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dc.contributor.authorGadd, DA
dc.contributor.authorSmith, HM
dc.contributor.authorMullin, D
dc.contributor.authorChybowska, O
dc.contributor.authorHillary, RF
dc.contributor.authorKimenai, DM
dc.contributor.authorBernabeu, E
dc.contributor.authorCheng, Y
dc.contributor.authorFawns-Ritchie, C
dc.contributor.authorCampbell, A
dc.contributor.authorPage, D
dc.contributor.authorTaylor, A
dc.contributor.authorCorley, J
dc.contributor.authorDel C. Valdés-Hernández, M
dc.contributor.authorManiega, SM
dc.contributor.authorBastin, ME
dc.contributor.authorWardlaw, JM
dc.contributor.authorWalker, RM
dc.contributor.authorEvans, KL
dc.contributor.authorMcIntosh, AM
dc.contributor.authorHayward, C
dc.contributor.authorRuss, TC
dc.contributor.authorHarris, SE
dc.contributor.authorWelsh, P
dc.contributor.authorSattar, N
dc.contributor.authorCox, SR
dc.contributor.authorMcCartney, DL
dc.contributor.authorMarioni, RE
dc.date.accessioned2024-11-13T11:07:43Z
dc.date.issued2024-09-10
dc.date.updated2024-11-12T16:00:13Z
dc.description.abstractBackground: Plasma growth differentiation factor 15 (GDF15) and N‐terminal proB‐type natriuretic peptide (NT‐proBNP) are cardiovascular biomarkers that associate with a range of diseases. Epigenetic scores (EpiScores) for GDF15 and NT-proBNP may provide new routes for risk stratification. Results: In the Generation Scotland cohort (N ≥ 16,963), GDF15 levels were associated with incident dementia, ischaemic stroke and type 2 diabetes, whereas NT-proBNP levels were associated with incident ischaemic heart disease, ischaemic stroke and type 2 diabetes (all PFDR < 0.05). Bayesian epigenome-wide association studies (EWAS) identified 12 and 4 DNA methylation (DNAm) CpG sites associated (Posterior Inclusion Probability [PIP] > 95%) with levels of GDF15 and NT-proBNP, respectively. EpiScores for GDF15 and NT-proBNP were trained in a subset of the population. The GDF15 EpiScore replicated protein associations with incident dementia, type 2 diabetes and ischaemic stroke in the Generation Scotland test set (hazard ratios (HR) range 1.36–1.41, PFDR < 0.05). The EpiScore for NT-proBNP replicated the protein association with type 2 diabetes, but failed to replicate an association with ischaemic stroke. EpiScores explained comparable variance in protein levels across both the Generation Scotland test set and the external LBC1936 test cohort (R2 range of 5.7–12.2%). In LBC1936, both EpiScores were associated with indicators of poorer brain health. Neither EpiScore was associated with incident dementia in the LBC1936 population. Conclusions: EpiScores for serum levels of GDF15 and Nt-proBNP associate with body and brain health traits. These EpiScores are provided as potential tools for disease risk stratification.en_GB
dc.identifier.citationVol. 16(1), article 124en_GB
dc.identifier.doihttps://doi.org/10.1186/s13148-024-01734-7
dc.identifier.urihttp://hdl.handle.net/10871/138233
dc.identifierORCID: 0000-0002-1060-4479 (Walker, Rosie M)
dc.language.isoenen_GB
dc.publisherBMCen_GB
dc.relation.urlhttps://www.ed.ac.uk/generation-scotland/for-researchers/accessen_GB
dc.relation.urlhttps://www.ed.ac.uk/lothian-birth-cohorts/data-access-collaborationen_GB
dc.relation.urlhttps://github.com/DanniGadd/EpiScores-GDF15-NT-proBNen_GB
dc.relation.urlhttps://www.ed.ac.uk/lothian-birth-cohorts/summary-data-resourcesen_GB
dc.relation.urlhttps://www.ncbi.nlm.nih.gov/pubmed/39256775en_GB
dc.rights© The Author(s) 2024. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/en_GB
dc.titleDNAm scores for serum GDF15 and NT-proBNP levels associate with a range of traits affecting the body and brainen_GB
dc.typeArticleen_GB
dc.date.available2024-11-13T11:07:43Z
dc.identifier.issn1868-7075
exeter.article-number124
exeter.place-of-publicationGermany
dc.descriptionThis is the final version. Available on open access from BMC via the DOI in this recorden_GB
dc.descriptionAvailability of data and materials: The source datasets from the cohorts that were analysed during the current study are not publicly available due to them containing information that could compromise participant consent and confidentiality. Data can be obtained from the data owners. Instructions for accessing Generation Scotland data can be found here: https://www.ed.ac.uk/generation-scotland/for-researchers/access; the ‘GS Access Request Form’ can be downloaded from this site. Completed request forms must be sent to access@generationscotland.org to be approved by the Generation Scotland Access Committee. According to the terms of consent for Generation Scotland participants, access to data must be reviewed by the Generation Scotland Access Committee. Applications should be made to access@generationscotland.org. LBC1936 data are available on request from the Lothian Birth Cohort Study, University of Edinburgh https://www.ed.ac.uk/lothian-birth-cohorts/data-access-collaboration. All correspondence and material requests should be sent to Riccardo Marioni at riccardo.marioni@ed.ac.uk. All R code used in analyses is provided at: https://github.com/DanniGadd/EpiScores-GDF15-NT-proBNP. Latent Curve Growth Model (LCGM) LBC cognitive code that was adapted for these analyses is also available at: https://www.ed.ac.uk/lothian-birth-cohorts/summary-data-resources.en_GB
dc.identifier.eissn1868-7083
dc.identifier.journalClinical Epigeneticsen_GB
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en_GB
dcterms.dateAccepted2024-08-23
rioxxterms.versionVoRen_GB
rioxxterms.licenseref.startdate2024-09-10
rioxxterms.typeJournal Article/Reviewen_GB
refterms.dateFCD2024-11-13T11:05:12Z
refterms.versionFCDVoR
refterms.dateFOA2024-11-13T11:08:26Z
refterms.panelAen_GB
refterms.dateFirstOnline2024-09-10


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© The Author(s) 2024. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the 
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or 
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line 
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory 
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this 
licence, visit http://creativecommons.org/licenses/by/4.0/
Except where otherwise noted, this item's licence is described as © The Author(s) 2024. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/