Genome-wide DNA methylation patterns for indicators of liver steatosis: a longitudinal multiomic study

dc.contributor.authorCiantar, Jo
dc.contributor.authorRajić, Sonja
dc.contributor.authorKostiniuk, Daria
dc.contributor.authorRaulamo, Ella
dc.contributor.authorKartiosuo, Noora
dc.contributor.authorLai, Liye
dc.contributor.authorMishra, Pashupati P.
dc.contributor.authorLyytikäinen, Leo-Pekka
dc.contributor.authorKleber, Marcus E.
dc.contributor.authorRovio, Suvi
dc.contributor.authorMykkänen, Juha
dc.contributor.authorPahkala, Katja
dc.contributor.authorPeters, Annette
dc.contributor.authorWinkelmann, Juliane
dc.contributor.authorMärz, Winfried
dc.contributor.authorKähönen, Mika
dc.contributor.authorRaitakari, Olli
dc.contributor.authorLehtimäki, Terho
dc.contributor.authorWaldenberger, Melanie
dc.contributor.authorMarttila, Saara
dc.contributor.authorRaitoharju, Emma
dc.contributor.organizationfi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)|
dc.contributor.organizationfi=kansanterveystiede|en=Public Health|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)|
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=tilastotiede|en=Statistics|
dc.contributor.organization-code1.2.246.10.2458963.20.42133013740
dc.contributor.organization-code1.2.246.10.2458963.20.35734063924
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.94792640685
dc.contributor.organization-code2607008
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.converis.publication-id508457291
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/508457291
dc.date.accessioned2026-04-24T16:37:21Z
dc.description.abstract<h3>Background</h3><p>To identify blood DNA methylation profiles related to liver steatosis, we performed an EWAS on the presence of ultrasonically-identified liver steatosis in the Young Finns Study (YFS) participants (n = 1529, 33–50y.), and on liver enzyme levels and fatty liver index (FLI) across three discovery cohorts: YFS, LURIC (n = 2371, 17–92y.) and KORA FF4 (n = 1872, 39–88y.). We further investigated the discovered associations across the longitudinal subset of YFS (n = 255), encompassing three follow-ups over 32 years, and the three-generational YFS-3G follow-up in 2018–2020. Finally, we examined the associations of the discovered CpGs with nearby genetic variation and whole blood expression of nearby genes.</p><h3>Results</h3><p>In YFS, the methylation levels of cg06690548 (<em>SLC7A11</em>) were lower in individuals with liver steatosis (Δbeta = − 0.011, FDR = 0.004). Methylation of 9 CpGs associated with GGT and 23 CpGs with FLI in at least two of the discovery cohorts. Methylation at cg06690548 (<em>SLC7A11</em>) and the majority of the CpGs associating with GGT or FLI had the strongest association in the two oldest generations of YFS-3G follow-up (ages 43–59y. and 59–93y.), with minor or non-significant association in the youngest generation (ages 6–36y.). Discovered meQTLs for the CpGs did not modulate the association between the methylation levels and GGT or FLI. The expression of the nearby genes mediated only the association between cg06500161 (<em>ABCG1</em>) and cg20544516 (<em>SREBF1</em>) and FLI.</p><h3>Conclusions</h3><p>Our findings highlight the association between the methylation levels of cg06690548 (<em>SLC7A11)</em> and liver steatosis, describe the dynamic relationship between whole blood DNA methylation and MASLD, and contribute to a deeper understanding of the pathophysiology of liver diseases.</p>
dc.identifier.eissn1868-7083
dc.identifier.jour-issn1868-7075
dc.identifier.urihttps://www.utupub.fi/handle/11111/58779
dc.identifier.urlhttps://doi.org/10.1186/s13148-025-02037-1
dc.identifier.urnURN:NBN:fi-fe202601279264
dc.language.isoen
dc.okm.affiliatedauthorKartiosuo, Noora
dc.okm.affiliatedauthorRovio, Suvi
dc.okm.affiliatedauthorMykkänen, Juha
dc.okm.affiliatedauthorPahkala, Katja
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3111 Biomedicineen_GB
dc.okm.discipline3111 Biolääketieteetfi_FI
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherSpringer Nature
dc.publisher.countryGermanyen_GB
dc.publisher.countrySaksafi_FI
dc.publisher.country-codeDE
dc.relation.articlenumber22
dc.relation.doi10.1186/s13148-025-02037-1
dc.relation.ispartofjournalClinical Epigenetics
dc.relation.issue1
dc.relation.volume18
dc.titleGenome-wide DNA methylation patterns for indicators of liver steatosis: a longitudinal multiomic study
dc.year.issued2026

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