Updates to data versions and analytic methods influence the reproducibility of results from epigenome-wide association studies.


Journal

Epigenetics
ISSN: 1559-2308
Titre abrégé: Epigenetics
Pays: United States
ID NLM: 101265293

Informations de publication

Date de publication:
11 2022
Historique:
pubmed: 15 2 2022
medline: 21 10 2022
entrez: 14 2 2022
Statut: ppublish

Résumé

Biomedical research has grown increasingly cooperative through the sharing of consortia-level epigenetic data. Since consortia preprocess data prior to distribution, new processing pipelines can lead to different versions of the same dataset. Similarly, analytic frameworks evolve to incorporate cutting-edge methods and best practices. However, it remains unknown how different data and analytic versions alter the results of epigenome-wide analyses, which could influence the replicability of epigenetic associations. Thus, we assessed the impact of these changes using data from the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort. We analysed DNA methylation from two data versions, processed using separate preprocessing and analytic pipelines, examining associations between seven childhood adversities or prenatal smoking exposure and DNA methylation at age 7. We performed two sets of analyses: (1) epigenome-wide association studies (EWAS); (2) Structured Life Course Modelling Approach (SLCMA), a two-stage method that models time-dependent effects. SLCMA results were also compared across two analytic versions. Data version changes impacted both EWAS and SLCMA analyses, yielding different associations at conventional p-value thresholds. However, the magnitude and direction of associations was generally consistent between data versions, regardless of p-values. Differences were especially apparent in analyses of childhood adversity, while smoking associations were more consistent using significance thresholds. SLCMA analytic versions similarly altered top associations, but time-dependent effects remained concordant. Alterations to data and analytic versions influenced the results of epigenome-wide analyses. Our findings highlight that magnitude and direction are better measures for replication and stability than p-value thresholds.

Identifiants

pubmed: 35156895
doi: 10.1080/15592294.2022.2028072
pmc: PMC9601563
doi:

Types de publication

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

Langues

eng

Sous-ensembles de citation

IM

Pagination

1373-1388

Subventions

Organisme : Wellcome Trust
ID : 217065/Z/19/Z
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00011/5
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_19009
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_15018
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBI025751/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_12013/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : G9815508
Pays : United Kingdom
Organisme : NIMH NIH HHS
ID : R01 MH113930
Pays : United States
Organisme : Medical Research Council
ID : MC_UU_12013/2
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00011/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_12013/8
Pays : United Kingdom

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Auteurs

Alexandre A Lussier (AA)

Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
Stanley Center for Psychiatric Research, The Broad Institute of Harvard and MIT, Cambridge, MA, USA.

Yiwen Zhu (Y)

Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.

Brooke J Smith (BJ)

Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.

Andrew J Simpkin (AJ)

School of Mathematics,Statistics and Applied Mathematics, National University of Ireland, Galway, Ireland.

Andrew D A C Smith (ADAC)

Mathematics and Statistics Research Group, University of the West of England, Bristol, UK.

Matthew J Suderman (MJ)

MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.

Esther Walton (E)

Department of Psychology, University of Bath, Bath, UK.

Kerry J Ressler (KJ)

Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
McLean Hospital, Belmont, MA, USA.

Erin C Dunn (EC)

Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
Stanley Center for Psychiatric Research, The Broad Institute of Harvard and MIT, Cambridge, MA, USA.
Center on the Developing Child, Harvard University, Cambridge, MA, USA.

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