Two-step epigenetic Mendelian randomization: a strategy for establishing the causal role of epigenetic processes in pathways to disease.

The burgeoning interest in the field of epigenetics has precipitated the need to develop approaches to strengthen causal inference when considering the role of epigenetic mediators of environmental exposures on disease risk. Epigenetic markers, like any other molecular biomarker, are vulnerable to confounding and reverse causation. Here, we present a strategy, based on the well-established framework of Mendelian randomization, to interrogate the causal relationships between exposure, DNA methylation and outcome. The two-step approach first uses a genetic proxy for the exposure of interest to assess the causal relationship between exposure and methylation. A second step then utilizes a genetic proxy for DNA methylation to interrogate the causal relationship between DNA methylation and outcome. The rationale, origins, methodology, advantages and limitations of this novel strategy are presented.

[1]  J. Vincent,et al.  A multi-tissue analysis identifies HLA complex group 9 gene methylation differences in bipolar disorder , 2012, Molecular Psychiatry.

[2]  G. Smith Epigenesis for epidemiologists: does evo-devo have implications for population health research and practice? , 2012 .

[3]  D. Phillips,et al.  Transgenerational inheritance of stress pathology , 2012, Experimental Neurology.

[4]  Mark S. Pearce,et al.  Postnatal Growth and DNA Methylation Are Associated With Differential Gene Expression of the TACSTD2 Gene and Childhood Fat Mass , 2012, Diabetes.

[5]  M. Crépin,et al.  Evidence of constitutional MLH1 epimutation associated to transgenerational inheritance of cancer susceptibility , 2012, Human mutation.

[6]  N. Carey The epigenetics revolution : how modern biology is rewriting our understanding of genetics, disease, and inheritance , 2012 .

[7]  Peter A. Jones,et al.  The Human Epigenome , 2012 .

[8]  B. Christensen,et al.  Epigenetic Epidemiology , 2012, Springer Netherlands.

[9]  N. Timpson,et al.  Mendelian Randomization: Application to Cardiovascular Disease , 2012, Current Hypertension Reports.

[10]  Kevin Marsh,et al.  Relation between falciparum malaria and bacteraemia in Kenyan children: a population-based, case-control study and a longitudinal study , 2011, The Lancet.

[11]  R. Shiekhattar,et al.  Noncoding RNAs and enhancers: complications of a long-distance relationship. , 2011, Trends in genetics : TIG.

[12]  D. Dietrich,et al.  SHOX2 DNA Methylation Is a Biomarker for the Diagnosis of Lung Cancer in Plasma , 2011, Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer.

[13]  D. Hafeman,et al.  American Journal of Epidemiology Practice of Epidemiology Confounding of Indirect Effects: a Sensitivity Analysis Exploring the Range of Bias Due to a Cause Common to Both the Mediator and the Outcome , 2022 .

[14]  P. Vineis,et al.  Genome-wide association studies may be misinterpreted: genes versus heritability. , 2011, Carcinogenesis.

[15]  L. Reynard,et al.  Expression of the osteoarthritis-associated gene GDF5 is modulated epigenetically by DNA methylation. , 2011, Human molecular genetics.

[16]  Per Magne Ueland,et al.  Genetic Polymorphisms in 15q25 and 19q13 Loci, Cotinine Levels, and Risk of Lung Cancer in EPIC , 2011, Cancer Epidemiology, Biomarkers & Prevention.

[17]  D. Balding,et al.  Epigenome-wide association studies for common human diseases , 2011, Nature Reviews Genetics.

[18]  George Davey Smith,et al.  Random allocation in observational data: how small but robust effects could facilitate hypothesis-free causal inference. , 2011, Epidemiology.

[19]  R. Santella,et al.  DNA methylation in white blood cells , 2011, Epigenetics.

[20]  C. Hamm,et al.  The impact of epigenomics on future drug design and new therapies. , 2011, Drug discovery today.

[21]  Michael K Skinner,et al.  Environmental epigenetic transgenerational inheritance and somatic epigenetic mitotic stability , 2011, Epigenetics.

[22]  Ryoichi Nakamura,et al.  Inheritance of Stress-Induced, ATF-2-Dependent Epigenetic Change , 2011, Cell.

[23]  T. Day,et al.  A Unified Approach to the Evolutionary Consequences of Genetic and Nongenetic Inheritance , 2011, The American Naturalist.

[24]  A. Feinberg,et al.  Increased methylation variation in epigenetic domains across cancer types , 2011, Nature Genetics.

[25]  R. C. Francis Epigenetics: The Ultimate Mystery of Inheritance , 2011 .

[26]  C. Marsit,et al.  Global Methylation in Exposure Biology and Translational Medical Science , 2011, Environmental health perspectives.

[27]  Benjamin J. Raphael,et al.  Integrated Genomic Analyses of Ovarian Carcinoma , 2011, Nature.

[28]  C. Bell Integration of genomic and epigenomic DNA methylation data in common complex diseases by haplotype-specific methylation analysis. , 2011, Personalized medicine.

[29]  Shah Ebrahim,et al.  Genetic variation at CHRNA5-CHRNA3-CHRNB4 interacts with smoking status to influence body mass index , 2011, International journal of epidemiology.

[30]  Keith M. Godfrey,et al.  Epigenetic Gene Promoter Methylation at Birth Is Associated With Child’s Later Adiposity , 2011, Diabetes.

[31]  Bernhard Korn,et al.  Tobacco-smoking-related differential DNA methylation: 27K discovery and replication. , 2011, American journal of human genetics.

[32]  David I. K. Martin,et al.  A Sustained Dietary Change Increases Epigenetic Variation in Isogenic Mice , 2011, PLoS genetics.

[33]  S. K. Zaidi,et al.  Bookmarking the Genome: Maintenance of Epigenetic Information* , 2011, The Journal of Biological Chemistry.

[34]  Margaret R Karagas,et al.  DNA methylation array analysis identifies profiles of blood-derived DNA methylation associated with bladder cancer. , 2011, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[35]  Anne Tybjærg-Hansen,et al.  Low-density lipoprotein cholesterol and the risk of cancer: a mendelian randomization study. , 2011, Journal of the National Cancer Institute.

[36]  Mark R Cookson,et al.  Distinct DNA methylation changes highly correlated with chronological age in the human brain. , 2011, Human molecular genetics.

[37]  Patrick O. McGowan,et al.  Broad Epigenetic Signature of Maternal Care in the Brain of Adult Rats , 2011, PloS one.

[38]  M. McCarthy,et al.  Association between Common Variation at the FTO Locus and Changes in Body Mass Index from Infancy to Late Childhood: The Complex Nature of Genetic Association through Growth and Development , 2011, PLoS genetics.

[39]  J. Bell,et al.  A Genome-Wide Study of DNA Methylation Patterns and Gene Expression Levels in Multiple Human and Chimpanzee Tissues , 2011, PLoS genetics.

[40]  Joseph K. Pickrell,et al.  DNA methylation patterns associate with genetic and gene expression variation in HapMap cell lines , 2011, Genome Biology.

[41]  E. Feierstein,et al.  DNA Methylation of the First Exon Is Tightly Linked to Transcriptional Silencing , 2011, PloS one.

[42]  V. Rakyan,et al.  The hunt for the epiallele , 2011, Environmental and molecular mutagenesis.

[43]  T. Ekström,et al.  Global DNA methylation analysis using the Luminometric Methylation Assay. , 2011, Methods in molecular biology.

[44]  F. Clavel-Chapelon,et al.  Genetic polymorphisms in 15 q 25 and 19 q 13 loci , cotinine levels and risk of lung cancer in EPIC Running title : 15 q 25 and 19 q 13 loci , cotinine levels and lung cancer risk , 2011 .

[45]  Mathew W. Wright,et al.  Naming 'junk': Human non-protein coding RNA (ncRNA) gene nomenclature , 2011, Human Genomics.

[46]  Zhiping Weng,et al.  Paternally Induced Transgenerational Environmental Reprogramming of Metabolic Gene Expression in Mammals , 2010, Cell.

[47]  E. Whitelaw,et al.  Transgenerational epigenetic inheritance: more questions than answers. , 2010, Genome research.

[48]  A. Baccarelli,et al.  Cardiovascular Epigenetics: Basic Concepts and Results From Animal and Human Studies , 2010, Circulation. Cardiovascular genetics.

[49]  A. Prentice,et al.  Season of Conception in Rural Gambia Affects DNA Methylation at Putative Human Metastable Epialleles , 2010, PLoS genetics.

[50]  Ian M. Morison,et al.  Integrated Genetic and Epigenetic Analysis Identifies Haplotype-Specific Methylation in the FTO Type 2 Diabetes and Obesity Susceptibility Locus , 2010, PloS one.

[51]  Margaret J. Morris,et al.  Chronic high-fat diet in fathers programs β-cell dysfunction in female rat offspring , 2010, Nature.

[52]  Benjamin Tycko,et al.  Allele-specific DNA methylation: beyond imprinting. , 2010, Human molecular genetics.

[53]  J. Mill,et al.  Allele-specific methylation in the human genome , 2010, Epigenetics.

[54]  George Davey Smith,et al.  Epigenetic Epidemiology of Common Complex Disease: Prospects for Prediction, Prevention, and Treatment , 2010, PLoS medicine.

[55]  Martin J. Aryee,et al.  Personalized Epigenomic Signatures That Are Stable Over Time and Covary with Body Mass Index , 2010, Science Translational Medicine.

[56]  Michael J Meaney,et al.  Epigenetics and parental effects , 2010, BioEssays : news and reviews in molecular, cellular and developmental biology.

[57]  Stephan Beck,et al.  Genome-wide DNA methylation analysis for diabetic nephropathy in type 1 diabetes mellitus , 2010, BMC Medical Genomics.

[58]  Irving L. Weissman,et al.  A comprehensive methylome map of lineage commitment from hematopoietic progenitors , 2010, Nature.

[59]  Tanya M. Teslovich,et al.  Biological, Clinical, and Population Relevance of 95 Loci for Blood Lipids , 2010, Nature.

[60]  R. Shoemaker,et al.  Allele-specific methylation is prevalent and is contributed by CpG-SNPs in the human genome. , 2010, Genome research.

[61]  David E. J. Jones,et al.  Acetate, the key modulator of inflammatory responses in acute alcoholic hepatitis , 2010, Hepatology.

[62]  F. Collins,et al.  Genomic medicine--an updated primer. , 2010, The New England journal of medicine.

[63]  Luigi Ferrucci,et al.  Abundant Quantitative Trait Loci Exist for DNA Methylation and Gene Expression in Human Brain , 2010, PLoS genetics.

[64]  Ming D. Li,et al.  Genome-wide meta-analyses identify multiple loci associated with smoking behavior , 2010, Nature Genetics.

[65]  S. Cole,et al.  Illustrating bias due to conditioning on a collider. , 2010, International journal of epidemiology.

[66]  Lijun Cheng,et al.  Genetic control of individual differences in gene-specific methylation in human brain. , 2010, American journal of human genetics.

[67]  P. Laird Principles and challenges of genome-wide DNA methylation analysis , 2010, Nature Reviews Genetics.

[68]  James Le Fanu,et al.  The disappointments of the double helix: a master theory. , 2010 .

[69]  A. Feinberg,et al.  Stochastic epigenetic variation as a driving force of development, evolutionary adaptation, and disease , 2010, Proceedings of the National Academy of Sciences.

[70]  W. Burggren,et al.  Epigenetics and transgenerational transfer: a physiological perspective , 2010, Journal of Experimental Biology.

[71]  A. Chess,et al.  Researchsequence-influenced DNA methylation polymorphism in the human genome , 2010 .

[72]  E. Maher,et al.  Genomic imprinting syndromes and cancer. , 2010, Advances in genetics.

[73]  D. Gardner,et al.  Dietary regulation of developmental programming in ruminants: epigenetic modifications in the germline. , 2010, Society of Reproduction and Fertility supplement.

[74]  A. Teschendorff,et al.  An Epigenetic Signature in Peripheral Blood Predicts Active Ovarian Cancer , 2009, PloS one.

[75]  Manel Esteller,et al.  Epigenetic mechanisms in neurological diseases: genes, syndromes, and therapies , 2009, The Lancet Neurology.

[76]  David J Hunter,et al.  Sex hormone-binding globulin and risk of type 2 diabetes in women and men. , 2009, The New England journal of medicine.

[77]  E. Schadt Molecular networks as sensors and drivers of common human diseases , 2009, Nature.

[78]  D. Armant,et al.  Epigenetics: Definition, Mechanisms and Clinical Perspective , 2009, Seminars in reproductive medicine.

[79]  S. Ring,et al.  A non-synonymous variant in ADH1B is strongly associated with prenatal alcohol use in a European sample of pregnant women , 2009, Human molecular genetics.

[80]  N. Timpson,et al.  Obesity and cancer: Mendelian randomization approach utilizing the FTO genotype. , 2009, International journal of epidemiology.

[81]  J. D. de Lemos,et al.  Biomarkers and cardiovascular disease: determining causality and quantifying contribution to risk assessment. , 2009, Journal of the American Medical Association (JAMA).

[82]  N. Timpson,et al.  Does Greater Adiposity Increase Blood Pressure and Hypertension Risk?: Mendelian Randomization Using the FTO/MC4R Genotype , 2009, Hypertension.

[83]  J. Liao,et al.  Genetically elevated C-reactive protein and ischemic vascular disease , 2009, Current atherosclerosis reports.

[84]  C. O’Donnell,et al.  Mendelian randomization: nature's randomized trial in the post-genome era. , 2009, JAMA.

[85]  Børge G Nordestgaard,et al.  Genetically elevated lipoprotein(a) and increased risk of myocardial infarction. , 2009, JAMA.

[86]  Eva Jablonka,et al.  Transgenerational Epigenetic Inheritance: Prevalence, Mechanisms, and Implications for the Study of Heredity and Evolution , 2009, The Quarterly Review of Biology.

[87]  N J Wald,et al.  Use of blood pressure lowering drugs in the prevention of cardiovascular disease: meta-analysis of 147 randomised trials in the context of expectations from prospective epidemiological studies , 2009, BMJ : British Medical Journal.

[88]  I. Ogbuanu,et al.  Can we apply the Mendelian randomization methodology without considering epigenetic effects? , 2009, Emerging themes in epidemiology.

[89]  Albert Vernon Smith,et al.  HapMap methylation-associated SNPs, markers of germline DNA methylation, positively correlate with regional levels of human meiotic recombination. , 2009, Genome research.

[90]  Nicholas J Timpson,et al.  How Does Body Fat Influence Bone Mass in Childhood? A Mendelian Randomization Approach , 2009, Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research.

[91]  Gustavo Turecki,et al.  Epigenetic regulation of the glucocorticoid receptor in human brain associates with childhood abuse , 2009, Nature Neuroscience.

[92]  A. Feinberg,et al.  Genome-wide methylation analysis of human colon cancer reveals similar hypo- and hypermethylation at conserved tissue-specific CpG island shores , 2008, Nature Genetics.

[93]  Andrew P. Feinberg,et al.  Genome-scale approaches to the epigenetics of common human disease , 2009, Virchows Archiv.

[94]  M. Rockman,et al.  Reverse engineering the genotype–phenotype map with natural genetic variation , 2008, Nature.

[95]  M. Tobin,et al.  Mendelian Randomisation and Causal Inference in Observational Epidemiology , 2008, PLoS medicine.

[96]  E. Whitelaw,et al.  The case for transgenerational epigenetic inheritance in humans , 2008, Mammalian Genome.

[97]  M. Travisano,et al.  Methyl donor supplementation prevents transgenerational amplification of obesity , 2008, International Journal of Obesity.

[98]  M. Szyf,et al.  Epigenetic Programming of Phenotypic Variations in Reproductive Strategies in the Rat Through Maternal Care , 2008, Journal of neuroendocrinology.

[99]  George Davey Smith,et al.  Mendelian randomization: Using genes as instruments for making causal inferences in epidemiology , 2008, Statistics in medicine.

[100]  H. Stefánsson,et al.  Genetics of gene expression and its effect on disease , 2008, Nature.

[101]  S. Horvath,et al.  Variations in DNA elucidate molecular networks that cause disease , 2008, Nature.

[102]  S. Lewis,et al.  Alcohol Intake and Blood Pressure: A Systematic Review Implementing a Mendelian Randomization Approach , 2008, PLoS medicine.

[103]  Tom R. Gaunt,et al.  Alcohol dehydrogenase type 1C (ADH1C) variants, alcohol consumption traits, HDL-cholesterol and risk of coronary heart disease in women and men: British Women's Heart and Health Study and Caerphilly cohorts. , 2008, Atherosclerosis.

[104]  G. Smith Assessing intrauterine influences on offspring health outcomes: can epidemiological studies yield robust findings? , 2008, Basic & clinical pharmacology & toxicology.

[105]  S. Ebrahim,et al.  Mendelian randomization: can genetic epidemiology help redress the failures of observational epidemiology? , 2008, Human Genetics.

[106]  D. Lawlor,et al.  Clustered Environments and Randomized Genes: A Fundamental Distinction between Conventional and Genetic Epidemiology , 2007, PLoS medicine.

[107]  Chris P. Ponting,et al.  The Obesity-Associated FTO Gene Encodes a 2-Oxoglutarate-Dependent Nucleic Acid Demethylase , 2007, Science.

[108]  M. Travisano,et al.  Diet‐induced hypermethylation at agouti viable yellow is not inherited transgenerationally through the female , 2007, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[109]  Gonçalo R. Abecasis,et al.  Genetic variants regulating ORMDL3 expression contribute to the risk of childhood asthma , 2007, Nature.

[110]  Yi Zhang,et al.  Mechanisms of epigenetic inheritance. , 2007, Current opinion in cell biology.

[111]  Adrian Bird,et al.  Perceptions of epigenetics , 2007, Nature.

[112]  David Haig,et al.  Weismann Rules! OK? Epigenetics and the Lamarckian temptation , 2007 .

[113]  R. Plasterk,et al.  Gene expression: Long-term gene silencing by RNAi , 2006, Nature.

[114]  Juan P Casas,et al.  Insight into the nature of the CRP-coronary event association using Mendelian randomization. , 2006, International journal of epidemiology.

[115]  Sarah Parish,et al.  Fibrinogen and coronary heart disease: test of causality by 'Mendelian randomization'. , 2006, International journal of epidemiology.

[116]  P. Gounon,et al.  RNA-mediated non-mendelian inheritance of an epigenetic change in the mouse , 2006, Nature.

[117]  Eric E. Schadt,et al.  Integrating genetic and gene expression data: application to cardiovascular and metabolic traits in mice , 2006, Mammalian Genome.

[118]  Tom R. Gaunt,et al.  C-reactive protein and its role in metabolic syndrome: mendelian randomisation study , 2005, The Lancet.

[119]  M. Benton Evolution in four dimensions: Genetic, epigenetic, behavioral, and symbolic variation in the history of life , 2005 .

[120]  Margit Burmeister,et al.  Genetical genomics: combining genetics with gene expression analysis. , 2005, Human molecular genetics.

[121]  Lyle J Palmer,et al.  Genetic Epidemiology 4 Shaking the tree : mapping complex disease genes with linkage disequilibrium , 2022 .

[122]  J. Castle,et al.  An integrative genomics approach to infer causal associations between gene expression and disease , 2005, Nature Genetics.

[123]  Michael K. Skinner,et al.  Epigenetic Transgenerational Actions of Endocrine Disruptors and Male Fertility , 2005, Science.

[124]  S. Ebrahim,et al.  What can mendelian randomisation tell us about modifiable behavioural and environmental exposures? , 2005, BMJ : British Medical Journal.

[125]  Shah Ebrahim,et al.  Association of C-Reactive Protein With Blood Pressure and Hypertension: Life Course Confounding and Mendelian Randomization Tests of Causality , 2005, Arteriosclerosis, thrombosis, and vascular biology.

[126]  S. Norby [Mendelian randomization]. , 2005, Ugeskrift for laeger.

[127]  E. Jablonka,et al.  Evolution in Four Dimensions: Genetic, Epigenetic, Behavioral, and Symbolic Variation in the History of Life , 2005 .

[128]  G. Davey Smith,et al.  Fibrinogen, C-reactive protein and coronary heart disease: does Mendelian randomization suggest the associations are non-causal? , 2004, QJM : monthly journal of the Association of Physicians.

[129]  David V Conti,et al.  Commentary: the concept of 'Mendelian Randomization'. , 2004, International journal of epidemiology.

[130]  P. McKeigue,et al.  For Personal Use. Only Reproduce with Permission from the Lancet Publishing Group. Problems of Reporting Genetic Associations with Complex Outcomes , 2022 .

[131]  V. Rakyan,et al.  Transgenerational inheritance of epigenetic states at the murine AxinFu allele occurs after maternal and paternal transmission , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[132]  S. Ebrahim,et al.  'Mendelian randomization': can genetic epidemiology contribute to understanding environmental determinants of disease? , 2003, International journal of epidemiology.

[133]  T. Blakely Commentary: estimating direct and indirect effects-fallible in theory, but in the real world? , 2002, International journal of epidemiology.

[134]  S. Cole,et al.  Fallibility in estimating direct effects. , 2002, International journal of epidemiology.

[135]  J. Nap,et al.  Genetical genomics : the added value from segregation , 2001 .

[136]  S. Greenland An introduction To instrumental variables for epidemiologists , 2000, International journal of epidemiology.

[137]  T. R. G. Green,et al.  Commentary The conception of a conception , 1998 .

[138]  J. Robins,et al.  Identifiability and Exchangeability for Direct and Indirect Effects , 1992, Epidemiology.

[139]  M. Lynch,et al.  The rate of polygenic mutation. , 1988, Genetical research.

[140]  Helmut Gernsheim,et al.  W. H. Fox Talbot and the history of photography , 1977 .

[141]  E. Scarano,et al.  DNA Methylation , 1973, Nature.

[142]  M Lappé,et al.  Genetic control. , 1972, The New England journal of medicine.