Evidence map›Paper›PMID 35943854›Full record

ArticleBrain : a journal of neurology2023

Epigenetic and integrative cross-omics analyses of cerebral white matter hyperintensities on MRI.

Yunju Yang, Maria J Knol, Ruiqi Wang, Aniket Mishra, Dan Liu, Michelle Luciano, Alexander Teumer, Nicola Armstrong, Joshua C Bis, Min A Jhun and 42 more

Open access · bronzeAbstract read
In one paragraph

Article in Brain : a journal of neurology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
30citing papers in PubMed, 1 pooled it
4.0field-weighted citation impact, top 5% 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

30 citing papers in PubMed, 1 synthesis or guideline pooled it, 38 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. A spatially resolved genomic-molecular atlas of human white-matter microstructure.medRxiv : the preprint server for health sciences · 2026
    Article
  5. Article
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  7. Promoter hypomethylation ofFrontiers in genetics · 2026
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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

52 authors at 20 institutions in 8 countries.

Yunju YangBrown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science at Houston, Houston, TX 77030, USA.ORCID 0000-0002-9747-8363
Maria J KnolDepartment of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands.ORCID 0000-0002-3597-1531
Ruiqi WangDepartment of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA.
Aniket MishraUniversity of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, F-33000 Bordeaux, France.
Dan LiuPopulation Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany.
Michelle LucianoDepartment of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, UK.
Alexander TeumerInstitute for Community Medicine, University Medicine Greifswald, Greifswald 17475, Germany.
Nicola ArmstrongMathematics and Statistics, Curtin University, 6845 Perth, Australia.
Joshua C BisCardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA.
Min A JhunDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA.
Shuo LiDepartment of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA.
Hieab H H AdamsDepartment of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands.
Nasir Ahmad AzizPopulation Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany.
Mark E BastinCentre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK.
Mathieu BourgeyCanadian Centre for Computational Genomics, McGill University, Montréal, Quebec, Canada H3A 0G1.ORCID 0000-0002-8432-834X
Jennifer A BrodyCardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA.
Stefan FrenzelDepartment of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany.
Rebecca F GottesmanStroke Branch, National Institutes of Neurological Disorders and Stroke, Bethesda, MD 20814, USA.
Norbert HostenDepartment of Radiology and Neuroradiology, University Medicine Greifswald, 17475 Greifswald, Germany.
Lifang HouDepartment of Preventive Medicine, Northwestern University, Chicago, IL 60611, USA.
Sharon L R KardiaDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA.
Valerie LohnerPopulation Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany.
Pascale MarquisCanadian Centre for Computational Genomics, McGill University, Montréal, Quebec, Canada H3A 0G1.
Susana Muñoz ManiegaCentre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK.
Claudia L SatizabalGlenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases and Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX 78229, USA.
Farzaneh A SorondDepartment of Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA.
Maria C Valdés HernándezCentre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK.
Cornelia M van DuijnDepartment of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands.ORCID 0000-0002-2374-9204
Meike W VernooijDepartment of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands.ORCID 0000-0003-4658-2176
Katharina WittfeldDepartment of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany.
Qiong YangDepartment of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA.ORCID 0000-0002-3658-1375
Wei ZhaoDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA.
Eric BoerwinkleHuman Genetics Center, School of Public Health, University of Texas Health Science at Houston, Houston, TX 77030, USA.
Daniel LevyThe Framingham Heart Study, Framingham, MA 01701, USA.
Ian J DearyDepartment of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, UK.
Jiyang JiangCentre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW 2052, Australia.
Karen A MatherCentre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW 2052, Australia.ORCID 0000-0003-4143-8941
Thomas H MosleyThe Memory Impairment Neurodegenerative Dementia (MIND) Research Center, University of Mississippi Medical Center, Jackson, MS 39216, USA.
Bruce M PsatyCardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA.
Perminder S SachdevCentre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW 2052, Australia.ORCID 0000-0002-9595-3220
Jennifer A SmithDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48104, USA.ORCID 0000-0002-3575-5468
Nona SotoodehniaCardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 02115, USA.
Charles S DeCarliDepartment of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, CA 95816, USA.
Monique M B BretelerPopulation Health Sciences, German Centre for Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany.
M Arfan IkramDepartment of Epidemiology, Erasmus MC University Medical Center, 3015 GD, Rotterdam, The Netherlands.
Hans J GrabeDepartment of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald 17475, Germany.
Joanna WardlawCentre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, EH8 9AB, UK.
W T LongstrethDepartment of Epidemiology, University of Washington, Seattle, WA 98104, USA.
Lenore J LaunerIntramural Research Program, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA.
Sudha SeshadriGlenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases and Department of Population Health Sciences, UT Health San Antonio, San Antonio, TX 78229, USA.
Stephanie DebetteUniversity of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, F-33000 Bordeaux, France.ORCID 0000-0001-6950-984X
Myriam FornageBrown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science at Houston, Houston, TX 77030, USA.
Boston University · USUniversity of Edinburgh · GBErasmus MC · NLUniversity of Washington · USUniversitätsmedizin Greifswald · DEUniversity of Michigan · USUNSW Sydney · AUBrown Foundation · USGerman Center for Neurodegenerative Diseases · DEMcGill Genome Centre · CANational Institutes of Health · USNorthwestern University · USUniversity of Bonn · DEBaylor College of Medicine · USCurtin University · AUMedical University of Białystok · PLNational Institute of Neurological Disorders and Stroke · USUniversité de Bordeaux · FRUniversity of California, Davis · USUniversity of Mississippi Medical Center · US

Funding

Framingham Project/LevyZIAHL006001 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI LEVY, DANIEL · 2009 to 2025
$51.1M
UC Davis Alzheimer's Disease Research CenterP30AG072972 · NIA · UNIVERSITY OF CALIFORNIA AT DAVIS · PI LEE-WAY JIN · 2021 to 2026
$25.2M
South Texas Alzheimer's Disease Research CenterP30AG066546 · NIA · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI Sudha Seshadri · 2021 to 2026
$24.0M
PRECURSORS OF STROKE INCIDENCE AND PROGNOSISR01NS017950 · NINDS · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI Hugo Javier Aparicio, Jose Rafael Romero · 1985 to 2026
$22.9M
Temporal Trends, Novel Imaging and Molecular Characterization of Preclinical and Clinical Alzheimer's Disease in the Framingham CohortsR01AG054076 · NIA · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI DECARLI, CHARLES, SESHADRI, SUDHA · 2016 to 2020
$12.3M
CHARGE Consortium: Omics Discovery for CVD and Aging PhenotypesR01HL105756 · NHLBI · UNIVERSITY OF WASHINGTON · PI Bruce M Psaty, NICHOLAS L SMITH · 2011 to 2026
$9.5M
Stroke, Cognition and Neuroepidemiology SectionZIANS009435 · NINDS · NATIONAL INSTITUTE OF NEUROLOGICAL DISORDERS AND STROKE · PI GOTTESMAN, REBECCA F · 2022 to 2025
$8.2M
Cognitively Healthy Nonagenarians in the Cross Cohort Collaboration (CCC)RF1AG059421 · NIA · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI SESHADRI, SUDHA · 2018 to 2018
$6.1M
ADSP Follow-up in Multi-Ethnic Cohorts via Endophenotypes, Omics & Model SystemsU01AG052409 · NIA · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI FORNAGE, MYRIAM, SESHADRI, SUDHA · 2016 to 2020
$1.6M
Cerebral Small Vessels in Motor and Cognitive Decline: Neuroimaging Signatures of Vulnerability & ResilienceRF1NS085002 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI SOROND, FARZANEH A · 2022 to 2022
$1.5M
Medical Research Council G0701120Medical Research Council G1001245Medical Research Council MR/J006971/1Medical Research Council MR/K026992/1Medical Research Council MR/M013111/1NHLBI NIH HHS R01 HL105756NIA NIH HHS P30 AG066546NIA NIH HHS P30 AG072972NIA NIH HHS R01 AG054076NIA NIH HHS RF1 AG059421NIA NIH HHS U01 AG052409NINDS NIH HHS R01 NS017950NINDS NIH HHS RF1 NS085002
6 · The paper itself

Abstract

Cerebral white matter hyperintensities on MRI are markers of cerebral small vessel disease, a major risk factor for dementia and stroke. Despite the successful identification of multiple genetic variants associated with this highly heritable condition, its genetic architecture remains incompletely understood. More specifically, the role of DNA methylation has received little attention. We investigated the association between white matter hyperintensity burden and DNA methylation in blood at ∼450 000 cytosine-phosphate-guanine (CpG) sites in 9732 middle-aged to older adults from 14 community-based studies. Single CpG and region-based association analyses were carried out. Functional annotation and integrative cross-omics analyses were performed to identify novel genes underlying the relationship between DNA methylation and white matter hyperintensities. We identified 12 single CpG and 46 region-based DNA methylation associations with white matter hyperintensity burden. Our top discovery single CpG, cg24202936 (P = 7.6 × 10-8), was associated with F2 expression in blood (P = 6.4 × 10-5) and co-localized with FOLH1 expression in brain (posterior probability = 0.75). Our top differentially methylated regions were in PRMT1 and in CCDC144NL-AS1, which were also represented in single CpG associations (cg17417856 and cg06809326, respectively). Through Mendelian randomization analyses cg06809326 was putatively associated with white matter hyperintensity burden (P = 0.03) and expression of CCDC144NL-AS1 possibly mediated this association. Differentially methylated region analysis, joint epigenetic association analysis and multi-omics co-localization analysis consistently identified a role of DNA methylation near SH3PXD2A, a locus previously identified in genome-wide association studies of white matter hyperintensities. Gene set enrichment analyses revealed functions of the identified DNA methylation loci in the blood-brain barrier and in the immune response. Integrative cross-omics analysis identified 19 key regulatory genes in two networks related to extracellular matrix organization, and lipid and lipoprotein metabolism. A drug-repositioning analysis indicated antihyperlipidaemic agents, more specifically peroxisome proliferator-activated receptor-alpha, as possible target drugs for white matter hyperintensities. Our epigenome-wide association study and integrative cross-omics analyses implicate novel genes influencing white matter hyperintensity burden, which converged on pathways related to the immune response and to a compromised blood-brain barrier possibly due to disrupted cell-cell and cell-extracellular matrix interactions. The results also suggest that antihyperlipidaemic therapy may contribute to lowering risk for white matter hyperintensities possibly through protection against blood-brain barrier disruption.

Indexed as

White MatterAgedBrainDNA MethylationEpigenesis, GeneticGenome-Wide Association StudyHumansMagnetic Resonance ImagingMiddle AgedProtein-Arginine N-MethyltransferasesRepressor ProteinsPRMT1 protein, humanProtein-Arginine N-MethyltransferasesRepressor Proteinsblood–brain barrier dysfunctioncerebral small vessel diseaseepigenome-wide association studyintegrative cross-omics analysiswhite matter hyperintensities

Identifiers

PMID35943854
PMCPMC9924914
OpenAlexW4290786354

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LicenceCC BY-NC
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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.