Evidence map›Paper›PMID 32859263›Full record

ArticleGenome biology2020

Genome-wide identification of genes regulating DNA methylation using genetic anchors for causal inference.

Paul J Hop, René Luijk, Lucia Daxinger, Maarten van Iterson, Koen F Dekkers, Rick Jansen, BIOS Consortium, Joyce B J van Meurs, Peter A C 't Hoen, M Arfan Ikram and 6 more

Open access · goldAbstract read
In one paragraph

Article in Genome biology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed, 2 pooled it
3.3field-weighted citation impact, top 7% of its field
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

24 citing papers in PubMed, 2 syntheses or guidelines pooled it, 47 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Review
  4. Article
  5. Article
  6. Article
  7. Editing epigenetic age.Nature aging · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Review
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  15. Genome-wide methylomic regulation of multiscale gene networks in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2023
    Article
  16. Review
  17. Article
  18. Article
  19. 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

16 authors at 7 institutions in 1 country.

Paul J HopMolecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.ORCID 0000-0002-9007-7436
René LuijkMolecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Lucia DaxingerDepartment of Human Genetics, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Maarten van ItersonMolecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Koen F DekkersMolecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Rick JansenDepartment of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV, Amsterdam, The Netherlands.
BIOS Consortium
Joyce B J van MeursDepartment of Internal Medicine, Erasmus Medical Centre, Rotterdam, The Netherlands.
Peter A C 't HoenCentre for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center Nijmegen, Nijmegen, The Netherlands.
M Arfan IkramDepartment of Epidemiology, Erasmus University Medical Center, 3015 CE, Rotterdam, The Netherlands.
Marleen M J van GreevenbroekDepartment of Internal Medicine, Maastricht University Medical Center, 6211 LK, Maastricht, The Netherlands.
Dorret I BoomsmaDepartment of Biological Psychology, Vrije Universiteit Amsterdam, Neuroscience Campus Amsterdam, 1081 BT, Amsterdam, The Netherlands.
P Eline SlagboomMolecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Jan H VeldinkDepartment of Neurology, UMC Utrecht Brain Center, University Medical Centre Utrecht, Utrecht University, 3584 CG, Utrecht, The Netherlands.
Erik W van ZwetMedical Statistics, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, Zuid-Holland, The Netherlands.
Bastiaan T HeijmansMolecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands. b.t.heijmans@lumc.nl.
Leiden University Medical Center · NLRadboud University Nijmegen · NLAmsterdam Neuroscience · NLUtrecht University · NLErasmus University Rotterdam · NLMaastricht University Medical Centre · NLErasmus MC · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDNA methylation is a key epigenetic modification in human development and disease, yet there is limited understanding of its highly coordinated regulation. Here, we identify 818 genes that affect DNA methylation patterns in blood using large-scale population genomics data.

resultsBy employing genetic instruments as causal anchors, we establish directed associations between gene expression and distant DNA methylation levels, while ensuring specificity of the associations by correcting for linkage disequilibrium and pleiotropy among neighboring genes. The identified genes are enriched for transcription factors, of which many consistently increased or decreased DNA methylation levels at multiple CpG sites. In addition, we show that a substantial number of transcription factors affected DNA methylation at their experimentally determined binding sites. We also observe genes encoding proteins with heterogenous functions that have widespread effects on DNA methylation, e.g., NFKBIE, CDCA7(L), and NLRC5, and for several examples, we suggest plausible mechanisms underlying their effect on DNA methylation.

conclusionWe report hundreds of genes that affect DNA methylation and provide key insights in the principles underlying epigenetic regulation.

Indexed as

DNA MethylationEpigenesis, GeneticGenome-Wide Association StudyEndopeptidasesGene ExpressionGenetic PleiotropyGenomicsHumansI-kappa B ProteinsIntracellular Signaling Peptides and ProteinsNuclear ProteinsProto-Oncogene ProteinsRepressor ProteinsTranscription FactorsCDCA7L protein, humanCDCA7 protein, humanEndopeptidasesI-kappa B ProteinsIntracellular Signaling Peptides and ProteinsNFKBIE protein, humanNLRC5 protein, humanNuclear ProteinsProto-Oncogene ProteinsRepressor ProteinsSENP7 protein, humanTranscription FactorsCausal inferenceChromatinDNA methylationEpigenetic regulationFunctional genomicsGenetic instrumental variablePleiotropyTranscription factor

Identifiers

PMID32859263
PMCPMC7453518
OpenAlexW3082646409

What OpenQuestion holds

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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 OpenQuestion graph.