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Featured researches published by Elmar W. Tobi.


Proceedings of the National Academy of Sciences of the United States of America | 2008

Persistent epigenetic differences associated with prenatal exposure to famine in humans

Bastiaan T. Heijmans; Elmar W. Tobi; Aryeh D. Stein; Hein Putter; Gerard J. Blauw; Ezra Susser; P. Eline Slagboom; Lh Lumey

Extensive epidemiologic studies have suggested that adult disease risk is associated with adverse environmental conditions early in development. Although the mechanisms behind these relationships are unclear, an involvement of epigenetic dysregulation has been hypothesized. Here we show that individuals who were prenatally exposed to famine during the Dutch Hunger Winter in 1944–45 had, 6 decades later, less DNA methylation of the imprinted IGF2 gene compared with their unexposed, same-sex siblings. The association was specific for periconceptional exposure, reinforcing that very early mammalian development is a crucial period for establishing and maintaining epigenetic marks. These data are the first to contribute empirical support for the hypothesis that early-life environmental conditions can cause epigenetic changes in humans that persist throughout life.


Human Molecular Genetics | 2009

DNA methylation differences after exposure to prenatal famine are common and timing- and sex-specific

Elmar W. Tobi; L. H. Lumey; Rudolf P. Talens; Dennis Kremer; Hein Putter; Aryeh D. Stein; P. Eline Slagboom; Bastiaan T. Heijmans

Prenatal famine in humans has been associated with various later-life consequences, depending on the gestational timing of the insult and the sex of the exposed individual. Epigenetic mechanisms have been proposed to underlie these associations. Indeed, animal studies and our early human data on the imprinted IGF2 locus indicated a link between prenatal nutritional and DNA methylation. However, it remains unclear how common changes in DNA methylation are and whether they are sex- and timing-specific paralleling the later-life consequences of prenatal famine exposure. To this end, we investigated the methylation of 15 loci implicated in growth and metabolic disease in individuals who were prenatally exposed to a war-time famine in 1944-45. Methylation of INSIGF was lower among individuals who were periconceptionally exposed to the famine (n = 60) compared with their unexposed same-sex siblings (P = 2 x 10(-5)), whereas methylation of IL10, LEP, ABCA1, GNASAS and MEG3 was higher (all P < 10(-3)). A significant interaction with sex was observed for INSIGF, LEP and GNASAS. Next, methylation of eight representative loci was compared between 62 individuals exposed late in gestation and their unexposed siblings. Methylation was different for GNASAS (P = 1.1 x 10(-7)) and, in men, LEP (P = 0.017). Our data indicate that persistent changes in DNA methylation may be a common consequence of prenatal famine exposure and that these changes depend on the sex of the exposed individual and the gestational timing of the exposure.


The FASEB Journal | 2010

Variation, patterns, and temporal stability of DNA methylation: considerations for epigenetic epidemiology

Rudolf P. Talens; Dorret I. Boomsma; Elmar W. Tobi; Dennis Kremer; Jukema Jw; Willemsen G; Hein Putter; Slagboom Pe; Bastiaan T. Heijmans

The prospect of finding epigenetic risk factors for complex diseases would be greatly enhanced if DNA from existing biobanks, which is generally extracted from whole blood, could be used to perform epigenetic association studies. We characterized features of DNA methylation at 16 candidate loci, 8 of which were imprinted, in DNA samples from the Netherlands Twin Register biobank. Except for un‐methylated or fully methylated sites, CpG methylation varied considerably in a sample of 30 unrelated individuals. This variation remained after accounting for the cellular heterogeneity of blood. Methylation of CpG sites was correlated within loci and, for 4 imprinted loci, across chromosomes. In 34 additional individuals, we investigated the DNA methylation of 8 representative loci in 2 longitudinal blood and 2 longitudinal buccal cell samples (follow‐up 11–20 and 2–8 yr, respectively). Five of 8 loci were stable over time (ρ>0.75) in both tissues, indicating that prospective epigenetic studies may be possible. For 4 loci, the DNA methylation in blood (mesoderm) correlated with that in the buccal cells (ectoderm) (ρ>0.75). Our data suggest that epigenetic studies on complex diseases may be feasible for a proportion of genomic loci provided that they are carefully designed.—Talens, R. P., Boomsma, D. I., Tobi, E. W., Kremer, D., Jukema, J. W., Willemsen, G., Putter, H., Slagboom, P. E., Heijmans, B. T. Variation, patterns, and temporal stability of DNA methylation: considerations for epigenetic epidemiology. FASEB J. 24, 3135–3144 (2010). www.fasebj.org


Nature Communications | 2014

DNA Methylation Signatures Link Prenatal Famine Exposure to Growth and Metabolism

Elmar W. Tobi; Jelle J. Goeman; Ramin Monajemi; Hongcang Gu; Hein Putter; Yanju Zhang; Roderick C. Slieker; Arthur P. Stok; Peter E. Thijssen; Fabian Müller; Erik W. van Zwet; Christoph Bock; Alexander Meissner; Lh Lumey; P. Eline Slagboom; Bastiaan T. Heijmans

Periconceptional diet may persistently influence DNA methylation levels with phenotypic consequences. However, a comprehensive assessment of the characteristics of prenatal malnutrition-associated differentially methylated regions (P-DMRs) is lacking in humans. Here we report on a genome-scale analysis of differential DNA methylation in whole blood after periconceptional exposure to famine during the Dutch Hunger Winter. We show that P-DMRs preferentially occur at regulatory regions, are characterized by intermediate levels of DNA methylation and map to genes enriched for differential expression during early development. Validation and further exploratory analysis of six P-DMRs highlight the critical role of gestational timing. Interestingly, differential methylation of the P-DMRs extends along pathways related to growth and metabolism. P-DMRs located in INSR and CPT1A have enhancer activity in vitro and differential methylation is associated with birth weight and serum LDL cholesterol. Epigenetic modulation of pathways by prenatal malnutrition may promote an adverse metabolic phenotype in later life.


Epigenetics | 2009

The epigenome: Archive of the prenatal environment

Bastiaan T. Heijmans; Elmar W. Tobi; L. H. Lumey; P. Eline Slagboom

World-wide, research initiatives are in progress to establish the role of the epigenome in human disease. Empirical data are still scarce, but particularly studies investigating how the epigenome links early developmental and adult disease may rapidly change this situation. Recently, several reports showed that prenatal environmental conditions are associated with persistent changes of the human epigenome. The evaluation of candidate loci among individuals prenatally exposed to the Dutch Famine indicated that such changes may be common but individually relatively small and greatly depend on the timing of the exposure during gestation. These first findings suggest that the epigenomic contribution to disease risk may entail the combination of multiple changes especially when adaptive responses are involved to cope with environmental conditions. Well-designed epigenome-wide studies will be crucial in creating a catalogue of epigenomic regions that are sensitive to the prenatal environment to appreciate developmental influences on common human disease.


Epigenetics | 2011

Dna Methylation of Igf2, Gnasas, Insigf and Lep and Being Born Small for Gestational Age

Elmar W. Tobi; Bastiaan T. Heijmans; Dennis Kremer; Hein Putter; Henriette A. Delemarre-van de Waal; Martijn J.J. Finken; Jan M. Wit; P. Eline Slagboom

Being born small for gestational age (SGA), a proxy for intrauterine growth restriction (IUGR), and prenatal famine exposure are both associated with a greater risk of metabolic disease. Both associations have been hypothesized to involve epigenetic mechanisms. We investigated whether prenatal growth restriction early in pregnancy was associated with changes in DNA methylation at loci that were previously shown to be sensitive to early gestational famine exposure. We compared 38 individuals born preterm (<32 weeks) and with a birth weight too low for their gestational age (-1SDS) and a normal postnatal growth (>-1SDS at 3 months post term; “AGA”). The SGA individuals were not only lighter at birth, but also had a smaller length (P=3.3x10-13) and head circumference at birth (P=4.1x10-13). The DNA methylation levels of IGF2, GNASAS, INSIGF and LEP were 48.5%, 47.5%, 79.4% and 25.7% respectively. This was not significantly different between SGA and AGA individuals. Risk factors for being born SGA, including preeclampsia and maternal smoking, were also not associated with DNA methylation at these loci. Growth restriction early in development is not associated with DNA methylation at loci shown to be affected by prenatal famine exposure. Our and previous results by others indicate that prenatal growth restriction and famine exposure may be associated with different epigenetic changes or non epigenetic mechanisms that may lead to similar later health outcomes.


PLOS ONE | 2012

Prenatal Famine and Genetic Variation Are Independently and Additively Associated with DNA Methylation at Regulatory Loci within IGF2/H19

Elmar W. Tobi; P. Eline Slagboom; Jenny van Dongen; Dennis Kremer; Aryeh D. Stein; Hein Putter; Bastiaan T. Heijmans; L. H. Lumey

Both the early environment and genetic variation may affect DNA methylation, which is one of the major molecular marks of the epigenome. The combined effect of these factors on a well-defined locus has not been studied to date. We evaluated the association of periconceptional exposure to the Dutch Famine of 1944–45, as an example of an early environmental exposure, and single nucleotide polymorphisms covering the genetic variation (tagging SNPs) with DNA methylation at the imprinted IGF2/H19 region, a model for an epigenetically regulated genomic region. DNA methylation was measured at five differentially methylated regions (DMRs) that regulate the imprinted status of the IGF2/H19 region. Small but consistent differences in DNA methylation were observed comparing 60 individuals with periconceptional famine exposure with unexposed same-sex siblings at all IGF2 DMRs (PBH<0.05 after adjustment for multiple testing), but not at the H19 DMR. IGF2 DMR0 methylation was associated with IGF2 SNP rs2239681 (PBH = 0.027) and INS promoter methylation with INS SNPs, including rs689, which tags the INS VNTR, suggesting a mechanism for the reported effect of the VNTR on INS expression (PBH = 3.4×10−3). Prenatal famine and genetic variation showed similar associations with IGF2/H19 methylation and their contributions were additive. They were small in absolute terms (<3%), but on average 0.5 standard deviations relative to the variation in the population. Our analyses suggest that environmental and genetic factors could have independent and additive similarly sized effects on DNA methylation at the same regulatory site.


International Journal of Epidemiology | 2015

Early gestation as the critical time-window for changes in the prenatal environment to affect the adult human blood methylome

Elmar W. Tobi; Roderick C. Slieker; Aryeh D. Stein; H Eka D Suchiman; P. Eline Slagboom; Erik W. van Zwet; Bastiaan T. Heijmans; Lh Lumey

Background: The manipulation of pregnancy diets in animals can lead to changes in DNA methylation with phenotypic consequences in the offspring. Human studies have concentrated on the effects of nutrition during early gestation. Lacking in humans is an epigenome-wide association study of DNA methylation in relation to perturbations in nutrition across all gestation periods. Methods: We used the quasi-experimental setting of the Dutch famine of 1944–45 to evaluate the impact of famine exposure during specific 10-week gestation periods, or during any time in gestation, on genome-wide DNA methylation levels at age ∼ 59 years. In addition, we evaluated the impact of exposure during a shorter pre- and post-conception period. DNA methylation was assessed using the Illumina 450k array in whole blood among 422 individuals with prenatal famine exposure and 463 time- or sibling-controls without prenatal famine exposure. Results: Famine exposure during gestation weeks 1–10, but not weeks 11–20, 21–30 or 31-delivery, was associated with an increase in DNA methylation of CpG dinucleotides cg20823026 (FAM150B), cg10354880 (SLC38A2) and cg27370573 (PPAP2C) and a decrease of cg11496778 (OSBPL5/MRGPRG) (P < 5.9 × 10−7, PFDR < 0.031). There was an increase in methylation of TACC1 and ZNF385A after exposure during any time in gestation (P < 2.0 × 10−7, PFDR = 0.034) and a decrease of cg23989336 (TMEM105) after exposure around conception. These changes represent a shift of 0.3–0.6 standard deviations and are linked to genes involved in growth, development and metabolism. Conclusion: Early gestation, and not mid or late gestation, is identified as a critical time-period for adult DNA methylation changes in whole blood after prenatal exposure to famine.


Bioinformatics | 2014

MethylAid: visual and interactive quality control of large Illumina 450k datasets

Maarten van Iterson; Elmar W. Tobi; Roderick C. Slieker; Wouter den Hollander; Ren e Luijk; P. Eline Slagboom; Bastiaan T. Heijmans

UNLABELLED The Illumina 450k array is a frequently used platform for large-scale genome-wide DNA methylation studies, i.e. epigenome-wide association studies. Currently, quality control of 450k data can be performed with Illuminas GenomeStudio and is part of a limited number 450k analysis pipelines. However, GenomeStudio cannot handle large-scale studies, and existing pipelines provide limited options for quality control and neither support interactive exploration by the user. To aid the detection of bad-quality samples in large-scale genome-wide DNA methylation studies as flexible and transparent as possible, we have developed MethylAid; a visual and interactive Web application using RStudios shiny package. Bad-quality samples are detected using sample-dependent and sample-independent quality control probes present on the array and user-adjustable thresholds. In-depth exploration of bad-quality samples can be performed using several interactive diagnostic plots. Furthermore, plots can be annotated with user-provided metadata, for example, to identify outlying batches. Our new tool makes quality assessment of 450k array data interactive, flexible and efficient and is, therefore, expected to be useful for both data analysts and core facilities. AVAILABILITY AND IMPLEMENTATION MethylAid is implemented as an R/Bioconductor package (www.bioconductor.org/packages/3.0/bioc/html/MethylAid.html). A demo application is available from shiny.bioexp.nl/MethylAid.


Pediatric Research | 2013

Duration of breastfeeding and gender are associated with methylation of the LEPTIN gene in very young children

Sylvia A. Obermann-Borst; Paul H. C. Eilers; Elmar W. Tobi; Frank H. de Jong; P. Eline Slagboom; Bastiaan T. Heijmans; Régine P.M. Steegers-Theunissen

Background:Perinatal environmental factors have been associated with the metabolic programming of children and consequent disease risks in later life. Epigenetic modifications that lead to altered gene expression may be involved. Here, we study early life environmental and constitutional factors in association with the DNA methylation of leptin (LEP), a non-imprinted gene implicated in appetite regulation and fat metabolism.Methods:We investigated maternal education, breastfeeding, and constitutional factors of the child at 17 mo of age. We measured the DNA methylation of LEP in whole blood and the concentration of leptin in serum.Results:Duration of breastfeeding was negatively associated with LEP methylation. Low education (≤12 y of education) was associated with higher LEP methylation. Boys had higher birth weight and lower LEP methylation than girls. An inverse association was established between birth weight per SD increase (+584 g) and LEP methylation. High BMI and leptin concentration were associated with lower methylation of LEP.Conclusion:The early life environment and constitutional factors of the child are associated with epigenetic variations in LEP. Future studies must reveal whether breastfeeding and the associated decrease in LEP methylation is an epigenetic mechanism contributing to the protective effect of breastfeeding against obesity.

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Bastiaan T. Heijmans

Leiden University Medical Center

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P. Eline Slagboom

Leiden University Medical Center

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Hein Putter

Leiden University Medical Center

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Dennis Kremer

Leiden University Medical Center

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Roderick C. Slieker

Leiden University Medical Center

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B.J. Duijnisveld

Leiden University Medical Center

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Erik W. van Zwet

Leiden University Medical Center

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Rob G. H. H. Nelissen

Leiden University Medical Center

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