Morbidity-bridging metabolic pathways: linking early cardiovascular disease risk and depression symptoms using a multi-modal approach
| dc.contributor.author | Koloi, Angela | |
| dc.contributor.author | Rydin, Arja | |
| dc.contributor.author | Milaneschi, Yuri | |
| dc.contributor.author | Lamers, Femke | |
| dc.contributor.author | Bosch, Jos A | |
| dc.contributor.author | Pruin, Emma | |
| dc.contributor.author | van der Laan | |
| dc.contributor.author | Sander W | |
| dc.contributor.author | Mishra, Pashupati P | |
| dc.contributor.author | Lehtimäki, Terho | |
| dc.contributor.author | Kähönen, Mika | |
| dc.contributor.author | Raitakari, Olli T | |
| dc.contributor.author | Fotiadis, Dimitrios I | |
| dc.contributor.author | Quax, Rick | |
| dc.contributor.organization | fi=InFLAMES Lippulaiva|en=InFLAMES Flagship| | |
| dc.contributor.organization | fi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)| | |
| dc.contributor.organization | fi=tyks, vsshp|en=tyks, varha| | |
| dc.contributor.organization | fi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)| | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.35734063924 | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.42471027641 | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.68445910604 | |
| dc.converis.publication-id | 498597229 | |
| dc.converis.url | https://research.utu.fi/converis/portal/Publication/498597229 | |
| dc.date.accessioned | 2026-01-21T13:41:15Z | |
| dc.date.available | 2026-01-21T13:41:15Z | |
| 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.eissn | 2752-4191 | |
| dc.identifier.jour-issn | 2752-4191 | |
| dc.identifier.olddbid | 213247 | |
| dc.identifier.oldhandle | 10024/196265 | |
| dc.identifier.uri | https://www.utupub.fi/handle/11111/55082 | |
| dc.identifier.url | https://doi.org/10.1093/ehjopen/oeaf038 | |
| dc.identifier.urn | URN:NBN:fi-fe2025082792843 | |
| dc.language.iso | en | |
| dc.okm.affiliatedauthor | Raitakari, Olli | |
| dc.okm.affiliatedauthor | Dataimport, tyks, vsshp | |
| dc.okm.discipline | 3121 Internal medicine | en_GB |
| dc.okm.discipline | 3124 Neurology and psychiatry | en_GB |
| dc.okm.discipline | 3121 Sisätaudit | fi_FI |
| dc.okm.discipline | 3124 Neurologia ja psykiatria | fi_FI |
| dc.okm.internationalcopublication | international co-publication | |
| dc.okm.internationality | International publication | |
| dc.okm.type | A1 ScientificArticle | |
| dc.publisher | Oxford University Press (OUP) | |
| dc.publisher.country | United Kingdom | en_GB |
| dc.publisher.country | Britannia | fi_FI |
| dc.publisher.country-code | GB | |
| dc.relation.doi | 10.1093/ehjopen/oeaf038 | |
| dc.relation.ispartofjournal | European heart journal open | |
| dc.relation.issue | 3 | |
| dc.relation.volume | 5 | |
| dc.source.identifier | https://www.utupub.fi/handle/10024/196265 | |
| dc.title | Morbidity-bridging metabolic pathways: linking early cardiovascular disease risk and depression symptoms using a multi-modal approach | |
| dc.year.issued | 2025 |
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