Literature DB >> 33554115

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.

Paul J Hop1, Ramona A J Zwamborn1, Eilis J Hannon2, Annelot M Dekker1, Kristel R van Eijk1, Emma M Walker2, Alfredo Iacoangeli3, Ashley R Jones3, Aleksey Shatunov3, Ahmad Al Khleifat3, Sarah Opie-Martin3, Christopher E Shaw3, Karen E Morrison4, Pamela J Shaw5, Russell L McLaughlin6, Orla Hardiman7, Ammar Al-Chalabi3, Leonard H Van Den Berg1, Jonathan Mill2, Jan H Veldink1.   

Abstract

Illumina DNA methylation arrays are a widely used tool for performing genome-wide DNA methylation analyses. However, measurements obtained from these arrays may be affected by technical artefacts that result in spurious associations if left unchecked. Cross-reactivity represents one of the major challenges, meaning that probes may map to multiple regions in the genome. Although several studies have reported on this issue, few studies have empirically examined the impact of cross-reactivity in an epigenome-wide association study (EWAS). In this paper, we report on cross-reactivity issues that we discovered in a large EWAS on the presence of the C9orf72 repeat expansion in ALS patients. Specifically, we found that that the majority of the significant probes inadvertently cross-hybridized to the C9orf72 locus. Importantly, these probes were not flagged as cross-reactive in previous studies, leading to novel insights into the extent to which cross-reactivity can impact EWAS. Our findings are particularly relevant for epigenetic studies into diseases associated with repeat expansions and other types of structural variation. More generally however, considering that most spurious associations were not excluded based on pre-defined sets of cross-reactive probes, we believe that the presented data-driven flag and consider approach is relevant for any type of EWAS.
© The Author(s) 2020. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics.

Entities:  

Year:  2020        PMID: 33554115      PMCID: PMC7745769          DOI: 10.1093/nargab/lqaa105

Source DB:  PubMed          Journal:  NAR Genom Bioinform        ISSN: 2631-9268


  46 in total

1.  Evaluation of the Infinium Methylation 450K technology.

Authors:  Sarah Dedeurwaerder; Matthieu Defrance; Emilie Calonne; Hélène Denis; Christos Sotiriou; François Fuks
Journal:  Epigenomics       Date:  2011-12       Impact factor: 4.778

2.  Expanded GGGGCC hexanucleotide repeat in noncoding region of C9ORF72 causes chromosome 9p-linked FTD and ALS.

Authors:  Mariely DeJesus-Hernandez; Ian R Mackenzie; Bradley F Boeve; Adam L Boxer; Matt Baker; Nicola J Rutherford; Alexandra M Nicholson; NiCole A Finch; Heather Flynn; Jennifer Adamson; Naomi Kouri; Aleksandra Wojtas; Pheth Sengdy; Ging-Yuek R Hsiung; Anna Karydas; William W Seeley; Keith A Josephs; Giovanni Coppola; Daniel H Geschwind; Zbigniew K Wszolek; Howard Feldman; David S Knopman; Ronald C Petersen; Bruce L Miller; Dennis W Dickson; Kevin B Boylan; Neill R Graff-Radford; Rosa Rademakers
Journal:  Neuron       Date:  2011-09-21       Impact factor: 17.173

Review 3.  Repeat expansion disease: progress and puzzles in disease pathogenesis.

Authors:  Albert R La Spada; J Paul Taylor
Journal:  Nat Rev Genet       Date:  2010-04       Impact factor: 53.242

4.  Comprehensive characterization, annotation and innovative use of Infinium DNA methylation BeadChip probes.

Authors:  Wanding Zhou; Peter W Laird; Hui Shen
Journal:  Nucleic Acids Res       Date:  2017-02-28       Impact factor: 16.971

5.  Monozygotic twins discordant for common variable immunodeficiency reveal impaired DNA demethylation during naïve-to-memory B-cell transition.

Authors:  Virginia C Rodríguez-Cortez; Lucia Del Pino-Molina; Javier Rodríguez-Ubreva; Laura Ciudad; David Gómez-Cabrero; Carlos Company; José M Urquiza; Jesper Tegnér; Carlos Rodríguez-Gallego; Eduardo López-Granados; Esteban Ballestar
Journal:  Nat Commun       Date:  2015-06-17       Impact factor: 14.919

6.  OSCA: a tool for omic-data-based complex trait analysis.

Authors:  Futao Zhang; Wenhan Chen; Zhihong Zhu; Qian Zhang; Marta F Nabais; Ting Qi; Ian J Deary; Naomi R Wray; Peter M Visscher; Allan F McRae; Jian Yang
Journal:  Genome Biol       Date:  2019-05-28       Impact factor: 13.583

7.  Low-level processing of Illumina Infinium DNA Methylation BeadArrays.

Authors:  Timothy J Triche; Daniel J Weisenberger; David Van Den Berg; Peter W Laird; Kimberly D Siegmund
Journal:  Nucleic Acids Res       Date:  2013-03-09       Impact factor: 16.971

8.  A data-driven approach to preprocessing Illumina 450K methylation array data.

Authors:  Ruth Pidsley; Chloe C Y Wong; Manuela Volta; Katie Lunnon; Jonathan Mill; Leonard C Schalkwyk
Journal:  BMC Genomics       Date:  2013-05-01       Impact factor: 3.969

Review 9.  Specificity of DNA microarray hybridization: characterization, effectors and approaches for data correction.

Authors:  Hinanit Koltai; Carmiya Weingarten-Baror
Journal:  Nucleic Acids Res       Date:  2008-02-24       Impact factor: 16.971

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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  4 in total

1.  Maternal blood pressure associates with placental DNA methylation both directly and through alterations in cell-type composition.

Authors:  Lucile Broséus; Daniel Vaiman; Jörg Tost; Camino Ruano San Martin; Milan Jacobi; Joel D Schwartz; Rémi Béranger; Rémy Slama; Barbara Heude; Johanna Lepeule
Journal:  BMC Med       Date:  2022-10-20       Impact factor: 11.150

2.  Revisiting genetic artifacts on DNA methylation microarrays exposes novel biological implications.

Authors:  Benjamin Planterose Jiménez; Manfred Kayser; Athina Vidaki
Journal:  Genome Biol       Date:  2021-09-21       Impact factor: 13.583

3.  ramr: an R/Bioconductor package for detection of rare aberrantly methylated regions.

Authors:  Oleksii Nikolaienko; Per Eystein Lønning; Stian Knappskog
Journal:  Bioinformatics       Date:  2021-08-12       Impact factor: 6.937

4.  Identical twins carry a persistent epigenetic signature of early genome programming.

Authors:  Jenny van Dongen; Scott D Gordon; Allan F McRae; Veronika V Odintsova; Hamdi Mbarek; Charles E Breeze; Karen Sugden; Sara Lundgren; Juan E Castillo-Fernandez; Eilis Hannon; Terrie E Moffitt; Fiona A Hagenbeek; Catharina E M van Beijsterveldt; Jouke Jan Hottenga; Pei-Chien Tsai; Josine L Min; Gibran Hemani; Erik A Ehli; Franziska Paul; Claudio D Stern; Bastiaan T Heijmans; P Eline Slagboom; Lucia Daxinger; Silvère M van der Maarel; Eco J C de Geus; Gonneke Willemsen; Grant W Montgomery; Bruno Reversade; Miina Ollikainen; Jaakko Kaprio; Tim D Spector; Jordana T Bell; Jonathan Mill; Avshalom Caspi; Nicholas G Martin; Dorret I Boomsma
Journal:  Nat Commun       Date:  2021-09-28       Impact factor: 14.919

  4 in total

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