Evidence map›Paper›PMID 35013473›Full record

ArticleScientific reports2022

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

Detlev Boison, Susan A Masino, Farah D Lubin, Kai Guo, Theresa Lusardi, Richard Sanchez, David N Ruskin, Joyce Ohm, Jonathan D Geiger, Junguk Hur

Abstract readComparative Study
In one paragraph

Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Detlev Boison *Department of Neurosurgery, Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ, 08854, USA.
Susan A Masino *Department of Psychology and Neuroscience Program, Trinity College, Hartford, CT, 06106, USA.
Farah D Lubin *Department of Neurobiology, University of Alabama at Birmingham, Birmingham, AL, 35294, USA.
Kai GuoDepartment of Biomedical Sciences, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, 58202, USA.
Theresa LusardiKnight Cancer Institute, Cancer Early Detection Advanced Research Center, Oregon Health and Science University, Portland, OR, 97239, USA.
Richard SanchezDepartment of Neurobiology, University of Alabama at Birmingham, Birmingham, AL, 35294, USA.
David N RuskinDepartment of Psychology and Neuroscience Program, Trinity College, Hartford, CT, 06106, USA.
Joyce OhmDepartment of Genetics and Genomics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA.
Jonathan D GeigerDepartment of Biomedical Sciences, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, 58202, USA.
Junguk HurDepartment of Biomedical Sciences, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, 58202, USA. junguk.hur@med.und.edu.

Funding

Tracking and Evaluation CoreU54GM115458 · NIGMS · UNIVERSITY OF NEBRASKA MEDICAL CENTER · PI RIZZO, MATTHEW · 2016 to 2025
$42.8M
Pilot Projects CoreP30GM103329 · NIGMS · UNIVERSITY OF NORTH DAKOTA · PI GEIGER, JONATHAN DAVID · 2012 to 2016
$5.1M
The Role of Adenosine in Ketogenic Diet TherapyR01NS065957 · NINDS · TRINITY COLLEGE · PI BOISON, DETLEV, GEIGER, JONATHAN DAVID · 2010 to 2021
$3.9M
Effects of opiates on neurons and their impact on HIV neuropathologyR01DA032444 · NIDA · DREXEL UNIVERSITY · PI MEUCCI, OLIMPIA · 2012 to 2023
$3.8M
STAG2 modulates environmental toxicant exposures and epigenomic heterogeneityR01ES034250 · NIEHS · ROSWELL PARK CANCER INSTITUTE CORP · PI Joyce Ellen Ohm · 2022 to 2026
$3.0M
Adenosine receptor mediated therapies for SUDEPR01NS103740 · NINDS · RBHS-ROBERT WOOD JOHNSON MEDICAL SCHOOL · PI BOISON, DETLEV · 2018 to 2022
$1.7M
Chromatin Remodeling Mechanism of Gene Transcription in MemoryR56MH097909 · NIMH · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LUBIN, FARAH DOMINIQUE · 2018 to 2018
$502k
Epigenetic Effects of Exercise on EpilepsyR21NS116937 · NINDS · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LUBIN, FARAH DOMINIQUE · 2020 to 2020
$408k
Epigenetic Mechanisms in Epilepsy-Related Memory FormationR21NS090250 · NINDS · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LUBIN, FARAH DOMINIQUE · 2015 to 2016
$404k
NIDA NIH HHS R01 DA032444NIEHS NIH HHS R01 ES034250NIGMS NIH HHS P30 GM103329NIGMS NIH HHS U54 GM115458NIMH NIH HHS R56 MH097909NINDS NIH HHS R01 NS065957NINDS NIH HHS R01 NS103740NINDS NIH HHS R21 NS090250NINDS NIH HHS R21 NS116937
6 · The paper itself

Abstract

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.

Indexed as

DNA MethylationEpigenesis, GeneticEpigenomeAnimalsDatabases, GeneticEpigenomicsHippocampusMaleObserver VariationQuality ControlRatsRats, Sprague-DawleyReproducibility of ResultsRNA-Seq

Identifiers

PMID35013473
PMCPMC8748700

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.