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

被引:32
作者
Schillemans, Tessa [1 ]
Shi, Lin [2 ,3 ]
Donat-Vargas, Carolina [4 ]
Hanhineva, Kati [2 ,5 ,6 ]
Tornevi, Andreas [7 ]
Johansson, Ingegerd [8 ]
Koponen, Jani [9 ]
Kiviranta, Hannu [9 ]
Rolandsson, Olov [10 ]
Bergdahl, Ingvar A. [7 ]
Landberg, Rikard [2 ,7 ]
Akesson, Agneta [1 ]
Brunius, Carl [2 ]
机构
[1] Karolinska Inst, Inst Environm Med, Cardiovasc & Nutr Epidemiol, Stockholm, Sweden
[2] Chalmers Univ Technol, Dept Biol & Biol Engn, Gothenburg, Sweden
[3] Shaanxi Normal Univ, Sch Food Engn & Nutr Sci, Xian, Peoples R China
[4] Univ Autonoma Madrid, Sch Med, Dept Prevent Med & Publ Hlth, CEI UAM CSIC, Madrid, Spain
[5] Univ Eastern Finland, Inst Publ Hlth & Clin Nutr, Kuopio, Finland
[6] Univ Turku, Dept Biochem, Turku, Finland
[7] Umea Univ, Sect Sustainable Hlth, Dept Publ Hlth & Clin Med, Umea, Sweden
[8] Umea Univ, Dept Odontol, Umea, Sweden
[9] Finnish Inst Hlth & Welf, Dept Hlth Secur, Environm Hlth Unit, Kuopio, Finland
[10] Umea Univ, Dept Publ Hlth & Clin Med, Family Med, Umea, Sweden
基金
瑞典研究理事会; 欧盟地平线“2020”;
关键词
Perfluoroalkyl substances; Metabolomics; Type; 2; Diabetes; Nested case-control study; ACTIVATED-RECEPTOR-ALPHA; PERSISTENT ORGANIC POLLUTANTS; PPAR-ALPHA; GLUCOSE-HOMEOSTASIS; PERFLUORINATED COMPOUNDS; PERFLUOROOCTANOIC ACID; METAANALYSIS; POPULATION; CARNITINE; HEALTH;
D O I
10.1016/j.envint.2020.106180
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Perfluoroalkyl 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.
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页数:10
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