Metabolic syndrome and epigenetic aging: a twin study

dc.contributor.authorFöhr Tiina
dc.contributor.authorHendrix Arne
dc.contributor.authorKankaanpää Anna
dc.contributor.authorLaakkonen Eija K.
dc.contributor.authorKujala Urho
dc.contributor.authorPietiläinen Kirsi H.
dc.contributor.authorLehtimäki Terho
dc.contributor.authorKähönen Mika
dc.contributor.authorRaitakari Olli
dc.contributor.authorWang Xiaoling
dc.contributor.authorKaprio Jaakko
dc.contributor.authorOllikainen Miina
dc.contributor.authorSillanpää Elina
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)|
dc.contributor.organization-code1.2.246.10.2458963.20.35734063924
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.converis.publication-id386830564
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/386830564
dc.date.accessioned2025-08-28T00:30:19Z
dc.date.available2025-08-28T00:30:19Z
dc.description.abstract<p><strong>Background: </strong>Metabolic syndrome (MetS) is associated with premature aging, but whether this association is driven by genetic or lifestyle factors remains unclear.</p><p><strong>Methods: </strong>Two independent discovery cohorts, consisting of twins and unrelated individuals, were examined (N = 268, aged 23-69 years). The findings were replicated in two cohorts from the same base population. One consisted of unrelated individuals (N = 1 564), and the other of twins (N = 293). Participants' epigenetic age, estimated using blood DNA methylation data, was determined using the epigenetic clocks GrimAge and DunedinPACE. The individual-level linear regression models for investigating the associations of MetS and its components with epigenetic aging were followed by within-twin-pair analyses using fixed-effects regression models to account for genetic factors.</p><p><strong>Results: </strong>In individual-level analyses, GrimAge age acceleration was higher among participants with MetS (N = 56) compared to participants without MetS (N = 212) (mean 2.078 [95% CI = 0.996,3.160] years vs. -0.549 [-1.053,-0.045] years, between-group p = 3.5E-5). Likewise, the DunedinPACE estimate was higher among the participants with MetS compared to the participants without MetS (1.032 [1.002,1.063] years/calendar year vs. 0.911 [0.896,0.927] years/calendar year, p = 4.8E-11). An adverse profile in terms of specific MetS components was associated with accelerated aging. However, adjustments for lifestyle attenuated these associations; nevertheless, for DunedinPACE, they remained statistically significant. The within-twin-pair analyses suggested that genetics explains these associations fully for GrimAge and partly for DunedinPACE. The replication analyses provided additional evidence that the association between MetS components and accelerated aging is independent of the lifestyle factors considered in this study, however, suggesting that genetics is a significant confounder in this association.</p><p><strong>Conclusions: </strong>The results of this study suggests that MetS is associated with accelerated epigenetic aging, independent of physical activity, smoking or alcohol consumption, and that the association may be explained by genetics.</p>
dc.format.pagerange778
dc.format.pagerange787
dc.identifier.eissn1476-5497
dc.identifier.jour-issn0307-0565
dc.identifier.olddbid205833
dc.identifier.oldhandle10024/188860
dc.identifier.urihttps://www.utupub.fi/handle/11111/34861
dc.identifier.urlhttps://www.nature.com/articles/s41366-024-01466-x
dc.identifier.urnURN:NBN:fi-fe2025082787133
dc.language.isoen
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3142 Public health care science, environmental and occupational healthen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.discipline3142 Kansanterveystiede, ympäristö ja työterveysfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherSpringer Nature
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.doi10.1038/s41366-024-01466-x
dc.relation.ispartofjournalInternational Journal of Obesity
dc.relation.issue6
dc.relation.volume48
dc.source.identifierhttps://www.utupub.fi/handle/10024/188860
dc.titleMetabolic syndrome and epigenetic aging: a twin study
dc.year.issued2024

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