The impact of methodology on the reproducibility and rigor of DNA methylation data.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
10 01 2022
Historique:
received: 08 05 2021
accepted: 14 12 2021
entrez: 11 1 2022
pubmed: 12 1 2022
medline: 23 2 2022
Statut: epublish

Résumé

Epigenetic modifications are crucial for normal development and implicated in disease pathogenesis. While epigenetics continues to be a burgeoning research area in neuroscience, unaddressed issues related to data reproducibility across laboratories remain. Separating meaningful experimental changes from background variability is a challenge in epigenomic studies. Here we show that seemingly minor experimental variations, even under normal baseline conditions, can have a significant impact on epigenome outcome measures and data interpretation. We examined genome-wide DNA methylation and gene expression profiles of hippocampal tissues from wild-type rats housed in three independent laboratories using nearly identical conditions. Reduced-representation bisulfite sequencing and RNA-seq respectively identified 3852 differentially methylated and 1075 differentially expressed genes between laboratories, even in the absence of experimental intervention. Difficult-to-match factors such as animal vendors and a subset of husbandry and tissue extraction procedures produced quantifiable variations between wild-type animals across the three laboratories. Our study demonstrates that seemingly minor experimental variations, even under normal baseline conditions, can have a significant impact on epigenome outcome measures and data interpretation. This is particularly meaningful for neurological studies in animal models, in which baseline parameters between experimental groups are difficult to control. To enhance scientific rigor, we conclude that strict adherence to protocols is necessary for the execution and interpretation of epigenetic studies and that protocol-sensitive epigenetic changes, amongst naive animals, may confound experimental results.

Identifiants

pubmed: 35013473
doi: 10.1038/s41598-021-04346-w
pii: 10.1038/s41598-021-04346-w
pmc: PMC8748700
doi:

Types de publication

Comparative Study Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

380

Subventions

Organisme : NINDS NIH HHS
ID : R01 NS103740
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS065957
Pays : United States
Organisme : NIGMS NIH HHS
ID : U54 GM115458
Pays : United States
Organisme : NIGMS NIH HHS
ID : P30 GM103329
Pays : United States
Organisme : NINDS NIH HHS
ID : R21 NS090250
Pays : United States
Organisme : U.S. National Institute of Health
ID : 2R01NS065957
Organisme : NIDA NIH HHS
ID : R01 DA032444
Pays : United States
Organisme : U.S. National Institute of Health
ID : R56MH097909
Organisme : NINDS NIH HHS
ID : R21 NS116937
Pays : United States
Organisme : U.S. National Institute of Health
ID : P30GM103329

Informations de copyright

© 2022. The Author(s).

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Auteurs

Detlev Boison (D)

Department of Neurosurgery, Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ, 08854, USA.

Susan A Masino (SA)

Department of Psychology and Neuroscience Program, Trinity College, Hartford, CT, 06106, USA.

Farah D Lubin (FD)

Department of Neurobiology, University of Alabama at Birmingham, Birmingham, AL, 35294, USA.

Kai Guo (K)

Department of Biomedical Sciences, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, 58202, USA.
Department of Neurology, University of Michigan, Ann Arbor, MI, 48109, USA.

Theresa Lusardi (T)

Knight Cancer Institute, Cancer Early Detection Advanced Research Center, Oregon Health and Science University, Portland, OR, 97239, USA.
Dow Neurobiology Labs, Legacy Research Institute, Portland, OR, 97232, USA.

Richard Sanchez (R)

Department of Neurobiology, University of Alabama at Birmingham, Birmingham, AL, 35294, USA.
Division of Biological Sciences, Neurobiology Section, University of California San Diego, La Jolla, CA, 92093, USA.

David N Ruskin (DN)

Department of Psychology and Neuroscience Program, Trinity College, Hartford, CT, 06106, USA.

Joyce Ohm (J)

Department of Genetics and Genomics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA.

Jonathan D Geiger (JD)

Department of Biomedical Sciences, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, 58202, USA.

Junguk Hur (J)

Department of Biomedical Sciences, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, 58202, USA. junguk.hur@med.und.edu.

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Classifications MeSH