Literature DB >> 32885222

Patterns of Reliability: Assessing the Reproducibility and Integrity of DNA Methylation Measurement.

Karen Sugden1,2,3, Eilis J Hannon4, Louise Arseneault5, Daniel W Belsky6, David L Corcoran2, Helen L Fisher5, Renate M Houts1, Radhika Kandaswamy5, Terrie E Moffitt1,2,5,7, Richie Poulton8, Joseph A Prinz2, Line J H Rasmussen1,9, Benjamin S Williams1,2, Chloe C Y Wong5, Jonathan Mill4, Avshalom Caspi1,2,5,7.   

Abstract

DNA methylation plays an important role in both normal human development and risk of disease. The most utilized method of assessing DNA methylation uses BeadChips, generating an epigenome-wide "snapshot" of >450,000 observations (probe measurements) per assay. However, the reliability of each of these measurements is not equal, and little consideration is paid to consequences for research. We correlated repeat measurements of the same DNA samples using the Illumina HumanMethylation450K and the Infinium MethylationEPIC BeadChips in 350 blood DNA samples. Probes that were reliably measured were more heritable and showed consistent associations with environmental exposures, gene expression, and greater cross-tissue concordance. Unreliable probes were less replicable and generated an unknown volume of false negatives. This serves as a lesson for working with DNA methylation data, but the lessons are equally applicable to working with other data: as we advance toward generating increasingly greater volumes of data, failure to document reliability risks harming reproducibility.

Entities:  

Year:  2020        PMID: 32885222      PMCID: PMC7467214          DOI: 10.1016/j.patter.2020.100014

Source DB:  PubMed          Journal:  Patterns (N Y)        ISSN: 2666-3899


  45 in total

1.  Dynamics of smoking-induced genome-wide methylation changes with time since smoking cessation.

Authors:  Florence Guida; Torkjel M Sandanger; Raphaële Castagné; Gianluca Campanella; Silvia Polidoro; Domenico Palli; Vittorio Krogh; Rosario Tumino; Carlotta Sacerdote; Salvatore Panico; Gianluca Severi; Soterios A Kyrtopoulos; Panagiotis Georgiadis; Roel C H Vermeulen; Eiliv Lund; Paolo Vineis; Marc Chadeau-Hyam
Journal:  Hum Mol Genet       Date:  2015-01-02       Impact factor: 6.150

Review 2.  Epigenetic research in cancer epidemiology: trends, opportunities, and challenges.

Authors:  Mukesh Verma; Scott Rogers; Rao L Divi; Sheri D Schully; Stefanie Nelson; L Joseph Su; Sharon A Ross; Susan Pilch; Deborah M Winn; Muin J Khoury
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2013-12-10       Impact factor: 4.254

3.  Teen-aged mothers in contemporary Britain.

Authors:  Terrie E Moffitt
Journal:  J Child Psychol Psychiatry       Date:  2002-09       Impact factor: 8.982

4.  Evaluation of microarray-based DNA methylation measurement using technical replicates: the Atherosclerosis Risk In Communities (ARIC) Study.

Authors:  Maitreyee Bose; Chong Wu; James S Pankow; Ellen W Demerath; Jan Bressler; Myriam Fornage; Megan L Grove; Thomas H Mosley; Chindo Hicks; Kari North; Wen Hong Kao; Yu Zhang; Eric Boerwinkle; Weihua Guan
Journal:  BMC Bioinformatics       Date:  2014-09-19       Impact factor: 3.169

5.  An epigenetic biomarker of aging for lifespan and healthspan.

Authors:  Morgan E Levine; Ake T Lu; Austin Quach; Brian H Chen; Themistocles L Assimes; Stefania Bandinelli; Lifang Hou; Andrea A Baccarelli; James D Stewart; Yun Li; Eric A Whitsel; James G Wilson; Alex P Reiner; Abraham Aviv; Kurt Lohman; Yongmei Liu; Luigi Ferrucci; Steve Horvath
Journal:  Aging (Albany NY)       Date:  2018-04-18       Impact factor: 5.682

6.  Identification of 55,000 Replicated DNA Methylation QTL.

Authors:  Allan F McRae; Riccardo E Marioni; Sonia Shah; Jian Yang; Joseph E Powell; Sarah E Harris; Jude Gibson; Anjali K Henders; Lisa Bowdler; Jodie N Painter; Lee Murphy; Nicholas G Martin; John M Starr; Naomi R Wray; Ian J Deary; Peter M Visscher; Grant W Montgomery
Journal:  Sci Rep       Date:  2018-12-04       Impact factor: 4.379

7.  Characterizing genetic and environmental influences on variable DNA methylation using monozygotic and dizygotic twins.

Authors:  Eilis Hannon; Olivia Knox; Karen Sugden; Joe Burrage; Chloe C Y Wong; Daniel W Belsky; David L Corcoran; Louise Arseneault; Terrie E Moffitt; Avshalom Caspi; Jonathan Mill
Journal:  PLoS Genet       Date:  2018-08-09       Impact factor: 5.917

8.  Validation of a DNA methylation microarray for 850,000 CpG sites of the human genome enriched in enhancer sequences.

Authors:  Sebastian Moran; Carles Arribas; Manel Esteller
Journal:  Epigenomics       Date:  2015-12-17       Impact factor: 4.778

9.  Interindividual methylomic variation across blood, cortex, and cerebellum: implications for epigenetic studies of neurological and neuropsychiatric phenotypes.

Authors:  Eilis Hannon; Katie Lunnon; Leonard Schalkwyk; Jonathan Mill
Journal:  Epigenetics       Date:  2015       Impact factor: 4.528

10.  Comparison of DNA methylation measured by Illumina 450K and EPIC BeadChips in blood of newborns and 14-year-old children.

Authors:  Olivia Solomon; Julie MacIsaac; Hong Quach; Gwen Tindula; Michael S Kobor; Karen Huen; Michael J Meaney; Brenda Eskenazi; Lisa F Barcellos; Nina Holland
Journal:  Epigenetics       Date:  2018-08-15       Impact factor: 4.528

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  14 in total

Review 1.  Measuring biological age using omics data.

Authors:  Jarod Rutledge; Hamilton Oh; Tony Wyss-Coray
Journal:  Nat Rev Genet       Date:  2022-06-17       Impact factor: 53.242

2.  Environmentally sensitive hotspots in the methylome of the early human embryo.

Authors:  Matt J Silver; Ayden Saffari; Noah J Kessler; Gririraj R Chandak; Caroline H D Fall; Prachand Issarapu; Akshay Dedaniya; Modupeh Betts; Sophie E Moore; Michael N Routledge; Zdenko Herceg; Cyrille Cuenin; Maria Derakhshan; Philip T James; David Monk; Andrew M Prentice
Journal:  Elife       Date:  2022-02-21       Impact factor: 8.713

3.  ipDMR: identification of differentially methylated regions with interval P-values.

Authors:  Zongli Xu; Changchun Xie; Jack A Taylor; Liang Niu
Journal:  Bioinformatics       Date:  2021-05-05       Impact factor: 6.937

4.  Cross-reactive probes on Illumina DNA methylation arrays: a large study on ALS shows that a cautionary approach is warranted in interpreting epigenome-wide association studies.

Authors:  Paul J Hop; Ramona A J Zwamborn; Eilis J Hannon; Annelot M Dekker; Kristel R van Eijk; Emma M Walker; Alfredo Iacoangeli; Ashley R Jones; Aleksey Shatunov; Ahmad Al Khleifat; Sarah Opie-Martin; Christopher E Shaw; Karen E Morrison; Pamela J Shaw; Russell L McLaughlin; Orla Hardiman; Ammar Al-Chalabi; Leonard H Van Den Berg; Jonathan Mill; Jan H Veldink
Journal:  NAR Genom Bioinform       Date:  2020-12-17

Review 5.  A systematic review of childhood maltreatment and DNA methylation: candidate gene and epigenome-wide approaches.

Authors:  Stephanie H Parade; Lindsay Huffhines; Nicole R Nugent; Audrey R Tyrka; Teresa E Daniels; Laura R Stroud
Journal:  Transl Psychiatry       Date:  2021-02-19       Impact factor: 6.222

Review 6.  Role of DNA Methylation in Mediating Genetic Risk of Psychiatric Disorders.

Authors:  Anna Starnawska; Ditte Demontis
Journal:  Front Psychiatry       Date:  2021-04-01       Impact factor: 4.157

7.  DNA Methylation in Babies Born to Nonsmoking Mothers Exposed to Secondhand Smoke during Pregnancy: An Epigenome-Wide Association Study.

Authors:  Bernard F Fuemmeler; Mikhail G Dozmorov; Elizabeth K Do; Junfeng Jim Zhang; Carole Grenier; Zhiqing Huang; Rachel L Maguire; Scott H Kollins; Cathrine Hoyo; Susan K Murphy
Journal:  Environ Health Perspect       Date:  2021-05-19       Impact factor: 9.031

8.  DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury.

Authors:  Kuaikuai Duan; Andrew R Mayer; Nicholas A Shaff; Jiayu Chen; Dongdong Lin; Vince D Calhoun; Dawn M Jensen; Jingyu Liu
Journal:  Clin Epigenetics       Date:  2021-07-12       Impact factor: 6.551

9.  Rare genetic variation at transcription factor binding sites modulates local DNA methylation profiles.

Authors:  Alejandro Martin-Trujillo; Nihir Patel; Felix Richter; Bharati Jadhav; Paras Garg; Sarah U Morton; David M McKean; Steven R DePalma; Elizabeth Goldmuntz; Dorota Gruber; Richard Kim; Jane W Newburger; George A Porter; Alessandro Giardini; Daniel Bernstein; Martin Tristani-Firouzi; Jonathan G Seidman; Christine E Seidman; Wendy K Chung; Bruce D Gelb; Andrew J Sharp
Journal:  PLoS Genet       Date:  2020-11-20       Impact factor: 5.917

Review 10.  Applying epigenetic science to the understanding of eating disorders: a promising paradigm for research and practice.

Authors:  Linda Booij; Howard Steiger
Journal:  Curr Opin Psychiatry       Date:  2020-11       Impact factor: 4.787

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