Genome-wide characterization of circulating metabolic biomarkers

dc.contributor.authorKarjalainen MK
dc.contributor.authorKarthikeyan S
dc.contributor.authorOliver-Williams C
dc.contributor.authorSliz E
dc.contributor.authorAllara E
dc.contributor.authorFung WT
dc.contributor.authorSurendran P
dc.contributor.authorZhang W
dc.contributor.authorJousilahti P
dc.contributor.authorKristiansson K
dc.contributor.authorSalomaa V
dc.contributor.authorGoodwin M
dc.contributor.authorHughes DA
dc.contributor.authorBoehnke M
dc.contributor.authorFernandes Silva L
dc.contributor.authorYin X
dc.contributor.authorMahajan A
dc.contributor.authorNeville MJ
dc.contributor.authorvan Zuydam NR
dc.contributor.authorde Mutsert R
dc.contributor.authorLi-Gao R
dc.contributor.authorMook-Kanamori DO
dc.contributor.authorDemirkan A
dc.contributor.authorLiu J
dc.contributor.authorNoordam R
dc.contributor.authorTrompet S
dc.contributor.authorChen Z
dc.contributor.authorKartsonaki C
dc.contributor.authorLi L
dc.contributor.authorLin K
dc.contributor.authorHagenbeek FA
dc.contributor.authorHottenga JJ
dc.contributor.authorPool R
dc.contributor.authorIkram MA
dc.contributor.authorvan Meurs J
dc.contributor.authorHaller T
dc.contributor.authorMilaneschi Y
dc.contributor.authorKähönen M
dc.contributor.authorMishra PP
dc.contributor.authorJoshi PK
dc.contributor.authorMacdonald-Dunlop E
dc.contributor.authorMangino M
dc.contributor.authorZierer J
dc.contributor.authorAcar IE
dc.contributor.authorHoyng CB
dc.contributor.authorLechanteur YTE
dc.contributor.authorFranke L
dc.contributor.authorKurilshikov A
dc.contributor.authorZhernakova A
dc.contributor.authorBeekman M
dc.contributor.authorvan den Akker EB
dc.contributor.authorKolcic I
dc.contributor.authorPolasek O
dc.contributor.authorRudan I
dc.contributor.authorGieger C
dc.contributor.authorWaldenberger M
dc.contributor.authorAsselbergs FW
dc.contributor.authorChina Kadoorie Biobank Collaborative Group
dc.contributor.authorEstonian Biobank Research Team
dc.contributor.authorFinnGen
dc.contributor.authorHayward C
dc.contributor.authorFu J
dc.contributor.authorden Hollander AI
dc.contributor.authorMenni C
dc.contributor.authorSpector TD
dc.contributor.authorWilson JF
dc.contributor.authorLehtimäki T
dc.contributor.authorRaitakari OT
dc.contributor.authorPenninx BWJH
dc.contributor.authorEsko T
dc.contributor.authorWalters RG
dc.contributor.authorJukema JW
dc.contributor.authorSattar N
dc.contributor.authorGhanbari M
dc.contributor.authorWillems van Dijk K
dc.contributor.authorKarpe F
dc.contributor.authorMcCarthy MI
dc.contributor.authorLaakso M
dc.contributor.authorJärvelin MR
dc.contributor.authorTimpson NJ
dc.contributor.authorPerola M
dc.contributor.authorKooner JS
dc.contributor.authorChambers JC
dc.contributor.authorvan Duijn C
dc.contributor.authorSlagboom PE
dc.contributor.authorBoomsma DI
dc.contributor.authorDanesh J
dc.contributor.authorAla-Korpela M
dc.contributor.authorButterworth AS
dc.contributor.authorKettunen J
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-id387636560
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/387636560
dc.date.accessioned2025-08-28T02:33:25Z
dc.date.available2025-08-28T02:33:25Z
dc.description.abstractGenome-wide association analyses using high-throughput metabolomics platforms have led to novel insights into the biology of human metabolism<sup>1-7</sup>. This detailed knowledge of the genetic determinants of systemic metabolism has been pivotal for uncovering how genetic pathways influence biological mechanisms and complex diseases<sup>8-11</sup>. Here we present a genome-wide association study for 233 circulating metabolic traits quantified by nuclear magnetic resonance spectroscopy in up to 136,016 participants from 33 cohorts. We identify more than 400 independent loci and assign probable causal genes at two-thirds of these using manual curation of plausible biological candidates. We highlight the importance of sample and participant characteristics that can have significant effects on genetic associations. We use detailed metabolic profiling of lipoprotein- and lipid-associated variants to better characterize how known lipid loci and novel loci affect lipoprotein metabolism at a granular level. We demonstrate the translational utility of comprehensively phenotyped molecular data, characterizing the metabolic associations of intrahepatic cholestasis of pregnancy. Finally, we observe substantial genetic pleiotropy for multiple metabolic pathways and illustrate the importance of careful instrument selection in Mendelian randomization analysis, revealing a putative causal relationship between acetone and hypertension. Our publicly available results provide a foundational resource for the community to examine the role of metabolism across diverse diseases.
dc.format.pagerange130
dc.format.pagerange138
dc.identifier.eissn1476-4687
dc.identifier.jour-issn0028-0836
dc.identifier.olddbid209294
dc.identifier.oldhandle10024/192321
dc.identifier.urihttps://www.utupub.fi/handle/11111/41784
dc.identifier.urlhttps://doi.org/10.1038/s41586-024-07148-y
dc.identifier.urnURN:NBN:fi-fe2025082788284
dc.language.isoen
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3142 Public health care science, environmental and occupational healthen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.discipline3142 Kansanterveystiede, ympäristö ja työterveysfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisher.countryGermanyen_GB
dc.publisher.countrySaksafi_FI
dc.publisher.country-codeDE
dc.relation.doi10.1038/s41586-024-07148-y
dc.relation.ispartofjournalNature
dc.relation.issue8006
dc.relation.volume628
dc.source.identifierhttps://www.utupub.fi/handle/10024/192321
dc.titleGenome-wide characterization of circulating metabolic biomarkers
dc.year.issued2024

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