Morbidity-bridging metabolic pathways: linking early cardiovascular disease risk and depression symptoms using a multi-modal approach

dc.contributor.authorKoloi, Angela
dc.contributor.authorRydin, Arja
dc.contributor.authorMilaneschi, Yuri
dc.contributor.authorLamers, Femke
dc.contributor.authorBosch, Jos A
dc.contributor.authorPruin, Emma
dc.contributor.authorvan der Laan
dc.contributor.authorSander W
dc.contributor.authorMishra, Pashupati P
dc.contributor.authorLehtimäki, Terho
dc.contributor.authorKähönen, Mika
dc.contributor.authorRaitakari, Olli T
dc.contributor.authorFotiadis, Dimitrios I
dc.contributor.authorQuax, Rick
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-id498597229
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/498597229
dc.date.accessioned2026-01-21T13:41:15Z
dc.date.available2026-01-21T13:41:15Z
dc.description.abstract<p>Aims: Prevalence of cardiovascular diseases (CVDs) and depression is rising globally. Their co-occurrence associates with poorer outcomes, potentially due to shared metabolic pathways. This study aimed to identify metabolic pathways linking depression symptoms and CVD risk factors.</p><p>Methods and results: Data from the Young Finns Study (YFS, n = 1,599, mean age 37 ± 5, 54% female) served as input for a network (mixed graphical models). Confirmatory analysis through covariate-adjusted regression was done with UK Biobank (UKB, n = 69,513, mean age 63 ± 7, 64% female). Mendelian randomization assessed causality using genome-wide association studies data. The study examined 52 plasma metabolites measured by nuclear magnetic resonance spectroscopy. Outcomes included depression symptoms (BDI in YFS, PHQ-9 in UKB) and CVD risk factors [systolic/diastolic blood pressure, carotid intima-media thickness (cIMT)]. Mendelian randomization inferred causal links between metabolites and depression or (intermediate markers of) CVD. Two bridge metabolites were identified: glucose linked to sleep pattern (P = 0.034); omega-3 fatty acids (FAs) linked to appetite change (P < 0.001); and both connected to cIMT (both P = 0.002). Mendelian randomization suggested glucose as causal in coronary artery disease (CAD) risk, while omega-3 FAs showed potential causal links to CAD, coronary artery calcification, and cIMT.</p><p>Conclusion: This study integrated three statistical techniques and identified two metabolic markers (glucose, omega-3 FAs) connecting depression and CVD on a symptom and risk factor level. The associations, established in a relatively young cohort, were replicated in a predominantly middle-aged cohort and emphasize both the generalizability of the findings across different populations and value of symptom-level analysis in depression and CVD comorbidity research.</p><p>Keywords: Cardiovascular diseases; Comorbidity; Depression; Network analysis.<br></p>
dc.identifier.eissn2752-4191
dc.identifier.jour-issn2752-4191
dc.identifier.olddbid213247
dc.identifier.oldhandle10024/196265
dc.identifier.urihttps://www.utupub.fi/handle/11111/55082
dc.identifier.urlhttps://doi.org/10.1093/ehjopen/oeaf038
dc.identifier.urnURN:NBN:fi-fe2025082792843
dc.language.isoen
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.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherOxford University Press (OUP)
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.doi10.1093/ehjopen/oeaf038
dc.relation.ispartofjournalEuropean heart journal open
dc.relation.issue3
dc.relation.volume5
dc.source.identifierhttps://www.utupub.fi/handle/10024/196265
dc.titleMorbidity-bridging metabolic pathways: linking early cardiovascular disease risk and depression symptoms using a multi-modal approach
dc.year.issued2025

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