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Mason AG, Slieker RC, Balog J, Lemmers RJLF, Wong CJ, Yao Z, Lim JW, Filippova GN, Ne E, Tawil R, Heijmans BT, Tapscott SJ, van der Maarel SM. SMCHD1 regulates a limited set of gene clusters on autosomal chromosomes. Skelet Muscle 2017; 7:12. [PMID: 28587678 PMCID: PMC5461771 DOI: 10.1186/s13395-017-0129-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [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: 01/05/2017] [Accepted: 05/24/2017] [Indexed: 12/11/2022] Open
Abstract
Background Facioscapulohumeral muscular dystrophy (FSHD) is in most cases caused by a contraction of the D4Z4 macrosatellite repeat on chromosome 4 (FSHD1) or by mutations in the SMCHD1 or DNMT3B gene (FSHD2). Both situations result in the incomplete epigenetic repression of the D4Z4-encoded retrogene DUX4 in somatic cells, leading to the aberrant expression of DUX4 in the skeletal muscle. In mice, Smchd1 regulates chromatin repression at different loci, having a role in CpG methylation establishment and/or maintenance. Methods To investigate the global effects of harboring heterozygous SMCHD1 mutations on DNA methylation in humans, we combined 450k methylation analysis on mononuclear monocytes from female heterozygous SMCHD1 mutation carriers and unaffected controls with reduced representation bisulfite sequencing (RRBS) on FSHD2 and control myoblast cell lines. Candidate loci were then evaluated for SMCHD1 binding using ChIP-qPCR and expression was evaluated using RT-qPCR. Results We identified a limited number of clustered autosomal loci with CpG hypomethylation in SMCHD1 mutation carriers: the protocadherin (PCDH) cluster on chromosome 5, the transfer RNA (tRNA) and 5S rRNA clusters on chromosome 1, the HOXB and HOXD clusters on chromosomes 17 and 2, respectively, and the D4Z4 repeats on chromosomes 4 and 10. Furthermore, minor increases in RNA expression were seen in FSHD2 myoblasts for some of the PCDHβ cluster isoforms, tRNA isoforms, and a HOXB isoform in comparison to controls, in addition to the previously reported effects on DUX4 expression. SMCHD1 was bound at DNAseI hypersensitivity sites known to regulate the PCDHβ cluster and at the chromosome 1 tRNA cluster, with decreased binding in SMCHD1 mutation carriers at the PCDHβ cluster sites. Conclusions Our study is the first to investigate the global methylation effects in humans resulting from heterozygous mutations in SMCHD1. Our results suggest that SMCHD1 acts as a repressor on a limited set of autosomal gene clusters, as an observed reduction in methylation associates with a loss of SMCHD1 binding and increased expression for some of the loci. Electronic supplementary material The online version of this article (doi:10.1186/s13395-017-0129-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Amanda G Mason
- Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Roderick C Slieker
- Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Judit Balog
- Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Chao-Jen Wong
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Zizhen Yao
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Jong-Won Lim
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Galina N Filippova
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Enrico Ne
- Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Rabi Tawil
- Neuromuscular Disease Unit, Department of Neurology, University of Rochester Medical Center, Rochester, NY, USA
| | - Bas T Heijmans
- Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.,Netherlands Consortium for Healthy Aging, Leiden, The Netherlands
| | - Stephen J Tapscott
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
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Djuardi Y, Supali T, Wibowo H, Heijmans BT, Deelen J, Slagboom EP, Houwing-Duistermaat JJ, Sartono E, Yazdanbakhsh M. Maternal and child cytokine relationship in early life is not altered by cytokine gene polymorphisms. Genes Immun 2016; 17:380-385. [PMID: 27581100 PMCID: PMC5223084 DOI: 10.1038/gene.2016.35] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [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: 12/15/2015] [Revised: 06/21/2016] [Accepted: 07/06/2016] [Indexed: 01/22/2023]
Abstract
The development of immune responses is influenced by the interaction between environmental and genetic factors. Our previous study showed a close association between maternal and young infant's cytokine responses. The question is how this association evolves over time and the contribution of genetic polymorphisms to this association. Five cytokines in mitogen-stimulated whole blood culture were measured from pregnant mothers and their children aged 2, 5, 12, 24 and 48 months. Cytokine gene polymorphisms were determined in both mothers and children. High production of maternal interleukin (IL)-10, tumour necrosis factor-α (TNF-α) and interferon-γ (IFN-γ) was significantly associated with higher levels of the corresponding cytokines in their children at 2 months (T2), but the association decreased over time. Maternal single-nucleotide polymorphism (SNP) in IFN-γ gene, rs3181032, was found to be associated with child's IFN-γ levels at T2 only, whereas maternal IL-10 rs4579758 and child's TNF-α rs13215091 were associated with child's corresponding cytokines at later ages but not at T2. In the final models including the gene polymorphisms, maternal cytokines were still the strongest determinant of child cytokines. Maternal cytokine during pregnancy, which could be a proxy for child's environmental factors, showed its highest impact at early age, with no or little influence from genetic factors.
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Affiliation(s)
- Y Djuardi
- Department of Parasitology, Universitas Indonesia, Jakarta, Indonesia.,Department of Parasitology, Leiden University Medical Center, Leiden, The Netherlands
| | - T Supali
- Department of Parasitology, Universitas Indonesia, Jakarta, Indonesia
| | - H Wibowo
- Department of Parasitology, Universitas Indonesia, Jakarta, Indonesia
| | - B T Heijmans
- Molecular Epidemiology, Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, The Netherlands
| | - J Deelen
- Molecular Epidemiology, Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, The Netherlands
| | - E P Slagboom
- Molecular Epidemiology, Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, The Netherlands
| | - J J Houwing-Duistermaat
- Medical Statistics, Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, The Netherlands
| | - E Sartono
- Department of Parasitology, Leiden University Medical Center, Leiden, The Netherlands
| | - M Yazdanbakhsh
- Department of Parasitology, Leiden University Medical Center, Leiden, The Netherlands
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3
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Bomer N, den Hollander W, Suchiman H, Houtman E, Slieker RC, Heijmans BT, Slagboom PE, Nelissen RGHH, Ramos YFM, Meulenbelt I. Neo-cartilage engineered from primary chondrocytes is epigenetically similar to autologous cartilage, in contrast to using mesenchymal stem cells. Osteoarthritis Cartilage 2016; 24:1423-30. [PMID: 26995110 DOI: 10.1016/j.joca.2016.03.009] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Revised: 02/16/2016] [Accepted: 03/10/2016] [Indexed: 02/02/2023]
Abstract
OBJECTIVES To compare the epigenetic landscape of 3D cell models of human primary articular chondrocytes (hPACs) and human bone-marrow derived mesenchymal stem cells (hBMSCs) and their respective autologous articular cartilage. DESIGN Using Illumina Infinium HumanMethylation450 BeadChip arrays, the DNA methylation landscape of the different cell sources and autologous cartilage was determined. Pathway enrichment was analyzed using DAVID. RESULTS Principal Component Analysis (PCA) of methylation data revealed separate clustering of hBMSC samples. Between hBMSCs and autologous cartilage 86,881 cytosine-phosphate-guanine dinucleotides (CpGs) (20.2%), comprising 3,034 differentially methylated regions (DMRs; Δβ > 0.1; with the same direction of effect), were significantly differentially methylated. In contrast, between hPACs and autologous cartilage only 5,706 CpGs (1.33%) were differentially methylated. Of interest was the finding of the transcriptionally active, hyper-methylation of a Cartilage Intermediate Layer Protein (CILP) annotated DMR (Δβ = 0.16) in PAC-cartilage, corresponding to a profound decrease in CILP expression after in vitro culturing of hPACs as compared to autologous cartilage. CONCLUSIONS In vitro engineered neo-cartilage tissue from primary chondrocytes, hPACs, exhibits a DNA methylation landscape that is almost identical (99% similarity) to autologous cartilage, in contrast to neo-cartilage engineered from bone marrow-derived mesenchymal stem cells (MSCs). Although hBMSCs are widely used for cartilage engineering purposes the effects of these vast differences on cartilage regeneration and long term consequences of implantation, are not known. The use of hBMSCs or hPACs for future cartilage tissue regeneration purposes should therefore be investigated in more depth in future endeavors to better understand the consequences of the differential methylome on neo-cartilage.
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Affiliation(s)
- N Bomer
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands; IDEAL, LUMC, Leiden, The Netherlands
| | - W den Hollander
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands
| | - H Suchiman
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands
| | - E Houtman
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands
| | - R C Slieker
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands; IDEAL, LUMC, Leiden, The Netherlands
| | - B T Heijmans
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands; IDEAL, LUMC, Leiden, The Netherlands
| | - P E Slagboom
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands; IDEAL, LUMC, Leiden, The Netherlands
| | | | - Y F M Ramos
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands
| | - I Meulenbelt
- Dept. of Molecular Epidemiology, LUMC, Leiden, The Netherlands.
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Sutton EF, Gilmore LA, Dunger DB, Heijmans BT, Hivert MF, Ling C, Martinez JA, Ozanne SE, Simmons RA, Szyf M, Waterland RA, Redman LM, Ravussin E. Developmental programming: State-of-the-science and future directions-Summary from a Pennington Biomedical symposium. Obesity (Silver Spring) 2016; 24:1018-26. [PMID: 27037645 PMCID: PMC4846483 DOI: 10.1002/oby.21487] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [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] [Received: 09/08/2015] [Revised: 01/20/2016] [Accepted: 02/02/2016] [Indexed: 12/15/2022]
Abstract
OBJECTIVE On December 8-9, 2014, the Pennington Biomedical Research Center convened a scientific symposium to review the state-of-the-science and future directions for the study of developmental programming of obesity and chronic disease. The objectives of the symposium were to discuss: (i) past and current scientific advances in animal models, population-based cohort studies, and human clinical trials, (ii) the state-of-the-science of epigenetic-based research, and (iii) considerations for future studies. RESULTS This symposium provided a comprehensive assessment of the state of the scientific field and identified research gaps and opportunities for future research in order to understand the mechanisms contributing to the developmental programming of health and disease. CONCLUSIONS Identifying the mechanisms which cause or contribute to developmental programming of future generations will be invaluable to the scientific and medical community. The ability to intervene during critical periods of prenatal and early postnatal life to promote lifelong health is the ultimate goal. Considerations for future research including the use of animal models, the study design in human cohorts with considerations about the timing of the intrauterine exposure, and the resulting tissue-specific epigenetic signature were extensively discussed and are presented in this meeting summary.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Robert A. Waterland
- USDA/ARS Children’s Nutrition Research Center, Baylor College of Medicine, USA
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van Doorn R, Slieker RC, Boonk SE, Zoutman WH, Goeman JJ, Bagot M, Michel L, Tensen CP, Willemze R, Heijmans BT, Vermeer MH. Epigenomic Analysis of Sézary Syndrome Defines Patterns of Aberrant DNA Methylation and Identifies Diagnostic Markers. J Invest Dermatol 2016; 136:1876-1884. [PMID: 27113428 DOI: 10.1016/j.jid.2016.03.042] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Revised: 03/09/2016] [Accepted: 03/29/2016] [Indexed: 11/28/2022]
Abstract
Sézary syndrome (Sz) is a malignancy of skin-homing CD4(+) memory T cells that is clinically characterized by erythroderma, lymphadenopathy, and blood involvement. Distinction of Sz from erythroderma secondary to inflammatory skin diseases (erythrodermic inflammatory dermatosis [EID]) is often challenging. Recent studies identified recurrent mutations in epigenetic enzymes involved in DNA modification in Sz. Here we defined the DNA methylomes of purified CD4(+) T cells from patients with Sz, EID, and healthy control subjects. Sz showed extensive global DNA methylation alterations, with 7.8% of 473,921 interrogated autosomal CpG sites showing hypomethylation and 3.2% hypermethylation. Promoter CpG islands were markedly enriched for hypermethylation. The 126 genes with recurrent promoter hypermethylation in Sz included multiple candidate tumor suppressors that showed transcriptional repression, implicating aberrant methylation in the pathogenesis of Sz. Validation in an independent sample set showed promoter hypermethylation of CMTM2, C2orf40, G0S2, HSPB6, PROM1, and PAM in 94-100% of Sz samples but not in EID samples. Notably, promoter hypermethylation of a single gene, the chemokine-like factor CMTM2, was sufficient to accurately distinguish Sz from EID in all cases. This study shows that Sz is characterized by widespread yet distinct DNA methylation alterations, which can be used clinically as epigenetic diagnostic markers.
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Affiliation(s)
- Remco van Doorn
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands.
| | - Roderick C Slieker
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Stéphanie E Boonk
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Willem H Zoutman
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Jelle J Goeman
- Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, The Netherlands
| | - Martine Bagot
- Institut National de la Santé et de la Recherche Médicale U976, Onco-Dermatology, Immunology and Cutaneous Stem Cells, Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France; Assistance Publique-Hôpitaux de Paris, Saint Louis Hospital, Department of Dermatology, Paris, France
| | - Laurence Michel
- Institut National de la Santé et de la Recherche Médicale U976, Onco-Dermatology, Immunology and Cutaneous Stem Cells, Paris, France; University Paris Diderot, Sorbonne Paris Cité, Paris, France; Assistance Publique-Hôpitaux de Paris, Saint Louis Hospital, Department of Dermatology, Paris, France
| | - Cornelis P Tensen
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Rein Willemze
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Bas T Heijmans
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Maarten H Vermeer
- Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands
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Trompet S, Postmus I, Slagboom PE, Heijmans BT, Smit RAJ, Maier AB, Buckley BM, Sattar N, Stott DJ, Ford I, Westendorp RGJ, de Craen AJM, Jukema JW. Non-response to (statin) therapy: the importance of distinguishing non-responders from non-adherers in pharmacogenetic studies. Eur J Clin Pharmacol 2016; 72:431-7. [PMID: 26686871 PMCID: PMC4792342 DOI: 10.1007/s00228-015-1994-9] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2015] [Accepted: 12/01/2015] [Indexed: 11/16/2022]
Abstract
PURPOSE In pharmacogenetic research, genetic variation in non-responders and high responders is compared with the aim to identify the genetic loci responsible for this variation in response. However, an important question is whether the non-responders are truly biologically non-responsive or actually non-adherent? Therefore, the aim of this study was to describe, within the PROspective Study of Pravastatin in the Elderly at Risk (PROSPER), characteristics of both non-responders and high responders of statin treatment in order to possibly discriminate non-responders from non-adherers. METHODS Baseline characteristics of non-responders to statin therapy (≤10 % LDL-C reduction) were compared with those of high responders (>40 % LDL-C reduction) through a linear regression analysis. In addition, pharmacogenetic candidate gene analysis was performed to show the effect of excluding non-responders from the analysis. RESULTS Non-responders to statin therapy were younger (p = 0.001), more often smoked (p < 0.001), had a higher alcohol consumption (p < 0.001), had lower LDL cholesterol levels (p < 0.001), had a lower prevalence of hypertension (p < 0.001), and had lower cognitive function (p = 0.035) compared to subjects who highly responded to pravastatin treatment. Moreover, excluding non-responders from pharmacogenetic studies yielded more robust results, as standard errors decreased. CONCLUSION Our results suggest that non-responders to statin therapy are more likely to actually be non-adherers, since they have more characteristics that are viewed as indicators of high self-perceived health and low disease awareness, possibly making the subjects less adherent to study medication. We suggest that in pharmacogenetic research, extreme non-responders should be excluded to overcome the problem that non-adherence is investigated instead of non-responsiveness.
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Affiliation(s)
- S Trompet
- Department of Cardiology, C5-R, Leiden University Medical Center, PO Box 9600, 2300 RC, Leiden, The Netherlands.
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands.
| | - I Postmus
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - P E Slagboom
- Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - B T Heijmans
- Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - R A J Smit
- Department of Cardiology, C5-R, Leiden University Medical Center, PO Box 9600, 2300 RC, Leiden, The Netherlands
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - A B Maier
- Section Gerontology and Geriatrics, Department of Internal Medicine, VU Medical Center, Amsterdam, The Netherlands
| | - B M Buckley
- Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland
| | - N Sattar
- BHF Glasgow Cardiovascular Research Centre, Faculty of Medicine, Glasgow, UK
| | - D J Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, UK
| | - I Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - R G J Westendorp
- Faculty of Health and Medical Sciences, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - A J M de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - J W Jukema
- Department of Cardiology, C5-R, Leiden University Medical Center, PO Box 9600, 2300 RC, Leiden, The Netherlands
- Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands
- Interuniversity Cardiology Institute of the Netherlands, Utrecht, the Netherlands
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van Dongen J, Willemsen G, Heijmans BT, Neuteboom J, Kluft C, Jansen R, Penninx BWJ, Slagboom PE, de Geus EJC, Boomsma DI. Longitudinal weight differences, gene expression and blood biomarkers in BMI-discordant identical twins. Int J Obes (Lond) 2015; 39:899-909. [PMID: 25765203 PMCID: PMC4471109 DOI: 10.1038/ijo.2015.24] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2014] [Revised: 11/28/2014] [Accepted: 12/18/2014] [Indexed: 12/31/2022]
Abstract
Background BMI discordant monozygotic (MZ) twins allows an examination of the causes and consequences of adiposity in a genetically controlled design. Few studies have examined longitudinal BMI discordance in MZ pairs. Objectives To study the development over time of BMI discordance in adolescent and adult MZ twin pairs, and to examine lifestyle, metabolic, inflammatory, and gene expression differences associated with concurrent and long-term BMI discordance in MZ pairs. Subjects/Methods BMI data from 2775 MZ twin pairs, collected in eight longitudinal surveys and a biobank project between 1991 and 2011, were analyzed to characterize longitudinal discordance. Lifestyle characteristics were compared within discordant pairs (ΔBMI ≥ 3 kg/m2) and biomarkers (lipids, glucose, insulin, CRP, fibrinogen, IL-6, TNF-α and sIL-6R and liver enzymes AST, ALT and GGT) and gene expression were compared in peripheral blood from discordant pairs who participated in the NTR biobank project. Results The prevalence of discordance ranged from 3.2% in 1991 (mean age=17, SD=2.4) to 17.4% (N=202 pairs) in 2009 (mean age=35, SD=15), and was 16.5% (N=174) among pairs participating in the biobank project (mean age=35, SD=12). Of 699 MZ with BMI data from 3-5 time points, 17 pairs (2.4%) were long-term discordant (at all available time points; mean follow-up range=6.4 years). Concurrently discordant pairs showed significant differences in self-ratings of which twin eats most (p=2.3×10−13), but not in leisure time exercise activity (p=0.28) and smoking (p>0.05). Ten out of 14 biomarkers showed significantly more unfavorable levels in the heavier of twin of the discordant pairs (p-values < 0.001); most of these biomarker differences were largest in longitudinally discordant pairs. No significant gene expression differences were identified, although high ranking genes were enriched for Gene Ontology (GO) terms highlighting metabolic gene regulation and inflammation pathways. Conclusions BMI discordance is uncommon in adolescent identical pairs but increases with higher pair-mean of BMI at older ages, although long-term BMI discordance is rare. In discordant pairs, the heavier twin had a more unfavorable blood biomarker profile than the genetically matched leaner twin, in support of causal effects of obesity.
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Affiliation(s)
- J van Dongen
- 1] Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands [2] EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - G Willemsen
- 1] Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands [2] EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - B T Heijmans
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - J Neuteboom
- Good Biomarker Sciences, Leiden, The Netherlands
| | - C Kluft
- Good Biomarker Sciences, Leiden, The Netherlands
| | - R Jansen
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - B W J Penninx
- 1] EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands [2] Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - P E Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - E J C de Geus
- 1] Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands [2] EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - D I Boomsma
- 1] Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands [2] EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
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van den Akker EB, Passtoors WM, Jansen R, van Zwet EW, Goeman JJ, Hulsman M, Emilsson V, Perola M, Willemsen G, Penninx BW, Heijmans BT, Maier AB, Boomsma DI, Kok JN, Slagboom PE, Reinders MJ, Beekman M. Meta-analysis on blood transcriptomic studies identifies consistently coexpressed protein-protein interaction modules as robust markers of human aging. Aging Cell 2014; 13:216-25. [PMID: 24119000 PMCID: PMC4331790 DOI: 10.1111/acel.12160] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [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: 09/06/2013] [Indexed: 11/30/2022] Open
Abstract
The bodily decline that occurs with advancing age strongly impacts on the prospects for future health and life expectancy. Despite the profound role of age in disease etiology, knowledge about the molecular mechanisms driving the process of aging in humans is limited. Here, we used an integrative network-based approach for combining multiple large-scale expression studies in blood (2539 individuals) with protein–protein Interaction (PPI) data for the detection of consistently coexpressed PPI modules that may reflect key processes that change throughout the course of normative aging. Module detection followed by a meta-analysis on chronological age identified fifteen consistently coexpressed PPI modules associated with chronological age, including a highly significant module (P = 3.5 × 10−38) enriched for ‘T-cell activation’ marking age-associated shifts in lymphocyte blood cell counts (R2 = 0.603; P = 1.9 × 10−10). Adjusting the analysis in the compendium for the ‘T-cell activation’ module showed five consistently coexpressed PPI modules that robustly associated with chronological age and included modules enriched for ‘Translational elongation’, ‘Cytolysis’ and ‘DNA metabolic process’. In an independent study of 3535 individuals, four of five modules consistently associated with chronological age, underpinning the robustness of the approach. We found three of five modules to be significantly enriched with aging-related genes, as defined by the GenAge database, and association with prospective survival at high ages for one of the modules including ASF1A. The hereby-detected age-associated and consistently coexpressed PPI modules therefore may provide a molecular basis for future research into mechanisms underlying human aging.
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Affiliation(s)
- Erik B. van den Akker
- Department of Molecular Epidemiology; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
- The Delft Bioinformatics Lab; Delft University of Technology; PO Box 5031 2600 GA Delft The Netherlands
| | - Willemijn M. Passtoors
- Department of Molecular Epidemiology; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
| | - Rick Jansen
- Department of Psychiatry; VU University Medical Center; Neuroscience Campus Amsterdam; VU University Medical Center; A.J. Ernststraat 1187 1081 HL Amsterdam The Netherlands
- EMGO Institute for Health and Care Research; Neuroscience Campus Amsterdam; Van der Boechorststraat 7 1081 BT Amsterdam The Netherlands
| | - Erik W. van Zwet
- Department of Medical Statistics; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
| | - Jelle J. Goeman
- Department of Medical Statistics; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
| | - Marc Hulsman
- The Delft Bioinformatics Lab; Delft University of Technology; PO Box 5031 2600 GA Delft The Netherlands
| | - Valur Emilsson
- Icelandic Heart Association; Holtasmari 1 IS-201 Kópavogur Iceland
| | - Markus Perola
- National Institute for Health and Welfare; PO Box 30 00271 Helsinki Finland
| | - Gonneke Willemsen
- Department of Biological Psychology; VU University; Van der Boechorststraat 7 1081 BT Amsterdam The Netherlands
| | - Brenda W.J.H. Penninx
- Department of Psychiatry; VU University Medical Center; Neuroscience Campus Amsterdam; VU University Medical Center; A.J. Ernststraat 1187 1081 HL Amsterdam The Netherlands
- EMGO Institute for Health and Care Research; Neuroscience Campus Amsterdam; Van der Boechorststraat 7 1081 BT Amsterdam The Netherlands
| | - Bas T. Heijmans
- Department of Molecular Epidemiology; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
| | - Andrea B. Maier
- Section of Gerontology and Geriatrics; Department of Internal Medicine; VU University Medical Center; De Boelelaan 1117 1007 MB Amsterdam The Netherlands
| | - Dorret I. Boomsma
- EMGO Institute for Health and Care Research; Neuroscience Campus Amsterdam; Van der Boechorststraat 7 1081 BT Amsterdam The Netherlands
- Department of Biological Psychology; VU University; Van der Boechorststraat 7 1081 BT Amsterdam The Netherlands
| | - Joost N. Kok
- Department of Molecular Epidemiology; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
- Department of Algorithms; Leiden Institute of Advanced Computer Science; University of Leiden; Niels Bohrweg 1 2333 CA Leiden The Netherlands
| | - Pieternella E. Slagboom
- Department of Molecular Epidemiology; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
- Netherlands Consortium for Healthy Ageing; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
| | - Marcel J.T. Reinders
- The Delft Bioinformatics Lab; Delft University of Technology; PO Box 5031 2600 GA Delft The Netherlands
| | - Marian Beekman
- Department of Molecular Epidemiology; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
- Netherlands Consortium for Healthy Ageing; Leiden University Medical Center; PO Box 9600 2300 RC Leiden The Netherlands
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9
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Talens RP, Jukema JW, Trompet S, Kremer D, Westendorp RGJ, Lumey LH, Sattar N, Putter H, Slagboom PE, Heijmans BT. Hypermethylation at loci sensitive to the prenatal environment is associated with increased incidence of myocardial infarction. Int J Epidemiol 2011; 41:106-15. [PMID: 22101166 DOI: 10.1093/ije/dyr153] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Human epidemiological studies suggest that small size at birth and food deprivation during gestation confer an excess risk of coronary heart diseases (CHD) in adulthood, frequently in a sex-specific manner. Prior epigenetic studies indicate that such prenatal conditions are marked by persistent and sometimes sex-specific changes in DNA methylation. Here, we have investigated the association between DNA methylation and myocardial infarction (MI) at six loci sensitive to prenatal nutrition, anticipating potential sex-specificity. Method Within the placebo group of the PROSPER trial on pravastatin and the risk of CHD, we compared all individuals who were event free at baseline and developed MI during 3 years' follow-up (n = 122) with a similar-sized control group. Methylation at IL10, LEP, ABCA1, IGF2, INS and GNASAS was measured in DNA extracted from leucocytes using mass spectrometry. RESULTS DNA methylation at GNASAS was modestly higher in MI cases compared with controls (P = 0.030). A significant sex interaction was observed for INS (P = 0.014) and GNASAS (P = 0.031). Higher DNA methylation at these loci was associated with MI among women (INS: +2.5%, P = 0.002; GNASAS: +4.2%, P = 0.001). Hypermethylation at one locus and at both loci was associated with odds ratios (ORs) of 2.8 and 8.6, respectively (P(trend) = 3.0 × 10(-4)). No association was observed among men. CONCLUSIONS The risk of MI in women is associated with DNA methylation marks at specific loci previously shown to be sensitive to prenatal conditions. This observation may reflect a developmental component of MI.
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Affiliation(s)
- Rudolf P Talens
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
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10
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Slagboom PE, Beekman M, Passtoors WM, Deelen J, Vaarhorst AAM, Boer JM, van den Akker EB, van Heemst D, de Craen AJM, Maier AB, Rozing M, Mooijaart SP, Heijmans BT, Westendorp RGJ. Genomics of human longevity. Philos Trans R Soc Lond B Biol Sci 2011; 366:35-42. [PMID: 21115528 PMCID: PMC3001312 DOI: 10.1098/rstb.2010.0284] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.6] [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] [Indexed: 01/06/2023] Open
Abstract
In animal models, single-gene mutations in genes involved in insulin/IGF and target of rapamycin signalling pathways extend lifespan to a considerable extent. The genetic, genomic and epigenetic influences on human longevity are expected to be much more complex. Strikingly however, beneficial metabolic and cellular features of long-lived families resemble those in animals for whom the lifespan is extended by applying genetic manipulation and, especially, dietary restriction. Candidate gene studies in humans support the notion that human orthologues from longevity genes identified in lower species do contribute to longevity but that the influence of the genetic variants involved is small. Here we discuss how an integration of novel study designs, labour-intensive biobanking, deep phenotyping and genomic research may provide insights into the mechanisms that drive human longevity and healthy ageing, beyond the associations usually provided by molecular and genetic epidemiology. Although prospective studies of humans from the cradle to the grave have never been performed, it is feasible to extract life histories from different cohorts jointly covering the molecular changes that occur with age from early development all the way up to the age at death. By the integration of research in different study cohorts, and with research in animal models, biological research into human longevity is thus making considerable progress.
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Affiliation(s)
- P E Slagboom
- Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
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11
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Passtoors WM, Beekman M, Gunn D, Boer JM, Heijmans BT, Westendorp RGJ, Zwaan BJ, Slagboom PE. Genomic studies in ageing research: the need to integrate genetic and gene expression approaches. J Intern Med 2008; 263:153-66. [PMID: 18226093 DOI: 10.1111/j.1365-2796.2007.01904.x] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.0] [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: 12/24/2022]
Abstract
Genome-wide and hypothesis-based approaches to the study of ageing and longevity have been dominated by genetic investigations. To identify essential mechanisms of a complex trait such as ageing in higher species, a holistic understanding of interacting pathways is required. More information on such interactions is expected to be obtained from global gene expression analysis if combined with genetic studies. Genetic sequence variation often provides a functional gene marker for the trait, whereas a gene expression profile may provide a quantitative biomarker representing complex cellular pathway interactions contributing to the trait. Thus far, gene expression studies have associated multiple pathways to ageing including mitochondrial electron transport and the oxidative stress response. However, most of the studies are underpowered to detect small age-changes. A systematic survey of gene expression changes as a function of age in human individuals and animal models is lacking. Well designed gene expression studies, especially at the level of biological processes, will provide hypotheses on gene-environmental interactions determining biological ageing rate. Cross-sectional studies monitoring the profile as a chronological marker of ageing must be integrated with prospective studies indicating which profiles represent biomarkers preceding and predicting physiological decline and mortality. New study designs such as the Leiden Longevity Study, including two generations of subjects from longevity families, aim to achieve these combined approaches.
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Affiliation(s)
- W M Passtoors
- Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.
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12
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Whitfield JB, Dy V, McQuilty R, Zhu G, Montgomery GW, Ferreira MAR, Duffy DL, Neale MC, Heijmans BT, Heath AC, Martin NG. Evidence of genetic effects on blood lead concentration. Environ Health Perspect 2007; 115:1224-30. [PMID: 17687451 PMCID: PMC1940084 DOI: 10.1289/ehp.8847] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2005] [Accepted: 06/14/2007] [Indexed: 05/04/2023]
Abstract
BACKGROUND Lead is an environmental pollutant that causes acute and chronic toxicity. Surveys have related mean blood lead concentrations to exogenous sources, including industrial activity, use of lead-based paints, or traffic density. However, there has been little investigation of individual differences in lead absorption, distribution, or toxicity, or of genetic causes of such variation. OBJECTIVES We assessed the genetic contribution to variation in blood lead concentration in adults and conducted a preliminary search for genes producing such variation. METHODS Erythrocyte lead concentration was measured by inductively coupled plasma mass spectrometry in venous blood samples from 2,926 Australian adult male and female twins. Mean lead concentrations were compared by place of residence, social class and education, and by the subjects' age, sex, alcohol intake, smoking habits, iron status, and HFE genotype. RESULTS After adjustment for these covariates, there was strong evidence of genetic effects but not for shared environmental effects persisting into adult life. Linkage analysis showed suggestive evidence (logarithm of odds = 2.63, genome-wide p = 0.170) for a quantitative trait locus affecting blood lead values on chromosome 3 with the linkage peak close to SLC4A7, a gene whose product affects lead transport. CONCLUSIONS We conclude that genetic variation plays a significant role in determining lead absorption, lead distribution within the body, or both.
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Affiliation(s)
- John B Whitfield
- Department of Clinical Biochemistry, Royal Prince Alfred Hospital, Sydney, Australia.
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13
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van Dunné FM, de Craen AJM, Heijmans BT, Helmerhorst FM, Westendorp RGJ. Gender-specific association of the factor V Leiden mutation with fertility and fecundity in a historic cohort. The Leiden 85-Plus Study. Hum Reprod 2006; 21:967-71. [PMID: 16439508 DOI: 10.1093/humrep/dei422] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Factor V Leiden (FVL, Arg506Gln) mutation may facilitate embryo implantation and increase fertility and fecundity. This was studied in subjects who were of childbearing age in a time with minimal fertility control without modern contraceptive methods. METHODS From 1986 to 1999, 1502 inhabitants of Leiden, The Netherlands, reaching the age of 85 years were enrolled in the Leiden 85-Plus Study. Of 1176 subjects the FVL status was analysed, in 365 male and 811 female subjects. RESULTS The FVL carrier rate was 4.3%. Fertility was not affected by FVL status. In male subjects, fecundity (interval between marriage and birth of first child) was significantly increased in FVL carriers; 67% of male FVL carriers had a child within 371 days of marriage (therefore conceived within 3 months of marriage), compared with 19% of male non-carriers [relative risk (RR), 3.5; 95% confidence interval (CI), 2.1-5.7; P < 0.001]. Within 6 months of marriage, 75% of male FVL carriers had conceived a child compared with 34% male non-carriers (RR, 2.2; 95% CI, 1.5-3.2; P = 0.01). In female subjects, fecundity was not influenced by FVL status. CONCLUSION Fecundity is increased in male FVL carriers; in female subjects, no such association was observed.
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Affiliation(s)
- F M van Dunné
- Department of Obstetrics, Gynaecology and Reproductive Medicine, Leiden University Medical Center, Leiden, The Netherlands.
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14
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Wessels JAM, de Vries-Bouwstra JK, Heijmans BT, Slagboom PE, Goekoop-Ruiterman YPM, Allaart CF, Kerstens PJSM, van Zeben D, Breedveld FC, Dijkmans BAC, Huizinga TWJ, Guchelaar HJ. Efficacy and toxicity of methotrexate in early rheumatoid arthritis are associated with single-nucleotide polymorphisms in genes coding for folate pathway enzymes. ACTA ACUST UNITED AC 2006; 54:1087-95. [PMID: 16572443 DOI: 10.1002/art.21726] [Citation(s) in RCA: 161] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
OBJECTIVE To determine associations of methotrexate (MTX) efficacy and toxicity with single-nucleotide polymorphisms (SNPs) in genes coding for folate pathway enzymes in patients with early rheumatoid arthritis (RA). METHODS Patients (n=205) with active RA received MTX at an initial dosage of 7.5 mg/week, which was increased to 15 mg/week and combined with folic acid (1 mg/day) after 4 weeks. If the Disease Activity Score in 44 joints (DAS44) was >2.4 at 3 months, MTX was increased to 25 mg/week. MTX efficacy was evaluated at 3 and 6 months and compared for genotypes in 3 analyses: patients with and without good response (DAS44<or=2.4), patients with and without good improvement (DeltaDAS44>1.2), and patients with and without moderate improvement (DeltaDAS44>0.6). The association between MTX-related adverse drug events (ADEs) and genotype was evaluated by comparing genotypes between patients with and without ADEs, specifically pneumonitis, gastrointestinal ADEs, skin and mucosal ADEs, and elevated liver enzyme levels. The following SNPs were analyzed: methylenetetrahydrofolate reductase (MTHFR) 677C>T, MTHFR 1298A>C, dihydrofolate reductase (DHFR) -473G>A, DHFR 35289G>A, and reduced folate carrier 80G>A. In case of significant differences, odds ratios (ORs) were calculated. RESULTS At 6 months, MTHFR 1298AA was associated with good improvement relative to 1298C (OR 2.3, 95% confidence interval [95% CI] 1.18-4.41), which increased with increased copies of the MTHFR 677CC haplotype. In contrast, MTHFR 1298C allele carriers developed more ADEs (OR 2.5, 95% CI 1.32-4.72). CONCLUSION Patients with MTHFR 1298AA and MTHFR 677CC showed greater clinical improvement with MTX, whereas only the MTHFR 1298C allele was associated with toxicity. In the future, MTHFR genotypes may help determine which patients will benefit most from MTX treatment.
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Affiliation(s)
- Judith A M Wessels
- Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands.
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15
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Van Aken MO, De Craen AJM, Gussekloo J, Moghaddam PH, Vandenbroucke JP, Heijmans BT, Slagboom PE, Westendorp RGJ. No increase in mortality and morbidity among carriers of the C282Y mutation of the hereditary haemochromatosis gene in the oldest old: the Leiden 85-plus study. Eur J Clin Invest 2002; 32:750-4. [PMID: 12406023 DOI: 10.1046/j.1365-2362.2002.01062.x] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.6] [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: 11/20/2022]
Abstract
BACKGROUND The C282Y mutation in the gene for haemochromatosis (HFE) has been associated with various diseases at middle age. However, recent studies indicate that penetrance of the C282Y mutation is low. We explored the association between the C282Y mutation, iron metabolism, and morbidity and mortality in participants of the Leiden 85-plus. STUDY DESIGN A cross-sectional comparison and prospective follow-up was conducted in two unselected cohorts of 661 and 552 subjects. All subjects were aged 85 years and over. We determined the prevalence of C282Y homozygous and heterozygous subjects, and the association between the C282Y mutation and iron metabolism, all-cause and specific causes of death. RESULTS Prevalence of C282Y homozygosity in both cohorts was 0.2% (1/661 and 1/552, respectively) and of C282Y heterozygosity was 12.4% (82/661) and 11.4% (63/552), respectively. These estimates coincide exactly with reported estimates in younger age groups. Median ferritin level was 97 microg L-1 (IQR 39-162) for heterozygous carriers and 89 microg L-1 (IQR 41-157) for noncarriers (P = 0.66). The serum ferritin concentration for one C282Y homozygous subject, a woman aged 86 years at the time of enrollment in 1986, was 392 microg L-1. Cardiovascular morbidity was comparable between the C282Y heterozygous subjects and the noncarriers in both study cohorts. All-cause and cardiovascular mortality of carriers of the C282Y mutation was similar to that in noncarriers. CONCLUSIONS We found two C282Y homozygous subjects, illustrating that homozygosity can be compatible with survival in very old ages. C282Y heterozygosity was not associated with history of cardiovascular disease morbidity, all cause mortality, cardiovascular mortality, or biochemical phenotype of haemochromatosis at old age.
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16
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Heijmans BT, Westendorp RGJ, Droog S, Kluft C, Knook DL, Slagboom PE. Association of the tumour necrosis factor alpha -308G/A polymorphism with the risk of diabetes in an elderly population-based cohort. Genes Immun 2002; 3:225-8. [PMID: 12058258 DOI: 10.1038/sj.gene.6363859] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2001] [Revised: 01/18/2002] [Accepted: 01/23/2002] [Indexed: 11/09/2022]
Abstract
Ample evidence supports a role for tumour necrosis factor alpha (TNFalpha) in the development of type 2 diabetes and cardiovascular disease. TNFalpha expression was found to be influenced by a -308G/A polymorphism in the promoter of the gene encoding TNFalpha (TNF). We investigated the contribution of this polymorphism to diabetes and cardiovascular mortality in a population-based cohort of 664 subjects aged 85 years and over (Leiden 85-plus Study). The -308G/A TNF promoter polymorphism was associated with the prevalence of diabetes in old age (P = 0.006). The risk of diabetes among subjects homozygous for the A-allele was estimated to be 4.6-fold (95% CI, 1.6-13.3) higher than among subjects homozygous for the common G-allele. The promoter polymorphism did not, however, predict mortality from all causes, cardiovascular diseases, cancer or infectious diseases during a 10-year follow-up period. In addition to the promoter polymorphism, TNFa and TNFc microsatellite genotypes were determined but these polymorphisms were not associated with morbidity or mortality. In conclusion, the -308G/A polymorphism in the TNF promoter is strongly associated with the risk of diabetes but not cardiovascular mortality in old age.
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Affiliation(s)
- B T Heijmans
- Gaubius Laboratory, TNO Prevention and Health, Leiden, The Netherlands.
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17
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Abstract
Genetic factors influence variation in human life span. The fast technological advancements in genome research and the methodology for statistical analysis of complex traits provided new tools to unravel these genetic influences. Most of the genetic epidemiology and quantitative genetics is focused on the dissection of the genetic component of specific diseases rather than of human life span. Nevertheless, common variants of 22 genes have been tested for their contribution to mortality in the general population and extreme longevity in one or more studies. These studies provide indications as to the nature of biological pathways that might play a role in human ageing. Perhaps even more important at this time is the fact that they give valuable insights in the strengths and weaknesses of current strategies to identify gene variants affecting human life span and point at more powerful approaches.
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Affiliation(s)
- B T Heijmans
- Department of Vascular and Connective Tissue Research, TNO Prevention and Health, Leiden, The Netherlands
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18
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Slagboom PE, Heijmans BT, Beekman M, Westendorp RG, Meulenbelt I. Genetics of human aging. The search for genes contributing to human longevity and diseases of the old. Ann N Y Acad Sci 2000; 908:50-63. [PMID: 10911947 DOI: 10.1111/j.1749-6632.2000.tb06635.x] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
An aging population of humans reflects early-onset morbidity and mortality as well as late-onset disease in the phase when the mortality rate doubles and, finally, longevity of extremely long-lived subjects. Genetic influences have been reported to be relevant for each of these three phases. A growing field in genetic research is aimed at the identification of genes involved in multifactorial diseases of the old and in longevity. Important issues in these studies include the definition of phenotype, which maximally highlights the genetic contribution, whether earlier and later onset phenotypes have loci in common, and how to rank or reject the many candidate disease loci found in different studies. These issues will be illustrated from research on cardiovascular disease and osteoarthritis.
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Affiliation(s)
- P E Slagboom
- Gaubius Laboratory, TNO Prevention and Health, Leiden, The Netherlands.
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19
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Heijmans BT, Westendorp RG, Lagaay AM, Knook DL, Kluft C, Slagboom PE. Common paraoxonase gene variants, mortality risk and fatal cardiovascular events in elderly subjects. Atherosclerosis 2000; 149:91-7. [PMID: 10704619 DOI: 10.1016/s0021-9150(99)00311-1] [Citation(s) in RCA: 46] [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: 11/23/2022]
Abstract
Recent studies indicate that the enzyme paraoxonase may be an important modulator of cardiovascular disease risk because of its ability to protect LDL from oxidation. We tested for association between two functional variants of the paraoxonase gene (Met-55/Leu and Gln-192/Arg) and both all-cause mortality and fatal cardiovascular disease. This was done within a population-based study among subjects aged 85 years and over in a cross-sectional and a prospective design. In the cross-sectional analysis, the distribution of both paraoxonase genotypes was found to be similar in the subset of 364 elderly subjects who were born in Leiden, The Netherlands, as compared with 250 young subjects whose families originated from the same geographical region. The polymorphisms were in strong linkage disequilibrium (P<0.00001) and the frequency of the haplotype carrying both risk alleles was not lower in the elderly than in the young (0.313 vs. 0.284). The complete cohort of 666 elderly subjects was followed over 10 years. The risk of all-cause and cardiovascular mortality was not increased in elderly subjects with the paraoxonase Leu/Leu (RR, 1.1 [95% CI, 0.9-1.5] and 1.3 [95% CI, 0.8-2.0], respectively) or the Arg/Arg genotype (RR, 0. 9 [95% CI, 0.7-1.2] and 0.7 [95% CI, 0.4-1.3], respectively). In a subset of patients with diabetes, the all-cause mortality risk was elevated in Arg/Arg carriers (RR, 2.1 [95% CI, 0.8-5.8]) but this did not reach statistical significance. Analysis of genotype combinations did not yield significant associations with mortality. The paraoxonase gene variants, previously associated with coronary artery disease, are thus not likely to have a major effect on the risk of fatal cardiovascular disease in the population at large. Adverse effects of the gene variants might be observed in subjects exposed to factors that enhance oxidative stress such as diabetes.
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Affiliation(s)
- B T Heijmans
- Gaubius Laboratory, TNO Prevention and Health, Zernikedreef 9, 2333 CK, Leiden, The Netherlands
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20
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Gussekloo J, Heijmans BT, Slagboom PE, Lagaay AM, Knook DL, Westendorp RG. Thermolabile methylenetetrahydrofolate reductase gene and the risk of cognitive impairment in those over 85. J Neurol Neurosurg Psychiatry 1999; 67:535-8. [PMID: 10486408 PMCID: PMC1736557 DOI: 10.1136/jnnp.67.4.535] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.0] [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: 11/03/2022]
Abstract
OBJECTIVES Previous reports have shown raised plasma concentrations of homocysteine in older persons with cognitive impairment. This may be caused by environmental and genetic factors. The relation between cognitive function and a common ala/val mutation in the methylenetetrahydrofolate reductase (MTHFR) gene was studied in those over 85. Homozygous carriers of this mutation are characterised by a lifelong exposure to moderately raised plasma concentrations of homocysteine. METHODS In the Leiden 85-plus Study, a population based study of persons aged 85 years and over, the score on the mini mental state examination (MMSE) and the presence of dementia dependent on the MTHFR genotypes were compared in 641 participants (456 women, 185 men) at baseline. In addition, the association between the MTHFR genotype and cognitive decline was studied by re-examining cognitive function of 172 participants without dementia at baseline after a median follow up of 4.0 years. RESULTS At baseline, carriers of the ala/ala genotype had a median MMSE score of 27 points (interquartile range (IQR) 21.5-29), for the ala/val genotype it was 26 points (IQR 20-29), and for the val/val genotype it was 27 points (IQR 20-28.3) (p=0.3). The prevalence of dementia was also not significantly different for the various genotypes (ala/ala 22%, ala/val 28%, val/val 27%; p=0.4). None of the carriers of the val/val genotype without cognitive impairment at baseline developed dementia during the follow up. CONCLUSIONS Although previous studies have shown that older persons with cognitive impairment have raised plasma concentrations of homocysteine, homozygosity for the ala to val mutation in the MTHFR gene is not a genetic risk factor for cognitive impairment in persons aged 85 years and over.
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Affiliation(s)
- J Gussekloo
- Section of Gerontology and Geriatrics, Department of General Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands.
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Heijmans BT, Westendorp RG, Knook DL, Kluft C, Slagboom PE. Angiotensin I-converting enzyme and plasminogen activator inhibitor-1 gene variants: risk of mortality and fatal cardiovascular disease in an elderly population-based cohort. J Am Coll Cardiol 1999; 34:1176-83. [PMID: 10520809 DOI: 10.1016/s0735-1097(99)00337-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.9] [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: 10/18/2022]
Abstract
OBJECTIVES We studied the contribution of putative risk genotypes at the angiotensin I-converting enzyme inhibitor (ACE D/D) and plasminogen activator inhibitor-1 (PAI-1 4G/4G) loci to all-cause and cardiovascular mortality in a population-based cohort. BACKGROUND The ACE D/D and PAI-1 4G/4G genotypes have been consistently associated with elevated plasma activities of the gene products. Their role in cardiovascular disease, although explored intensively, is still equivocal. METHODS The ACE and PAI-1 genotypes were determined in 648 subjects > or =85 years old. In a cross-sectional analysis, the genotype distributions in a subset of 356 elderly subjects who were born in Leiden, The Netherlands, were compared with those in 250 young subjects whose families originated from the same geographic region. In addition, the complete cohort of elderly subjects was followed over 10 years for all-cause and cardiovascular mortality and was stratified according to genotype. RESULTS In the cross-sectional analysis, the ACE and PAI-1 genotype distributions were similar in elderly and young subjects. In the prospective follow-up study, however, the age-adjusted risk of fatal ischemic heart disease was increased threefold (95% confidence interval [CI] 1.2 to 7.6) in elderly men carrying the PAI-1 4G/4G genotype. The risk of all-cause mortality was not increased among elderly subjects carrying the PAI-1 4G/4G (relative risk [RR] 0.9, 95% CI 0.7 to 1.1) or the ACE D/D genotype (RR 0.9, 95% CI 0.7 to 1.1), nor did we observe elevated risks of death from all cardiovascular diseases combined. There was no interaction between the genotypes. CONCLUSIONS The PAI 4G/4G genotype may be a risk factor for fatal ischemic heart disease in elderly men. The impact of moderately increased ACE and PAI-1 activities associated with the ACE D/D and PAI-1 4G/4G genotypes is too small to affect mortality in the general population.
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Affiliation(s)
- B T Heijmans
- Gaubius Laboratory, TNO Prevention and Health, Leiden, The Netherlands
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Heijmans BT, Gussekloo J, Kluft C, Droog S, Lagaay AM, Knook DL, Westendorp RG, Slagboom EP. Mortality risk in men is associated with a common mutation in the methylene-tetrahydrofolate reductase gene (MTHFR). Eur J Hum Genet 1999; 7:197-204. [PMID: 10196703 DOI: 10.1038/sj.ejhg.5200283] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.5] [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] [Indexed: 11/09/2022] Open
Abstract
An elevated level of homocysteine in plasma is associated with the occurrence of cardiovascular disease. A common ala-to-val mutation in the methylenetetrahydrofolate reductase gene (MTHFR) is associated with an elevated level of plasma homocysteine. We studied the possible detrimental effects of the MTHFR mutation on mortality. Within a population-based study in the city of Leiden, the Netherlands, we first compared the MTHFR genotype distribution among 365 elderly subjects aged 85 years and over born in Leiden, and 250 young subjects aged 18 to 40 years whose families originated from the same geographical region. Second, the complete cohort of 666 subjects aged 85 years and over was followed over a period of 10 years for all-cause and cause-specific mortality and stratified according to MTHFR genotype. The frequency of the MTHFR mutation was significantly lower in the elderly than in the young (0.30 and 0.36, respectively; P = 0.03). The difference in genotype distribution was only present in men. The estimated mortality risk up to 85 years in men carrying the vallval genotype was 3.7 (95% confidence interval (CI), 1.3-10.9). Over the age of 85, mortality in men with the vallval genotype was increased 2.0-fold (95% CI, 1.1-3.9) and appeared to be attributable to cancer rather than cardiovascular causes of death. Among women aged 85 years and over, no deleterious effect of the MTHFR mutation was observed. In conclusion, the MTHFR mutation is associated with increased mortality in men in middle and old age, but not in women.
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Affiliation(s)
- B T Heijmans
- Gaubius Laboratory, TNO Prevention and Health, Leiden, The Netherlands
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Heijmans BT, Westendorp RG, Knook DL, Kluft C, Slagboom PE. The risk of mortality and the factor V Leiden mutation in a population-based cohort. Thromb Haemost 1998; 80:607-9. [PMID: 9798979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
The factor V Leiden mutation (conferring resistance to activated protein C) has been implicated in the risk of arterial thrombosis and is a well-established risk factor for venous thrombosis especially in the elderly. We studied whether the disease association of the factor V mutation is reflected in an increased all-cause and cause-specific mortality. First, the prevalence of the factor V Leiden mutation was determined in a population-based study among subjects aged 85 years and over (4.7%, n = 660) and was found to correspond to the prevalence in young subjects aged 18 to 40 years (5.0%, n = 321). Secondly, we studied the association of factor V Leiden with the risk of all-cause mortality and specific causes of death in the elderly cohort during a 10-year follow-up period. Neither the all-cause mortality risk (RR 1.0; 95% CI, 0.7-1.5), nor the risk of death due to cardiovascular disease (RR 0.9; 95% CI, 0.5-1.7) were increased in elderly subjects heterozygous for factor V Leiden. Our study thus indicates that heterozygosity for factor V Leiden does not affect population mortality.
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Affiliation(s)
- B T Heijmans
- Gaubius Laboratory, TNO Prevention and Health, Leiden, The Netherlands
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