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Lefebvre T, Campas M, Matta K, Ouzia S, Guitton Y, Duval G, Ploteau S, Marchand P, Le Bizec B, Freour T, Antignac JP, de Tullio P, Cano-Sancho G. A comprehensive multiplatform metabolomic analysis reveals alterations of 2-hydroxybutyric acid among women with deep endometriosis related to the pesticide trans-nonachlor. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 918:170678. [PMID: 38316313 DOI: 10.1016/j.scitotenv.2024.170678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 01/30/2024] [Accepted: 02/02/2024] [Indexed: 02/07/2024]
Abstract
BACKGROUND Exposure to persistent organic pollutants (POPs) has been related to the risk of endometriosis however the mechanisms remain unclear. The objective of the present study was to characterize the metabolic profiles underpinning the associations between POPs and endometriosis risk. METHODOLOGY A hospital-based case-control study was conducted in France to recruit women with and without surgically confirmed deep endometriosis. Women's serum was analyzed using gas and liquid chromatography coupled to high-resolution mass spectrometry (HRMS) to measure the levels of polychlorinated biphenyls (PCBs), organochlorinated pesticides (OCPs) and per-/polyfluoroalkyl substances (PFAS). A comprehensive metabolomic profiling was conducted using targeted HRMS and 1H nuclear magnetic resonance (1H NMR) to cover polar and non-polar fractions. A "meet-in-the-middle" statistical framework was applied to identify the metabolites related to endometriosis and POP levels, using multivariate linear and logistic regressions adjusting for confounding variables. RESULTS Fourteen PCBs, six OCPs and six PFAS were widely found in almost all serum samples. The pesticide trans-nonachlor was the POP most strongly and positively associated with deep endometriosis risk, with odds ratio (95 % confidence interval) of 2.42 (1.49; 4.12), followed by PCB180 and 167. Women with endometriosis exhibited a distinctive metabolic profile, with elevated serum levels of lactate, ketone bodies and multiple amino acids and lower levels of bile acids, phosphatidylcholines (PCs), cortisol and hippuric acid. The metabolite 2-hydroxybutyrate was simultaneously associated to endometriosis risk and exposure to trans-nonachlor. CONCLUSIONS To the best of our knowledge, this is the first comprehensive metabolome-wide association study of endometriosis, integrating ultra-trace profiling of POPs. The results confirmed a metabolic alteration among women with deep endometriosis that could be also associated to the exposure to POPs. Further observational and experimental studies will be required to delineate the causal ordering of those associations and gain insight on the underlying mechanisms.
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Affiliation(s)
- Tiphaine Lefebvre
- Oniris, INRAE, LABERCA, Nantes, France; CHU Nantes, Nantes Université, Service de Médecine et Biologie de la Reproduction, Gynécologie médicale, 38 bd Jean Monnet, Nantes, France; Faculty of Medicine, Nantes Université, France; Department of Gynecology and Obstetrics, Centre Hospitalier Départemental Vendée, 85000 la Roche sur Yon, France
| | - Manon Campas
- Centre for Interdisciplinary Research on Medicines (CIRM), Metabolomics Group, University of Liège, Belgium
| | | | - Sadia Ouzia
- Oniris, INRAE, LABERCA, Nantes, France; MetaboHUB-MELISA, MetaboHUB-ANR-11-INBS-0010, Oniris, INRAE, LABERCA, Nantes, France
| | - Yann Guitton
- Oniris, INRAE, LABERCA, Nantes, France; MetaboHUB-MELISA, MetaboHUB-ANR-11-INBS-0010, Oniris, INRAE, LABERCA, Nantes, France
| | - Gauthier Duval
- Oniris, INRAE, LABERCA, Nantes, France; CHU Nantes, Nantes Université, Service de Médecine et Biologie de la Reproduction, Gynécologie médicale, 38 bd Jean Monnet, Nantes, France
| | - Stéphane Ploteau
- CHU Nantes, Nantes Université, Service de Médecine et Biologie de la Reproduction, Gynécologie médicale, 38 bd Jean Monnet, Nantes, France; CHU Nantes, Department of Gynecology and Obstetrics, 38 bd Jean Monnet, Nantes, France
| | | | | | - Thomas Freour
- CHU Nantes, Nantes Université, Service de Médecine et Biologie de la Reproduction, Gynécologie médicale, 38 bd Jean Monnet, Nantes, France; Department of Reproductive Medicine, Dexeus University Hospital, Barcelona, Spain
| | | | - Pascal de Tullio
- MetaboHUB-MELISA, MetaboHUB-ANR-11-INBS-0010, Oniris, INRAE, LABERCA, Nantes, France
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Takeda K, Saito T, Sasaki S, Eguchi A, Sugiyama M, Eto S, Suzuki K, Kamata R. Toxicity Assessment of Mixed Exposure of Nine Perfluoroalkyl Substances at Concentrations Relevant to Daily Intake. TOXICS 2024; 12:52. [PMID: 38251008 PMCID: PMC10819949 DOI: 10.3390/toxics12010052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 12/27/2023] [Accepted: 01/08/2024] [Indexed: 01/23/2024]
Abstract
Per- and poly-fluoroalkyl substances (PFAS) exhibit high persistence in the environment and accumulate within the human body, warranting a thorough assessment of their toxicity. In this study, we exposed mice (male C57BL/6J mice aged 8 weeks) to a composite of nine PFAS, encompassing both long-chain PFAS (e.g., perfluorooctanoic acid and perfluorooctanesulfonic acid) and short-chain PFAS (e.g., perfluorobutanoic acid and perfluorobutanesulfonic acid). The exposure concentrations of PFAS were equivalent to the estimated daily human intake in the composition reported (1 µg/L (sum of the nine compounds), representing the maximum reported exposure concentration). Histological examination revealed hepatocyte vacuolization and irregular hepatocyte cord arrangement, indicating that exposure to low levels of the PFAS mixture causes morphological changes in liver tissues. Transcriptome analysis revealed that PFAS exposure mainly altered a group of genes related to metabolism and chemical carcinogenesis. Machine learning analysis of the liver metabolome showed a typical concentration-independent alteration upon PFAS exposure, with the annotation of substances such as glutathione and 5-aminovaleric acid. This study demonstrates that daily exposure to PFAS leads to morphological changes in liver tissues and alters the expression of metabolism- and cancer-related genes as well as phospholipid metabolism.
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Affiliation(s)
- Kazuki Takeda
- Laboratory of Toxicology, School of Veterinary Medicine, Kitasato University, E23-35-1, Towada, Aomori 034-0021, Japan
- Department of Computer Science, Tokyo Institute of Technology, 4259-J3-1818, Nagatsuta-cho, Midori-ku, Yokohama-shi 226-0026, Kanagawa, Japan
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Faculty of Veterinary Medicine, Hokkaido University, N18 W9, Kita-ku, Sapporo 060-0818, Japan
| | - Taki Saito
- Laboratory of Toxicology, School of Veterinary Medicine, Kitasato University, E23-35-1, Towada, Aomori 034-0021, Japan
| | - Sakura Sasaki
- Laboratory of Toxicology, School of Veterinary Medicine, Kitasato University, E23-35-1, Towada, Aomori 034-0021, Japan
| | - Akifumi Eguchi
- Department of Sustainable Health Science, Center for Preventive Medical Sciences, Chiba University, Chiba 263-8522, Japan
| | - Makoto Sugiyama
- Laboratory of Anatomy, School of Veterinary Medicine, Kitasato University, Aomori 034-0021, Japan
| | - Saeka Eto
- Laboratory of Toxicology, School of Veterinary Medicine, Kitasato University, E23-35-1, Towada, Aomori 034-0021, Japan
| | - Kio Suzuki
- Laboratory of Toxicology, School of Veterinary Medicine, Kitasato University, E23-35-1, Towada, Aomori 034-0021, Japan
| | - Ryo Kamata
- Laboratory of Toxicology, School of Veterinary Medicine, Kitasato University, E23-35-1, Towada, Aomori 034-0021, Japan
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