Metabolic transition from childhood to adulthood based on two decades of biochemical time series in three longitudinal cohorts
| dc.contributor.author | Mäkinen, Ville-Petteri | |
| dc.contributor.author | Kähönen, Mika | |
| dc.contributor.author | Lehtimäki, Terho | |
| dc.contributor.author | Hutri, Nina | |
| dc.contributor.author | Rönnemaa, Tapani | |
| dc.contributor.author | Viikari, Jorma | |
| dc.contributor.author | Pahkala, Katja | |
| dc.contributor.author | Rovio, Suvi | |
| dc.contributor.author | Niinikoski, Harri | |
| dc.contributor.author | Mykkänen, Juha | |
| dc.contributor.author | Raitakari, Olli | |
| dc.contributor.author | Ala-Korpela, Mika | |
| dc.contributor.organization | fi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)| | |
| dc.contributor.organization | fi=biolääketieteen laitos|en=Institute of Biomedicine| | |
| dc.contributor.organization | fi=tyks, vsshp|en=tyks, varha| | |
| dc.contributor.organization | fi=sisätautioppi|en=Internal Medicine| | |
| dc.contributor.organization | fi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)| | |
| dc.contributor.organization | fi=InFLAMES Lippulaiva|en=InFLAMES Flagship| | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.40502528769 | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.35734063924 | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.77952289591 | |
| dc.contributor.organization-code | 2607008 | |
| 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 | 491906236 | |
| dc.converis.url | https://research.utu.fi/converis/portal/Publication/491906236 | |
| dc.date.accessioned | 2026-04-24T21:43:40Z | |
| dc.description.abstract | <p><strong>Background: </strong>This is the first large-scale longitudinal study of children that describes the temporal trajectories of an extensive collection of metabolic measures that are relevant for lifelong cardiometabolic risk. We also provide a comprehensive picture on how metabolism develops into mature adult sex-specific phenotypes.</p><p><strong>Methods: </strong>Children born in 1962-92 were recruited by three European studies (n = 20 377 eligible). Biochemical data for ages 0-26 years were available for n = 14 958 participants (n = 8385 with metabolomics). Age associations for 168 metabolic measures (6 physiological traits, 6 clinical biomarkers, and 156 serum metabolomics measures) were determined by using curvilinear regression. Puberty effects were calculated by using logistic regression of biological sex for pre- and post-pubertal age strata.</p><p><strong>Results: </strong>Age-specific concentrations were reported for all measures. Nonlinear age associations were typical, including insulin (R2 = 20.7% ±0.6% variance explained ±SE), glycerol (13.3% ±1.3%), glycoprotein acetyls (40.3% ±1.5%), and branched-chain amino acids (19.5% ±1.6%). Apolipoprotein B was not associated with age (0.7% ±0.4%). Multivariate modeling indicated that boys diverged from girls metabolically during ages 13-17 years. Puberty effects were observed for large high-density lipoprotein cholesterol (P = 8.5 × 10-288), leucine (P < 2.3 × 10-308), glutamine (P < 2.3 × 10-308), albumin (P = 1.7 × 10-161), docosahexaenoic acid (P = 5.2 × 10-50), and sphingomyelin (P = 4.4 × 10-90).</p><p><strong>Conclusion: </strong>Novel associations between emerging cardiometabolic risk factors, such as amino acids and glycoprotein acetyls, and growth and puberty were observed. Conversely, apolipoprotein B was stable, which favors its utility for early assessments of lifetime cardiovascular risk.</p><p><strong>Keywords: </strong>amino acids; apolipoprotein B; cardiovascular risk factor; children; inflammation; insulin; lipids; longitudinal; metabolism; puberty.<br></p> | |
| dc.identifier.eissn | 1464-3685 | |
| dc.identifier.jour-issn | 0300-5771 | |
| dc.identifier.uri | https://www.utupub.fi/handle/11111/59748 | |
| dc.identifier.url | https://academic.oup.com/ije/article/54/2/dyaf026/8096630?login=true | |
| dc.identifier.urn | URN:NBN:fi-fe2026022315761 | |
| dc.language.iso | en | |
| dc.okm.affiliatedauthor | Rönnemaa, Tapani | |
| dc.okm.affiliatedauthor | Rovio, Suvi | |
| dc.okm.affiliatedauthor | Niinikoski, Harri | |
| dc.okm.affiliatedauthor | Viikari, Jorma | |
| dc.okm.affiliatedauthor | Pahkala, Katja | |
| dc.okm.affiliatedauthor | Mykkänen, Juha | |
| dc.okm.affiliatedauthor | Raitakari, Olli | |
| dc.okm.affiliatedauthor | Dataimport, tyks, vsshp | |
| dc.okm.discipline | 3121 Internal medicine | en_GB |
| dc.okm.discipline | 3121 Sisätaudit | fi_FI |
| dc.okm.internationalcopublication | not an international co-publication | |
| dc.okm.internationality | International publication | |
| dc.okm.type | A1 ScientificArticle | |
| dc.publisher | Oxford University Press | |
| dc.publisher.country | United Kingdom | en_GB |
| dc.publisher.country | Britannia | fi_FI |
| dc.publisher.country-code | GB | |
| dc.relation.articlenumber | dyaf026 | |
| dc.relation.doi | 10.1093/ije/dyaf026 | |
| dc.relation.ispartofjournal | International Journal of Epidemiology | |
| dc.relation.issue | 2 | |
| dc.relation.volume | 54 | |
| dc.title | Metabolic transition from childhood to adulthood based on two decades of biochemical time series in three longitudinal cohorts | |
| dc.year.issued | 2025 |
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