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Ramirez-Hincapie S, Birk B, Ternes P, Giri V, Zickgraf FM, Haake V, Herold M, Kamp H, Driemert P, Landsiedel R, Richling E, Funk-Weyer D, van Ravenzwaay B. Application of high throughput in vitro metabolomics for hepatotoxicity mode of action characterization and mechanistic-anchored point of departure derivation: a case study with nitrofurantoin. Arch Toxicol 2023; 97:2903-2917. [PMID: 37665362 PMCID: PMC10504224 DOI: 10.1007/s00204-023-03572-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 08/02/2023] [Indexed: 09/05/2023]
Abstract
Omics techniques have been increasingly recognized as promising tools for Next Generation Risk Assessment. Targeted metabolomics offer the advantage of providing readily interpretable mechanistic information about perturbed biological pathways. In this study, a high-throughput LC-MS/MS-based broad targeted metabolomics system was applied to study nitrofurantoin metabolic dynamics over time and concentration and to provide a mechanistic-anchored approach for point of departure (PoD) derivation. Upon nitrofurantoin exposure at five concentrations (7.5 µM, 15 µM, 20 µM, 30 µM and 120 µM) and four time points (3, 6, 24 and 48 h), the intracellular metabolome of HepG2 cells was evaluated. In total, 256 uniquely identified metabolites were measured, annotated, and allocated in 13 different metabolite classes. Principal component analysis (PCA) and univariate statistical analysis showed clear metabolome-based time and concentration effects. Mechanistic information evidenced the differential activation of cellular pathways indicative of early adaptive and hepatotoxic response. At low concentrations, effects were seen mainly in the energy and lipid metabolism, in the mid concentration range, the activation of the antioxidant cellular response was evidenced by increased levels of glutathione (GSH) and metabolites from the de novo GSH synthesis pathway. At the highest concentrations, the depletion of GSH, together with alternations reflective of mitochondrial impairments, were indicative of a hepatotoxic response. Finally, a metabolomics-based PoD was derived by multivariate PCA using the whole set of measured metabolites. This approach allows using the entire dataset and derive PoD that can be mechanistically anchored to established key events. Our results show the suitability of high throughput targeted metabolomics to investigate mechanisms of hepatoxicity and derive point of departures that can be linked to existing adverse outcome pathways and contribute to the development of new ones.
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Affiliation(s)
| | - Barbara Birk
- BASF SE, Experimental Toxicology and Ecology, Ludwigshafen, Germany
| | | | - Varun Giri
- BASF SE, Experimental Toxicology and Ecology, Ludwigshafen, Germany
| | | | | | | | | | | | - Robert Landsiedel
- BASF SE, Experimental Toxicology and Ecology, Ludwigshafen, Germany
- Pharmacy, Pharmacology and Toxicology, Free University of Berlin, Berlin, Germany
| | - Elke Richling
- Food Chemistry and Toxicology, Department of Chemistry, RPTU Kaiserslautern-Landau, Kaiserslautern, Germany
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Wilhelmi P, Giri V, Zickgraf FM, Haake V, Henkes S, Driemert P, Michaelis P, Busch W, Scholz S, Flick B, Barenys M, Birk B, Kamp H, Landsiedel R, Funk-Weyer D. A metabolomics approach to reveal the mechanism of developmental toxicity in zebrafish embryos exposed to 6-propyl-2-thiouracil. Chem Biol Interact 2023; 382:110565. [PMID: 37236578 DOI: 10.1016/j.cbi.2023.110565] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 05/12/2023] [Accepted: 05/23/2023] [Indexed: 05/28/2023]
Abstract
A crucial component of a substance registration and regulation is the evaluation of human prenatal developmental toxicity. Current toxicological tests are based on mammalian models, but these are costly, time consuming and may pose ethical concerns. The zebrafish embryo has evolved as a promising alternative model to study developmental toxicity. However, the implementation of the zebrafish embryotoxicity test is challenged by lacking information on the relevance of observed morphological alterations in fish for human developmental toxicity. Elucidating the mechanism of toxicity could help to overcome this limitation. Through LC-MS/MS and GC-MS metabolomics, we investigated whether changes to the endogenous metabolites can indicate pathways associated with developmental toxicity. To this aim, zebrafish embryos were exposed to different concentrations of 6-propyl-2-thiouracil (PTU), a compound known to induce developmental toxicity. The reproducibility and the concentration-dependence of the metabolome response and its association with morphological alterations were studied. Major morphological findings were reduced eye size, and other craniofacial anomalies; major metabolic changes included increased tyrosine, pipecolic acid and lysophosphatidylcholine levels, decreased methionine levels, and disturbance of the 'Phenylalanine, tyrosine and tryptophan biosynthesis' pathway. This pathway, and the changes in tyrosine and pipecolic acid levels could be linked to the mode of action of PTU, i.e., inhibition of thyroid peroxidase (TPO). The other findings suggested neurodevelopmental impairments. This proof-of-concept study demonstrated that metabolite changes in zebrafish embryos are robust and provide mechanistic information associated with the mode of action of PTU.
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Affiliation(s)
- Pia Wilhelmi
- BASF SE, Experimental Toxicology and Ecology, 67056, Ludwigshafen am Rhein, Germany; University of Barcelona, Research Group in Toxicology-GRET, 08028, Barcelona, Spain.
| | - Varun Giri
- BASF SE, Experimental Toxicology and Ecology, 67056, Ludwigshafen am Rhein, Germany.
| | | | - Volker Haake
- BASF Metabolome Solutions, 10589, Berlin, Germany
| | | | | | - Paul Michaelis
- Helmholtz Centre for Environmental Research-UFZ, Department of Bioanalytical Ecotoxicology, 04318, Leipzig, Germany
| | - Wibke Busch
- Helmholtz Centre for Environmental Research-UFZ, Department of Bioanalytical Ecotoxicology, 04318, Leipzig, Germany
| | - Stefan Scholz
- Helmholtz Centre for Environmental Research-UFZ, Department of Bioanalytical Ecotoxicology, 04318, Leipzig, Germany
| | - Burkhard Flick
- BASF SE, Experimental Toxicology and Ecology, 67056, Ludwigshafen am Rhein, Germany
| | - Marta Barenys
- University of Barcelona, Research Group in Toxicology-GRET, 08028, Barcelona, Spain; German Centre for the Protection of Laboratory Animals (Bf3R), German Federal Institute for Risk Assessment (BfR), 10589, Berlin, Germany
| | - Barbara Birk
- BASF SE, Experimental Toxicology and Ecology, 67056, Ludwigshafen am Rhein, Germany
| | | | - Robert Landsiedel
- BASF SE, Experimental Toxicology and Ecology, 67056, Ludwigshafen am Rhein, Germany; Free University of Berlin, Institute of Pharmacy, Pharmacology and Toxicology, 14195, Berlin, Germany
| | - Dorothee Funk-Weyer
- BASF SE, Experimental Toxicology and Ecology, 67056, Ludwigshafen am Rhein, Germany
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Jarzina S, Di Fiore S, Ellinger B, Reiser P, Frank S, Glaser M, Wu J, Taverne FJ, Kramer NI, Mally A. Application of the Adverse Outcome Pathway Concept to In Vitro Nephrotoxicity Assessment: Kidney Injury due to Receptor-Mediated Endocytosis and Lysosomal Overload as a Case Study. FRONTIERS IN TOXICOLOGY 2022; 4:864441. [PMID: 35516525 PMCID: PMC9061999 DOI: 10.3389/ftox.2022.864441] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 03/22/2022] [Indexed: 11/20/2022] Open
Abstract
Application of adverse outcome pathways (AOP) and integration of quantitative in vitro to in vivo extrapolation (QIVIVE) may support the paradigm shift in toxicity testing to move from apical endpoints in test animals to more mechanism-based in vitro assays. Here, we developed an AOP of proximal tubule injury linking a molecular initiating event (MIE) to a cascade of key events (KEs) leading to lysosomal overload and ultimately to cell death. This AOP was used as a case study to adopt the AOP concept for systemic toxicity testing and risk assessment based on in vitro data. In this AOP, nephrotoxicity is thought to result from receptor-mediated endocytosis (MIE) of the chemical stressor, disturbance of lysosomal function (KE1), and lysosomal disruption (KE2) associated with release of reactive oxygen species and cytotoxic lysosomal enzymes that induce cell death (KE3). Based on this mechanistic framework, in vitro readouts reflecting each KE were identified. Utilizing polymyxin antibiotics as chemical stressors for this AOP, the dose-response for each in vitro endpoint was recorded in proximal tubule cells from rat (NRK-52E) and human (RPTEC/TERT1) in order to (1) experimentally support the sequence of key events (KEs), to (2) establish quantitative relationships between KEs as a basis for prediction of downstream KEs based on in vitro data reflecting early KEs and to (3) derive suitable in vitro points of departure for human risk assessment. Time-resolved analysis was used to support the temporal sequence of events within this AOP. Quantitative response-response relationships between KEs established from in vitro data on polymyxin B were successfully used to predict in vitro toxicity of other polymyxin derivatives. Finally, a physiologically based kinetic (PBK) model was utilized to transform in vitro effect concentrations to a human equivalent dose for polymyxin B. The predicted in vivo effective doses were in the range of therapeutic doses known to be associated with a risk for nephrotoxicity. Taken together, these data provide proof-of-concept for the feasibility of in vitro based risk assessment through integration of mechanistic endpoints and reverse toxicokinetic modelling.
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Affiliation(s)
| | - Stefano Di Fiore
- Fraunhofer Institute for Molecular Biology and Applied Ecology, Division Molecular Biotechnology Aachen, Aachen, Germany
| | - Bernhard Ellinger
- Fraunhofer Institute for Molecular Biology and Applied Ecology, Division Translational Medicine, ScreeningPort, Hamburg, Germany
| | - Pia Reiser
- Department of Toxicology, University of Würzburg, Würzburg, Germany
| | - Sabrina Frank
- Department of Toxicology, University of Würzburg, Würzburg, Germany
| | - Markus Glaser
- Department of Toxicology, University of Würzburg, Würzburg, Germany
| | - Jiaqing Wu
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, Netherlands
- Toxicology Division, Wageningen University, Wageningen, Netherlands
| | - Femke J. Taverne
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, Netherlands
- Host-microbe Interactions, Wageningen University, Wageningen, Netherlands
| | - Nynke I. Kramer
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, Netherlands
- Toxicology Division, Wageningen University, Wageningen, Netherlands
| | - Angela Mally
- Department of Toxicology, University of Würzburg, Würzburg, Germany
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