 and rs849141 in JAZF1, P-value = 3.2×10−11). One locus (rs1182188 at GNA12) identifies the first height eQTL. We also assessed the contribution of height loci to the upper- (trunk) and lower-body (hip axis and femur) skeletal components of height. We find evidence for several loci associated with trunk length (including rs6570507 in GPR126, P-value = 4×10−5 and rs6817306 in LCORL, P-value = 4×10−4), hip axis length (including rs6830062 at LCORL, P-value = 4.8×10−4 and rs4911494 at UQCC, P-value = 1.9×10−4), and femur length (including rs710841 at PRKG2, P-value = 2.4×10−5 and rs10946808 at HIST1H1D, P-value = 6.4×10−6). Finally, we used conditional analyses to explore a possible differential contribution of the height loci to these different skeletal size measurements. In addition to validating four novel loci controlling adult stature, our study represents the first effort to assess the contribution of genetic loci to three skeletal components of height. Further statistical tests in larger numbers of individuals will be required to verify if the height loci affect height preferentially through these subcomponents of height. The first genetic association studies of adult height have confirmed a role of many common variants in influencing human height, but to date, the genetic basis of differences between different skeletal components of height have not been addressed. Here, we take advantage of recent technical and methodological advances to examine the role of common genetic variants on both height and skeletal components of height. By examining nearly 20,000 individuals from the UK and the Netherlands, we provide statistically significant evidence that 17 genomic regions are associated with height, including four novel regions. We also examine, for the first time, the association of these 17 regions with skeletal size measurements of spine, femur, and hip axis length, a measurement of hip geometry known to influence the risk of osteoporotic fractures. We find that some height loci are also associated with these skeletal components, although further statistical tests will be required to verify if these genetic variants act differentially on the individual skeletal measurements. The knowledge generated by this and other studies will not only inform the genetics of human quantitative variation, but will also lead to the potential discovery of many medically important polymorphisms.
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Affiliation(s)
- Nicole Soranzo
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Usha Chinappen-Horsley
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
| | - Ida Malkina
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - J. Brent Richards
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
- Department of Medicine, Jewish General Hospital, McGill University, Montreal, Quebec, Canada
| | - Naomi Hammond
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Lisette Stolk
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Alexandra Nica
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Michael Inouye
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Jonathan Stephens
- Department of Haematology of Cambridge and NHS Blood and Transplant (NHSBT), Cambridge, United Kingdom
| | - Eleanor Wheeler
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Pascal Arp
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Rhian Gwilliam
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - P. Mila Jhamai
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Simon Potter
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Amy Chaney
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Mohammed J. R. Ghori
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Radhi Ravindrarajah
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Sergey Ermakov
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Karol Estrada
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Huibert A. P. Pols
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Frances M. Williams
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
| | - Wendy L. McArdle
- ALSPAC Laboratory, Department of Social Medicine, University of Bristol, Bristol, United Kingdom
| | - Joyce B. van Meurs
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Ruth J. F. Loos
- Medical Research Council Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | | | - Kourosh R. Ahmadi
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
| | - Deborah J. Hart
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
| | - Willem H. Ouwehand
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- Department of Haematology of Cambridge and NHS Blood and Transplant (NHSBT), Cambridge, United Kingdom
| | - Nicholas J. Wareham
- Medical Research Council Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Inês Barroso
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Manjinder S. Sandhu
- Department of Public Health and Primary Care, Strangeways Research Laboratory, University of Cambridge, Cambridge, United Kingdom
| | - David P. Strachan
- Division of Community Health Sciences, St. George's, University of London, London, United Kingdom
| | - Gregory Livshits
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Timothy D. Spector
- Department of Twin Research and Genetic Epidemiology, St. Thomas' Hospital Campus, King's College London, London, United Kingdom
- ¶ These authors also contributed equally to this work
| | - André G. Uitterlinden
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- ¶ These authors also contributed equally to this work
| | - Panos Deloukas
- Human Genetics Department, Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
- * E-mail:
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Ester WA, van Meurs JB, Arends NJ, Uitterlinden AG, de Ridder MA, Hokken-Koelega AC. The -G1245A IGF1 polymorphism is related with small head size and less brain sparing in small for gestational age born children. Eur J Endocrinol 2009; 160:549-55. [PMID: 19147602 DOI: 10.1530/eje-08-0647] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
CONTEXT Small for gestational age (SGA) subjects experience pre- and postnatal growth restriction, which might be influenced by polymorphisms in the IGF1 gene. The well-known -841(CA)(n)/192 bp polymorphism has been associated with birth size, cardiovascular disease, and IGF-1 levels, and is in linkage disequilibrium with the -G1245A single nucleotide polymorphism (SNP; rs35767). OBJECTIVE To associate the -G1245A SNP with head circumference (HC) and brain sparing (a greater head compared with height SDS) in short SGA and SGA catch-up subjects. DESIGN Gene association study. PATIENTS We studied 635 SGA subjects out of which 439 remained short and 196 had a postnatal height >-2.00 SDS. MEASUREMENTS The -G1245A SNP IGF1 gene polymorphism and head size. RESULTS All SGA subjects had a postnatal head size below the population mean (-1.01 SDS, P<0.001). Whereas SGA catch-up subjects had a head size that was in proportion with their height, short SGA subjects displayed extensive brain sparing (HC - height: SGA CU: 0.01 versus short SGA: 1.75 SDS, P<0.001). The most severely SGA born subjects had a 0.4 SDS smaller postnatal head size and 0.6 SDS less brain sparing when carrying the -1245 A-allele in contrast to G-allele carriers (P=0.03). The association between the -G1245A SNP and head size remained significant after correction for birth weight and postnatal height SDS (P=0.03). Birth weight, birth length and postnatal height SDS were not related with the - G1245A SNP. CONCLUSIONS The -1245 A-allele of the IGF1 promoter SNP is associated with a small head size and less brain sparing in SGA born subjects and particularly those with the lowest birth weight.
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Affiliation(s)
- Wietske A Ester
- Division of Endocrinology, Department of Pediatrics, Erasmus MC/Sophia Children's Hospital, Rotterdam, The Netherlands.
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Ester WA, van Meurs JB, Arends NJ, Uitterlinden AG, de Ridder MA, Hokken-Koelega AC. Birth Size, Postnatal Growth and Growth during Growth Hormone Treatment in Small-for-Gestational-Age Children: Associations with IGF1 Gene Polymorphisms and Haplotypes? Horm Res 2009; 72:15-24. [DOI: 10.1159/000224336] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2008] [Accepted: 08/22/2008] [Indexed: 11/19/2022]
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Yazdanpanah N, Uitterlinden AG, Zillikens MC, Jhamai M, Rivadeneira F, Hofman A, de Jonge R, Lindemans J, Pols HA, van Meurs JB. Low dietary riboflavin but not folate predicts increased fracture risk in postmenopausal women homozygous for the MTHFR 677 T allele. J Bone Miner Res 2008; 23:86-94. [PMID: 17725378 DOI: 10.1359/jbmr.070812] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
UNLABELLED The MTHFR C677T polymorphism is associated with mildly elevated homocysteine levels when folate and/or riboflavin status is low. Furthermore, a mildly elevated homocysteine level is a risk factor for osteoporotic fractures. We studied whether dietary intake of riboflavin and folate modifies the effects of the MTHFR C677T variant on fracture risk in 5,035 men and women from the Rotterdam Study. We found that the MTHFR C677T variant interacts with dietary riboflavin intake to influence fracture risk in women. INTRODUCTION The MTHFR C677T polymorphism is associated with mildly elevated homocysteine (Hcy) levels in the presence of low folate and/or riboflavin status. A mildly elevated Hcy level was recently identified as a modifiable risk factor for osteoporotic fracture. We studied whether dietary intake of riboflavin and folate modifies the effects of the MTHFR C677T polymorphism on BMD and fracture risk. MATERIALS AND METHODS We studied 5,035 individuals from the Rotterdam Study, >or=55 yr of age, who had data available on MTHFR, nutrient intake, and fracture risk. We performed analysis on Hcy levels in a total of 666 individuals, whereas BMD data were present for 4,646 individuals (2,692 women). RESULTS In the total population, neither the MTHFR C677T polymorphism nor low riboflavin intake was associated with fracture risk and BMD. However, in the lowest quartile of riboflavin intake, female 677-T homozygotes had a 1.8 (95% CI: 1.1-2.9, p = 0.01) times higher risk for incident osteoporotic fractures and a 2.6 (95% CI: 1.3-5.1, p = 0.01) times higher risk for fragility fractures compared with the 677-CC genotype (interaction, p = 0.0002). This effect was not seen for baseline BMD in both men and women. No significant influence was found for dietary folate intake on the association between the MTHFR C677T genotype and fracture risk or BMD. In the lowest quartile of dietary riboflavin intake, T-homozygous individuals (men and women combined) had higher (22.5%) Hcy levels compared with C-homozygotes (mean difference = 3.44 microM, p = 0. 01; trend, p = 0.02). CONCLUSIONS In this cohort of elderly whites, the MTHFR C677T variant interacts with dietary riboflavin intake to influence fracture risk in women.
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Affiliation(s)
- Nahid Yazdanpanah
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
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Bergink AP, van Meurs JB, Loughlin J, Arp PP, Fang Y, Hofman A, van Leeuwen JPTM, van Duijn CM, Uitterlinden AG, Pols HAP. Estrogen receptor alpha gene haplotype is associated with radiographic osteoarthritis of the knee in elderly men and women. Arthritis Rheum 2003; 48:1913-22. [PMID: 12847685 DOI: 10.1002/art.11046] [Citation(s) in RCA: 100] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
OBJECTIVE Genetic influences have been shown to play an important role in the etiology of osteoarthritis (OA), but the genes involved are ill-defined. We studied the association between polymorphisms in the estrogen receptor alpha (ERalpha) gene and the prevalence of radiographic OA of the knee. METHODS The study group comprised 1,483 men and women from the Rotterdam Study. Direct molecular haplotyping was used to determine the relationship between 2 polymorphisms in the ERalpha gene (the Pvu II and Xba I restriction fragment-length polymorphisms). Radiographs of the knee were evaluated according to the Kellgren/Lawrence (K/L) score, along with separate scores for osteophytosis and joint space narrowing. RESULTS Three different haplotype alleles were identified: px (54%), PX (34%), and Px (12%). Allele PX was associated with an increased prevalence of radiographic knee OA (K/L score >/=2). The prevalence of radiographic OA was 22% among subjects without allele PX, 24% among those carrying 1 copy, and 35% among subjects carrying 2 copies. The corresponding odds ratios, after adjustment for confounding factors, were 1.3 (95% confidence interval [95% CI] 0.9-1.7) for heterozygotes and 2.2 (95% CI 1.5-3.4) for homozygotes. Separate analyses for men and women showed similar risk estimates. The association appeared to be driven by osteophytosis and is somewhat consistent with the association observed in previous studies of these polymorphisms in relation to OA. CONCLUSION This study shows that polymorphisms in the ERalpha gene are associated with radiographic OA of the knee, and in particular with osteophytosis, in both elderly men and elderly women.
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Affiliation(s)
- Arjan P Bergink
- Erasmus University Medical Center, Rotterdam, The Netherlands
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