Plasma metabolites associated with exposure to perfluoroalkyl substances and risk of type 2 diabetes - A nested case-control study

dc.contributor.authorSchillemans Tessa
dc.contributor.authorShi Lin
dc.contributor.authorDonat-Vargas Carolina
dc.contributor.authorHanhineva Kati
dc.contributor.authorTornevi Andreas
dc.contributor.authorJohansson Ingegerd
dc.contributor.authorKoponen Jani
dc.contributor.authorKiviranta Hannu
dc.contributor.authorRolandsson Olov
dc.contributor.authorBergdahl Ingvar A
dc.contributor.authorLandberg Rikard
dc.contributor.authorÅkesson Agneta
dc.contributor.authorBrunius Carl
dc.contributor.organizationfi=elintarviketieteet|en=Food Sciences|
dc.contributor.organization-code1.2.246.10.2458963.20.15178954341
dc.converis.publication-id51150369
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/51150369
dc.date.accessioned2026-01-21T15:06:18Z
dc.date.available2026-01-21T15:06:18Z
dc.description.abstractPerfluoroalkyl substances (PFAS) are widespread persistent environmental pollutants. There is evidence that PFAS induce metabolic perturbations in humans, but underlying mechanisms are still unknown. In this exploratory study, we investigated PFAS-related plasma metabolites for their associations with type 2 diabetes (T2D) to gain potential mechanistic insight in these perturbations.We used untargeted LC-MS metabolomics to find metabolites related to PFAS exposures in a case-control study on T2D (n = 187 matched pairs) nested within the Vasterbotten Intervention Programme cohort. Following principal component analysis (PCA), six PFAS measured in plasma appeared in two groups: 1) perfluorononanoic acid, perfluorodecanoic acid and perfluoroundecanoic acid and 2) perfluorohexane sulfonic acid, perfluorooctane sulfonic acid and perfluorooctanoic acid. Using a random forest algorithm, we discovered metabolite features associated with individual PFAS and PFAS exposure groups which were subsequently investigated for associations with risk of T2D.PFAS levels correlated with 171 metabolite features (0.16 <= vertical bar r vertical bar <= 0.37, false discovery rate (FDR) adjusted p < 0.05). Out of these, 35 associated with T2D (p < 0.05), with 7 remaining after multiple testing adjustment (FDR < 0.05). PCA of the 35 PFAS- and T2D-related metabolite features revealed two patterns, dominated by glycerophospholipids and diacylglycerols, with opposite T2D associations. The glycerophospholipids correlated positively with PFAS and associated inversely with risk for T2D (Odds Ratio (OR) per 1 standard deviation (1-SD) increase in metabolite PCA pattern score = 0.2; 95% Confidence Interval (CI) = 0.1-0.4). The diacylglycerols also correlated positively with PFAS, but they associated with increased risk for T2D (OR per 1-SD = 1.9; 95% CI = 1.3-2.7). These results suggest that PFAS associate with two groups of lipid species with opposite relations to T2D risk.
dc.identifier.eissn1873-6750
dc.identifier.jour-issn0160-4120
dc.identifier.olddbid214099
dc.identifier.oldhandle10024/197117
dc.identifier.urihttps://www.utupub.fi/handle/11111/56353
dc.identifier.urnURN:NBN:fi-fe2021042827496
dc.language.isoen
dc.okm.affiliatedauthorHanhineva, Kati
dc.okm.discipline1182 Biochemistry, cell and molecular biologyen_GB
dc.okm.discipline3111 Biomedicineen_GB
dc.okm.discipline1182 Biokemia, solu- ja molekyylibiologiafi_FI
dc.okm.discipline3111 Biolääketieteetfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherPERGAMON-ELSEVIER SCIENCE LTD
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.articlenumberARTN 106180
dc.relation.doi10.1016/j.envint.2020.106180
dc.relation.ispartofjournalEnvironment International
dc.relation.volume146
dc.source.identifierhttps://www.utupub.fi/handle/10024/197117
dc.titlePlasma metabolites associated with exposure to perfluoroalkyl substances and risk of type 2 diabetes - A nested case-control study
dc.year.issued2021

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