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Siva N, Anderson CT. Assessing lignocellulosic biomass as a source of emergency foods. Curr Res Food Sci 2023; 7:100586. [PMID: 37766892 PMCID: PMC10520305 DOI: 10.1016/j.crfs.2023.100586] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 08/31/2023] [Accepted: 09/04/2023] [Indexed: 09/29/2023] Open
Abstract
Catastrophes such as a nuclear war would generate atmospheric soot and reduce sunlight, making it difficult to grow crops. Under such conditions, people might turn to inedible plant biomass for nutrition, but the convertibility and nutritional content of this biomass have not been rigorously analyzed. We found that if plant biomass were converted into food at 30% efficiency, 6.7 kg of biomass per day would yield adequate carbohydrates, but contain potentially toxic or insufficient levels of other nutrients for a family of four. Therefore, exploiting biomass with low mineral content for carbohydrates and consuming other sources of protein, fat, and vitamins such as edible insects/single-cell proteins and vitamin supplements could provide a balanced diet in a global catastrophic environment.
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Affiliation(s)
- Niroshan Siva
- Department of Biology, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Charles T. Anderson
- Department of Biology, The Pennsylvania State University, University Park, PA, 16802, USA
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2
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Schaerer LG, Wu R, Putman LI, Pearce JM, Lu T, Shonnard DR, Ong RG, Techtmann SM. Killing two birds with one stone: chemical and biological upcycling of polyethylene terephthalate plastics into food. Trends Biotechnol 2023; 41:184-196. [PMID: 36058768 DOI: 10.1016/j.tibtech.2022.06.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 05/24/2022] [Accepted: 06/21/2022] [Indexed: 01/24/2023]
Abstract
Most polyethylene terephthalate (PET) plastic waste is landfilled or pollutes the environment. Additionally, global food production must increase to support the growing population. This article explores the feasibility of using microorganisms in an industrial system that upcycles PET into edible microbial protein powder to solve both problems simultaneously. Many microorganisms can utilize plastics as feedstock, and the resultant microbial biomass contains fats, nutrients, and proteins similar to those found in human diets. While microbial degradation of PET is promising, biological PET depolymerization is too slow to resolve the global plastic crisis and projected food shortages. Evidence reviewed here suggests that by coupling chemical depolymerization and biological degradation of PET, and using cooperative microbial communities, microbes can efficiently convert PET waste into food.
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Affiliation(s)
- Laura G Schaerer
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, USA
| | - Ruochen Wu
- Department of Chemical Engineering, Michigan Technological University, Houghton, MI, USA
| | - Lindsay I Putman
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, USA
| | - Joshua M Pearce
- Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada
| | - Ting Lu
- Department of Bioengineering, University of Illinois Urbana-Champaign, Champaign, IL, USA
| | - David R Shonnard
- Department of Chemical Engineering, Michigan Technological University, Houghton, MI, USA
| | - Rebecca G Ong
- Department of Chemical Engineering, Michigan Technological University, Houghton, MI, USA
| | - Stephen M Techtmann
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, USA.
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3
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García Martínez JB, Pearce JM, Throup J, Cates J, Lackner M, Denkenberger DC. Methane Single Cell Protein: Potential to Secure a Global Protein Supply Against Catastrophic Food Shocks. Front Bioeng Biotechnol 2022; 10:906704. [PMID: 35957636 PMCID: PMC9358032 DOI: 10.3389/fbioe.2022.906704] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 06/07/2022] [Indexed: 01/18/2023] Open
Abstract
Global catastrophes such as a supervolcanic eruption, asteroid impact, or nuclear winter could cause global agricultural collapse due to reduced sunlight reaching the Earth's surface. The human civilization's food production system is unprepared to respond to such events, but methane single cell protein (SCP) could be a key part of the solution. Current preparedness centers around food stockpiling, an excessively expensive solution given that an abrupt sunlight reduction scenario (ASRS) could hamper conventional agriculture for 5-10 years. Instead, it is more cost-effective to consider resilient food production techniques requiring little to no sunlight. This study analyses the potential of SCP produced from methane (natural gas and biogas) as a resilient food source for global catastrophic food shocks from ASRS. The following are quantified: global production potential of methane SCP, capital costs, material and energy requirements, ramp-up rates, and retail prices. In addition, potential bottlenecks for fast deployment are considered. While providing a more valuable, protein-rich product than its alternatives, the production capacity could be slower to ramp up. Based on 24/7 construction of facilities, 7%-11% of the global protein requirements could be fulfilled at the end of the first year. Despite significant remaining uncertainties, methane SCP shows significant potential to prevent global protein starvation during an ASRS at an affordable price-US$3-5/kg dry.
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Affiliation(s)
| | - Joshua M. Pearce
- Department of Electrical and Computer Engineering, Western University, London, ON, Canada
| | - James Throup
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK, United States
| | - Jacob Cates
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK, United States
| | - Maximilian Lackner
- FH Technikum Wien, Wien, Austria
- Circe Biotechnologie GmbH, Wien, Austria
| | - David C. Denkenberger
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK, United States
- University of Alaska Fairbanks (Mechanical Engineering and Alaska Center for Energy and Power), Fairbanks, AK, United States
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4
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Pham A, García Martínez JB, Brynych V, Stormbjorne R, Pearce JM, Denkenberger DC. Nutrition in Abrupt Sunlight Reduction Scenarios: Envisioning Feasible Balanced Diets on Resilient Foods. Nutrients 2022; 14:492. [PMID: 35276851 PMCID: PMC8839908 DOI: 10.3390/nu14030492] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/17/2022] [Accepted: 01/19/2022] [Indexed: 02/04/2023] Open
Abstract
Abrupt sunlight reduction scenarios (ASRS) following catastrophic events, such as a nuclear war, a large volcanic eruption or an asteroid strike, could prompt global agricultural collapse. There are low-cost foods that could be made available in an ASRS: resilient foods. Nutritionally adequate combinations of these resilient foods are investigated for different stages of a scenario with an effective response, based on existing technology. While macro- and micronutrient requirements were overall met, some-potentially chronic-deficiencies were identified (e.g., vitamins D, E and K). Resilient sources of micronutrients for mitigating these and other potential deficiencies are presented. The results of this analysis suggest that no life-threatening micronutrient deficiencies or excesses would necessarily be present given preparation to deploy resilient foods and an effective response. Careful preparedness and planning-such as stock management and resilient food production ramp-up-is indispensable for an effective response that not only allows for fulfilling people's energy requirements, but also prevents severe malnutrition.
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Affiliation(s)
- Alix Pham
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK 99775, USA; (J.B.G.M.); (V.B.); (R.S.); (J.M.P.); (D.C.D.)
| | - Juan B. García Martínez
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK 99775, USA; (J.B.G.M.); (V.B.); (R.S.); (J.M.P.); (D.C.D.)
| | - Vojtech Brynych
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK 99775, USA; (J.B.G.M.); (V.B.); (R.S.); (J.M.P.); (D.C.D.)
| | - Ratheka Stormbjorne
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK 99775, USA; (J.B.G.M.); (V.B.); (R.S.); (J.M.P.); (D.C.D.)
| | - Joshua M. Pearce
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK 99775, USA; (J.B.G.M.); (V.B.); (R.S.); (J.M.P.); (D.C.D.)
- Department of Electrical & Computer Engineering, Western University, London, ON N6A 5B9, Canada
| | - David C. Denkenberger
- Alliance to Feed the Earth in Disasters (ALLFED), Fairbanks, AK 99775, USA; (J.B.G.M.); (V.B.); (R.S.); (J.M.P.); (D.C.D.)
- Department of Mechanical Engineering, University of Alaska Fairbanks, Fairbanks, AK 99775, USA
- Alaska Center for Energy and Power, University of Alaska Fairbanks, Fairbanks, AK 99775, USA
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5
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Synthetic fat from petroleum as a resilient food for global catastrophes: Preliminary techno-economic assessment and technology roadmap. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2021.10.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Hajeb P, Zhu L, Bossi R, Vorkamp K. Sample preparation techniques for suspect and non-target screening of emerging contaminants. CHEMOSPHERE 2022; 287:132306. [PMID: 34826946 DOI: 10.1016/j.chemosphere.2021.132306] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Revised: 09/15/2021] [Accepted: 09/18/2021] [Indexed: 06/13/2023]
Abstract
The progress in sensitivity and resolution in mass spectrometers in recent years provides the possibility to detect a broad range of organic compounds in a single procedure. For this reason, suspect and non-target screening techniques are gaining attention since they enable the detection of hundreds of known and unknown emerging contaminants in various matrices of environmental, food and human sources. Sample preparation is a critical step before analysis as it can significantly affect selectivity, sensitivity and reproducibility. The lack of generic sample preparation protocols is obvious in this fast-growing analytical field, and most studies use those of traditional targeted analysis methods. Among them, solvent extraction and solid phase extraction (SPE) are widely used to extract emerging contaminants from solid and liquid sample types, respectively. Sequential solvent extraction and a combination of different SPE sorbents can cover a broad range of chemicals in the samples. Gel permeation chromatography (GPC) and adsorption chromatography, including acidification, are typically used to remove matrix components such as lipids from complex matrices, but usually at the expense of compound losses. Ideally, the purification of samples intended for non-target analysis should be selective of matrix interferences. Recent studies have suggested quality assurance/quality control measures for suspect and non-target screening, based on expansion and extrapolation of target compound lists, but method validations remain challenging in the absence of analytical standards and harmonized sample preparation approaches.
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Affiliation(s)
- Parvaneh Hajeb
- Aarhus University, Department of Environmental Science, Roskilde, Denmark
| | - Linyan Zhu
- Aarhus University, Department of Environmental Science, Roskilde, Denmark
| | - Rossana Bossi
- Aarhus University, Department of Environmental Science, Roskilde, Denmark
| | - Katrin Vorkamp
- Aarhus University, Department of Environmental Science, Roskilde, Denmark.
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8
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Breuer S, Toppen L, Schum S, Pearce J. Open source software toolchain for automated non-targeted screening for toxins in alternative foods. MethodsX 2021; 8:101551. [PMID: 34754818 PMCID: PMC8563852 DOI: 10.1016/j.mex.2021.101551] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 10/11/2021] [Indexed: 11/24/2022] Open
Abstract
Previous published methods for non-targeted screening of toxins in alternative foods such as leaf concentrate, agricultural residues or plastic fed to biological consortia are time consuming and expensive and thus present accessibility, as well as, time-constraint issues for scientists from under resourced settings to identify safe alternative foods. The novel methodology presented here, utilizes a completely free and open source software toolchain for automatically screening unknown alternative foods for toxicity using experimental data from ultra-high-pressure liquid chromatography and mass spectrometry. The process uses three distinct tools (mass spectrometry analysis with MZmine 2, formula assignment with MFAssignR, and data filtering with ToxAssign) enabling it to be modular and easily upgradable in the future. MZmine 2 and MFAssignR have been previously described, while ToxAssign was developed here to match the formulas output by formula assignment to potentially toxic compounds in a local table, then look up toxic data on the Open Food Tox Database for the matched compounds. This process is designed to fill the gap between food safety analysis techniques and developing alternative food production techniques to allow for new methods of food production to be preliminarily tested before animal testing. The methodology was validated against a previous method using proprietary commercial software. The new process identifies all of the toxic elements the previous process identified with more detailed information than the previous process was able to provide automatically.•Efficient analysis to find potentially toxic compounds in alternative foods and resilient foods.•Identification of potentially unsafe products without the use of live animal testing.•Modular free and open source design to allow for upgrading or fitting of user needs.
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Affiliation(s)
- S.W. Breuer
- Department of Electrical and Computer Engineering, Michigan Technological University, United States
| | - L. Toppen
- Department of Environmental Engineering, Michigan Technological University, United States
| | - S.K. Schum
- ChARM lab, Michigan Technological University, United States
| | - J.M. Pearce
- Department of Electrical and Computer Engineering, Michigan Technological University, United States
- Department of Electrical and Computer Engineering, Western University, Canada
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9
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Klinge CM, Piell KM, Petri BJ, He L, Zhang X, Pan J, Rai SN, Andreeva K, Rouchka EC, Wahlang B, Beier JI, Cave MC. Combined exposure to polychlorinated biphenyls and high-fat diet modifies the global epitranscriptomic landscape in mouse liver. ENVIRONMENTAL EPIGENETICS 2021; 7:dvab008. [PMID: 34548932 PMCID: PMC8448424 DOI: 10.1093/eep/dvab008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 07/13/2021] [Accepted: 08/10/2021] [Indexed: 05/30/2023]
Abstract
Exposure to a single dose of polychlorinated biphenyls (PCBs) and a 12-week high-fat diet (HFD) results in nonalcoholic steatohepatitis (NASH) in mice by altering intracellular signaling and inhibiting epidermal growth factor receptor signaling. Post-transcriptional chemical modification (PTM) of RNA regulates biological processes, but the contribution of epitranscriptomics to PCB-induced steatosis remains unknown. This study tested the hypothesis that PCB and HFD exposure alters the global RNA epitranscriptome in male mouse liver. C57BL/6J male mice were fed a HFD for 12 weeks and exposed to a single dose of Aroclor 1260 (20 mg/kg), PCB 126 (20 µg/kg), both Aroclor 1260 and PCB 126 or vehicle control after 2 weeks on HFD. Chemical RNA modifications were identified at the nucleoside level by liquid chromatography-mass spectrometry. From 22 PTM global RNA modifications, we identified 10 significant changes in RNA modifications in liver with HFD and PCB 126 exposure. Only two modifications were significantly different from HFD control liver in all three PCB exposure groups: 2'-O-methyladenosine (Am) and N(6)-methyladenosine (m6A). Exposure to HFD + PCB 126 + Aroclor 1260 increased the abundance of N(6), O(2)-dimethyladenosine (m6Am), which is associated with the largest number of transcript changes. Increased m6Am and pseudouridine were associated with increased protein expression of the writers of these modifications: Phosphorylated CTD Interacting Factor 1 (PCIF1) and Pseudouridine Synthase 10 (PUS10), respectively, in HFD + PCB 126- + Aroclor 1260-exposed mouse liver. Increased N1-methyladenosine (m1A) and m6A were associated with increased transcript levels of the readers of these modifications: YTH N6-Methyladenosine RNA Binding Protein 2 (YTHDF2), YTH Domain Containing 2 (YTHDC2), and reader FMRP Translational Regulator 1 (FMR1) transcript and protein abundance. The results demonstrate that PCB exposure alters the global epitranscriptome in a mouse model of NASH; however, the mechanism for these changes requires further investigation.
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Affiliation(s)
- Carolyn M Klinge
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY 40292, USA
- University of Louisville Center for Integrative Environmental Health Sciences (CIEHS), Louisville, KY 40292, USA
| | - Kellianne M Piell
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY 40292, USA
| | - Belinda J Petri
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY 40292, USA
| | - Liqing He
- Department of Chemistry, University of Louisville College of Arts and Sciences, Louisville, KY 40292, USA
| | - Xiang Zhang
- Department of Chemistry, University of Louisville College of Arts and Sciences, Louisville, KY 40292, USA
- University of Louisville Hepatobiology and Toxicology Center, Louisville, KY 40292, USA
- University of Louisville Alcohol Research Center, Louisville, KY 40292, USA
| | - Jianmin Pan
- University of Louisville Center for Integrative Environmental Health Sciences (CIEHS), Louisville, KY 40292, USA
- Biostatistics and Bioinformatics Facility, James Graham Brown Cancer Center, University of Louisville School of Medicine, Louisville, KY 40292, USA
| | - Shesh N Rai
- University of Louisville Center for Integrative Environmental Health Sciences (CIEHS), Louisville, KY 40292, USA
- University of Louisville Hepatobiology and Toxicology Center, Louisville, KY 40292, USA
- University of Louisville Alcohol Research Center, Louisville, KY 40292, USA
- Department of Bioinformatics and Biostatistics, University of Louisville School of Public Health and Information Sciences, Louisville, KY 40292, USA
- Biostatistics and Bioinformatics Facility, James Graham Brown Cancer Center, University of Louisville School of Medicine, Louisville, KY 40292, USA
- The University of Louisville Superfund Research Center, Louisville, KY 40292, USA
| | - Kalina Andreeva
- Bioinformatics and Biomedical Computing Laboratory, Department of Computer Engineering and Computer Science, JB Speed School of Engineering, University of Louisville, Louisville, KY 40292, USA
| | - Eric C Rouchka
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY 40292, USA
| | - Banrida Wahlang
- The University of Louisville Superfund Research Center, Louisville, KY 40292, USA
- Division of Gastroenterology, Hepatology & Nutrition, Department of Medicine, University of Louisville School of Medicine, Louisville, KY 40292, USA
| | - Juliane I Beier
- Department of Medicine, Division of Gastroenterology, Hepatology & Nutrition, University of Pittsburgh, Louisville, KY 40292, USA
- Pittsburgh Liver Research Center (PLRC), Louisville, KY 40292, USA
- Department of Environmental and Occupational Health Pittsburgh, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Matthew C Cave
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY 40292, USA
- University of Louisville Center for Integrative Environmental Health Sciences (CIEHS), Louisville, KY 40292, USA
- University of Louisville Hepatobiology and Toxicology Center, Louisville, KY 40292, USA
- University of Louisville Alcohol Research Center, Louisville, KY 40292, USA
- The University of Louisville Superfund Research Center, Louisville, KY 40292, USA
- Division of Gastroenterology, Hepatology & Nutrition, Department of Medicine, University of Louisville School of Medicine, Louisville, KY 40292, USA
- Department of Pharmacology and Toxicology, University of Louisville School of Medicine, Louisville, KY 40292, USA
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10
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Pourchet M, Debrauwer L, Klanova J, Price EJ, Covaci A, Caballero-Casero N, Oberacher H, Lamoree M, Damont A, Fenaille F, Vlaanderen J, Meijer J, Krauss M, Sarigiannis D, Barouki R, Le Bizec B, Antignac JP. Suspect and non-targeted screening of chemicals of emerging concern for human biomonitoring, environmental health studies and support to risk assessment: From promises to challenges and harmonisation issues. ENVIRONMENT INTERNATIONAL 2020; 139:105545. [PMID: 32361063 DOI: 10.1016/j.envint.2020.105545] [Citation(s) in RCA: 112] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Revised: 02/02/2020] [Accepted: 02/02/2020] [Indexed: 05/07/2023]
Abstract
Large-scale suspect and non-targeted screening approaches based on high-resolution mass spectrometry (HRMS) are today available for chemical profiling and holistic characterisation of biological samples. These advanced techniques allow the simultaneous detection of a large number of chemical features, including markers of human chemical exposure. Such markers are of interest for biomonitoring, environmental health studies and support to risk assessment. Furthermore, these screening approaches have the promising capability to detect chemicals of emerging concern (CECs), document the extent of human chemical exposure, generate new research hypotheses and provide early warning support to policy. Whilst of growing importance in the environment and food safety areas, respectively, CECs remain poorly addressed in the field of human biomonitoring. This shortfall is due to several scientific and methodological reasons, including a global lack of harmonisation. In this context, the main aim of this paper is to present an overview of the basic principles, promises and challenges of suspect and non-targeted screening approaches applied to human samples as this specific field introduce major specificities compared to other fields. Focused on liquid chromatography coupled to HRMS-based data acquisition methods, this overview addresses all steps of these new analytical workflows. Beyond this general picture, the main activities carried out on this topic within the particular framework of the European Human Biomonitoring initiative (project HBM4EU, 2017-2021) are described, with an emphasis on harmonisation measures.
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Affiliation(s)
| | - Laurent Debrauwer
- TOXALIM (Research Centre in Food Toxicology), Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, 31027 Toulouse, France; Metatoul-AXIOM Platform, National Infrastructure for Metabolomics and Fluxomics: MetaboHUB, Toxalim, INRAE, F-31027 Toulouse, France
| | - Jana Klanova
- RECETOX Centre, Masaryk University, Brno, Czech Republic
| | - Elliott J Price
- RECETOX Centre, Masaryk University, Brno, Czech Republic; Faculty of Sports Studies, Masaryk University, Brno, Czech Republic
| | - Adrian Covaci
- Toxicological Center, University of Antwerp, Belgium
| | | | - Herbert Oberacher
- Institute of Legal Medicine and Core Facility Metabolomics, Medical University of Innsbruck, Austria
| | - Marja Lamoree
- Vrije Universiteit, Department Environment & Health, Amsterdam, the Netherlands
| | - Annelaure Damont
- Service de Pharmacologie et d'Immunoanalyse, Laboratoire d'Etude du Métabolisme des Médicaments, CEA, INRA, Université Paris Saclay, MetaboHUB, Gif-sur-Yvette, France
| | - François Fenaille
- Service de Pharmacologie et d'Immunoanalyse, Laboratoire d'Etude du Métabolisme des Médicaments, CEA, INRA, Université Paris Saclay, MetaboHUB, Gif-sur-Yvette, France
| | - Jelle Vlaanderen
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Utrecht, the Netherlands
| | - Jeroen Meijer
- Vrije Universiteit, Department Environment & Health, Amsterdam, the Netherlands; Institute for Risk Assessment Sciences (IRAS), Utrecht University, Utrecht, the Netherlands
| | - Martin Krauss
- UFZ, Helmholtz Centre for Environmental Research, Leipzig, Germany
| | - Denis Sarigiannis
- HERACLES Research Center on the Exposome and Health, Aristotle University of Thessaloniki, Greece
| | - Robert Barouki
- Unité UMR-S 1124 Inserm-Université Paris Descartes "Toxicologie Pharmacologie et Signalisation Cellulaire", Paris, France
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