Evidence map›Paper›PMID 40229801›Full record

SynthesisGenome medicine2025

Epigenetic timing effects on child developmental outcomes: a longitudinal meta-regression of findings from the Pregnancy And Childhood Epigenetics Consortium.

Alexander Neumann, Sara Sammallahti, Marta Cosin-Tomas, Sarah E Reese, Matthew Suderman, Silvia Alemany, Catarina Almqvist, Sandra Andrusaityte, Syed H Arshad, Marian J Bakermans-Kranenburg and 56 more

Abstract readMeta-Analysis
In one paragraph

Synthesis in Genome medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 1 pooled it
–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

12 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Big data and psychiatry: advances, constraints and future directions.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2026
    Article
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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

66 authors.

Alexander NeumannChild and Adolescent Psychiatry/Psychology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands. a.neumann@erasmusmc.nl.ORCID 0000-0001-6653-3203
Sara SammallahtiDepartment of Obstetrics and Gynecology, University of Helsinki, Helsinki, Finland.
Marta Cosin-TomasISGlobal, Barcelona, Spain.
Sarah E ReeseClinical Research Practice, Westat, Rockville, MD, USA.
Matthew SudermanBristol Medical School, Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK.
Silvia AlemanyPsychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addictions, Vall d'Hebron Research Institute (VHIR), Barcelona, Spain.
Catarina AlmqvistDepartment of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
Sandra AndrusaityteDepartment of Environmental Sciences, Vytautas Magnus University, Kaunas, Lithuania.
Syed H ArshadClinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.
Marian J Bakermans-KranenburgWilliam James Center for Research, ISPA-Instituto Universitário, Lisbon, Portugal.
Lawrence BeilinMedical School, Royal Perth Hospital Unit, the University of Western Australia, Perth, Australia.
Carrie BretonPopulation and Public Health Sciences, Environmental Health, University of Southern California, Los Angeles, USA.
Mariona BustamanteISGlobal, Barcelona, Spain.
Darina CzamaraDepartment Genes and Environment, Max-Planck-Institute of Psychiatry, Munich, Germany.
Dana DabeleaLifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado Anschutz Medical Campus, Aurora, USA.
Celeste EngDepartment of Medicine, Pulmonary, Critical Care, Allergy and Sleep, University of California, San Francisco, USA.
Brenda EskenaziCenter for Environmental Research and Community Health (CERCH), School of Public Health, University of California, Berkeley, USA.
Bernard F FuemmelerFamily Medicine and Population Health, School of Medicine, Virginia Commonwealth University, Richmond, USA.
Frank D GillilandDepatment of Population and Public Health Sciences, Keck Schools of Medicine, University of Southern California, Los Angeles, USA.
Regina GrazulevicieneDepartment of Environmental Sciences, Vytautas Magnus University, Kaunas, Lithuania.
Siri E HåbergCentre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway.
Gunda HerberthDepartment of Environmental Immunology, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany.
Nina HollandDivision of Environmental Health Sciences, School of Public Health, Children'S Environmental Health Laboratory, University of California, Berkeley, USA.
Amy HoughBorn in Bradford, Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK.
Donglei HuDepartment of Medicine, Division of General Internal Medicine, University of California, San Francisco, USA.
Karen HuenDivision of Environmental Health Sciences, School of Public Health, Children'S Environmental Health Laboratory, University of California, Berkeley, USA.
Anke HülsDepartment of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, USA.
Marjo-Riitta JarvelinMRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.
Jianping JinPublic Health Practice, WESTAT, Research Triangle Park, Raleigh, NC, USA.
Jordi JulvezClinical and Epidemiological Neuroscience (NeuroÈpia), Institut d'Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain.
Berthold V KoletzkoDepartment of Paediatrics, Division of Metabolic and Nutritional Medicine, Hauner Children's Hospital, LMU - Ludwig Maximilians Universitaet Muenchen, Munich, Germany.
Gerard H KoppelmanDepartment of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children'S Hospital and GRIAC Research Institute, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.
Inger KullDepartment of Clinical Sciences and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden.
Xueling LuDepartment of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.
Léa MaitreEnvironment and Health over the Lifecourse Program, Isglobal, Barcelona, Spain.
Dan MasonBorn in Bradford, Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK.
Erik MelénDepartment for Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden.
Simon K MeridDepartment for Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden.
Peter L MolloyHealth and Biosecurity, CSIRO, Canberra, Australia.
Trevor A MoriMedical School, Royal Perth Hospital Unit, the University of Western Australia, Perth, Australia.
Rosa H MulderPsychiatry/Psychology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
Christian M PageDepartment of Physical Health and Ageing, Division for Physical and Mental Health, Norwegian Institute of Public Health, Oslo, Norway.
Rebecca C RichmondBristol Medical School, Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK.
Stefan RöderDepartment of Environmental Immunology, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany.
Jason P RossHuman Health, Health and Biosecurity, CSIRO, Canberra, Australia.
Laura SchellhasSchool of Psychological Science, University of Bristol, Bristol, UK.
Sylvain SebertResearch Unit of Population Health, University of Oulu, Oulu, Finland.
Dean SheppardDepartment of Medicine, Critical Care, Allergy and Sleep, University of California, PulmonarySan Francisco, San Francisco, CA, USA.
Harold SniederDepartment of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.
Anne P StarlingDepartment of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, USA.
Dan J SteinSAMRC Unit on Risk & Resilience in Mental Disorders, Dept of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, South Africa.
Gwen TindulaEpidemiology and Population Health, Stanford School of Medicine, Stanford University, Stanford, USA.
Marinus H van IJzendoornResearch Department of Clinical, Education and Health Psychology, Faculty of Brain Sciences, UCL, London, UK.
Judith VonkDepartment of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Esther WaltonDepartment of Psychology, University of Bath, Bath, UK.
Jonathan WitonskyDepartment of Pediatrics, Allergy, Immunology and BMT, University of California, San Francisco, San Francisco, CA, USA.
Cheng-Jian XuCentre for Individualised Infection Medicine (Ciim), Helmholtz Centre for Infection Research (HZI), Hannover Medical School (MHH), Hanover, Germany.
Ivana V YangDepartment of Biomedical Informatics, University of Colorado Anschutz Medical Campus, Aurora, USA.
Paul D YousefiBristol Medical School, Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK.
Heather J ZarSAMRC Unit on Child Health, Dept of Paediatrics, University of Cape Town, Cape Town, South Africa.
Ana C ZenclussenDepartment of Environmental Immunology, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany.
Hongmei ZhangEpidemiology, Biostatistics, School of Public Health, And Environmental Health, University of Memphis, Memphis, USA.
Henning TiemeierChild and Adolescent Psychiatry/Psychology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands.
Stephanie J LondonImmunity Inflammation and Disease Laboratory, National Institute of Environmental Health Sciences, Durham, USA.
Janine F FelixGeneration R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands.
Charlotte CecilChild and Adolescent Psychiatry/Psychology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands.

Funding

Improving Prediction of Asthma-related Outcomes with Genetic Ancestry-informed Lung Function EquationsK23HL169911 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Jonathan Witonsky · 2023 to 2026
$688k
European Research Council 101039672NHLBI NIH HHS K23 HL169911
6 · The paper itself

Abstract

backgroundDNA methylation (DNAm) is a developmentally dynamic epigenetic process; yet, most epigenome-wide association studies (EWAS) have examined DNAm at only one timepoint or without systematic comparisons between timepoints. Thus, it is unclear whether DNAm alterations during certain developmental periods are more informative than others for health outcomes, how persistent epigenetic signals are across time, and whether epigenetic timing effects differ by outcome.

methodsWe applied longitudinal meta-regression models to published meta-analyses from the PACE consortium that examined DNAm at two timepoints-prospectively at birth and cross-sectionally in childhood-in relation to the same child outcome (ADHD symptoms, general psychopathology, sleep duration, BMI, asthma). These models allowed systematic comparisons of effect sizes and statistical significance between timepoints. Furthermore, we tested correlations between DNAm regression coefficients to assess the consistency of epigenetic signals across time and outcomes. Finally, we performed robustness checks, estimated between-study heterogeneity, and tested pathway enrichment.

resultsOur findings reveal three new insights: (i) across outcomes, DNAm effect sizes are consistently larger in childhood cross-sectional analyses compared to prospective analyses at birth; (ii) higher effect sizes do not necessarily translate into more significant findings, as associations also become noisier in childhood for most outcomes (showing larger standard errors in cross-sectional vs prospective analyses); and (iii) DNAm signals are highly time-specific, while also showing evidence of shared associations across health outcomes (ADHD symptoms, general psychopathology, and asthma). Notably, these observations could not be explained by sample size differences and only partly to differential study-heterogeneity. DNAm sites changing associations were enriched for neural pathways.

conclusionsOur results highlight developmentally-specific associations between DNAm and child health outcomes, when assessing DNAm at birth vs childhood. This implies that EWAS results from one timepoint are unlikely to generalize to another. Longitudinal studies with repeated epigenetic assessments are direly needed to shed light on the dynamic relationship between DNAm, development and health, as well as to enable the creation of more reliable and generalizable epigenetic biomarkers. More broadly, this study underscores the importance of considering the time-varying nature of DNAm in epigenetic research and supports the potential existence of epigenetic "timing effects" on child health.

Indexed as

Child DevelopmentDNA MethylationEpigenesis, GeneticChildChild, PreschoolCross-Sectional StudiesEpigenomicsFemaleGenome-Wide Association StudyHumansInfant, NewbornLongitudinal StudiesMaleMeta-Analysis as TopicPregnancyADHDAsthmaBMIChild psychiatryDNA methylationEpigeneticsLongitudinal analysisMeta-analysisPediatricsSleep

Identifiers

PMID40229801
PMCPMC11995515

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.