Identification of gene networks jointly associated with depressive symptoms and cardiovascular health metrics using whole blood transcriptome in the Young Finns Study

dc.contributor.authorMishra Binisha H.
dc.contributor.authorRaitoharju Emma
dc.contributor.authorMononen Nina
dc.contributor.authorSaarinen Aino
dc.contributor.authorViikari Jorma
dc.contributor.authorJuonala Markus
dc.contributor.authorHutri-Kähönen Nina
dc.contributor.authorKähönen Mika
dc.contributor.authorRaitakari Olli T.
dc.contributor.authorLehtimäki Terho
dc.contributor.authorMishra Pashupati P.
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=sisätautioppi|en=Internal Medicine|
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-code1.2.246.10.2458963.20.40502528769
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.converis.publication-id393537211
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/393537211
dc.date.accessioned2025-08-28T02:49:05Z
dc.date.available2025-08-28T02:49:05Z
dc.description.abstract<p><strong>Background: </strong>Studies have shown that cardiovascular health (CVH) is related to depression. We aimed to identify gene networks jointly associated with depressive symptoms and cardiovascular health metrics using the whole blood transcriptome.</p><p><strong>Materials and methods: </strong>We analyzed human blood transcriptomic data to identify gene co-expression networks, termed gene modules, shared by Beck's depression inventory (BDI-II) scores and cardiovascular health (CVH) metrics as markers of depression and cardiovascular health, respectively. The BDI-II scores were derived from Beck's Depression Inventory, a 21-item self-report inventory that measures the characteristics and symptoms of depression. CVH metrics were defined according to the American Heart Association criteria using seven indices: smoking, diet, physical activity, body mass index (BMI), blood pressure, total cholesterol, and fasting glucose. Joint association of the modules, identified with weighted co-expression analysis, as well as the member genes of the modules with the markers of depression and CVH were tested with multivariate analysis of variance (MANOVA).</p><p><strong>Results: </strong>We identified a gene module with 256 genes that were significantly correlated with both the BDI-II score and CVH metrics. Based on the MANOVA test results adjusted for age and sex, the module was associated with both depression and CVH markers. The three most significant member genes in the module were <em>YOD1</em>, <em>RBX1</em>, and <em>LEPR</em>. Genes in the module were enriched with biological pathways involved in brain diseases such as Alzheimer's, Parkinson's, and Huntington's.</p><p><strong>Conclusions: </strong>The identified gene module and its members can provide new joint biomarkers for depression and CVH.</p>
dc.identifier.eissn1664-0640
dc.identifier.jour-issn1664-0640
dc.identifier.olddbid209756
dc.identifier.oldhandle10024/192783
dc.identifier.urihttps://www.utupub.fi/handle/11111/49399
dc.identifier.urlhttps://www.frontiersin.org/journals/psychiatry/articles/10.3389/fpsyt.2024.1345159/full
dc.identifier.urnURN:NBN:fi-fe2025082788434
dc.language.isoen
dc.okm.affiliatedauthorViikari, Jorma
dc.okm.affiliatedauthorJuonala, Markus
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3124 Neurology and psychiatryen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.discipline3124 Neurologia ja psykiatriafi_FI
dc.okm.internationalcopublicationnot an international co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherFrontiers Media S.A.
dc.publisher.countrySwitzerlanden_GB
dc.publisher.countrySveitsifi_FI
dc.publisher.country-codeCH
dc.relation.doi10.3389/fpsyt.2024.1345159
dc.relation.ispartofjournalFrontiers in Psychiatry
dc.relation.volume15
dc.source.identifierhttps://www.utupub.fi/handle/10024/192783
dc.titleIdentification of gene networks jointly associated with depressive symptoms and cardiovascular health metrics using whole blood transcriptome in the Young Finns Study
dc.year.issued2024

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