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Michaelis P, Klüver N, Aulhorn S, Bohring H, Bumberger J, Haase K, Kuhnert T, Küster E, Krüger J, Luckenbach T, Massei R, Nerlich L, Petruschke S, Schnicke T, Schnurpel A, Scholz S, Schweiger N, Sielaff D, Busch W. Leveraging Zebrafish Embryo Phenotypic Observations to Advance Data-Driven Analyses in Toxicology. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2025; 59:4304-4317. [PMID: 40012510 PMCID: PMC11912306 DOI: 10.1021/acs.est.4c11757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Revised: 02/14/2025] [Accepted: 02/18/2025] [Indexed: 02/28/2025]
Abstract
Zebrafish have emerged as a central model organism in toxicological research. Zebrafish embryos are exempt from certain animal testing regulations, which facilitates their use in toxicological testing. Next to the zebrafish embryo acute toxicity test (ZFET) according to the OECD TG 236, fish embryos are used in mechanistic investigations, chemical screenings, ecotoxicology, and drug development. However, inconsistencies in the applied test protocols and the monitored endpoints in addition to a lack of standardized data formats impede comprehensive meta-analyses and cross-study comparisons. To address these challenges, we developed the Integrated Effect Database for Toxicological Observations (INTOB), a comprehensive data management tool that standardizes the collection of metadata and phenotypic observations using a controlled vocabulary. By incorporating data from more than 600 experiments into the database and subsequent comprehensive data analyses, we demonstrate its utility in improving the comparability and interoperability of toxicity data. Our results show that the ZFET can detect toxicity spanning 7 orders of magnitude at the scale of effect concentrations. We also highlight the potential of read-across analyses based on morphological fingerprints and their connection to chemical modes of action, provide information on control variability of the ZFET, and highlight the importance of time for mechanistic understanding in chemical exposure-effect assessments. We provide the full Findable, Accessible, Interoperable, and Reusable (FAIR) data set as well as the analysis workflow and demonstrate how professional data management, as enabled with INTOB, marks a significant advancement by offering a comprehensive framework for the systematic use of zebrafish embryo toxicity data, thus paving the way for more reliable, data-driven chemical risk assessment.
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Affiliation(s)
- Paul Michaelis
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Nils Klüver
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Silke Aulhorn
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Hannes Bohring
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- IT Department, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Jan Bumberger
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- Department
Monitoring and Exploration Technologies, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Kristina Haase
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- IT Department, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Tobias Kuhnert
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- IT Department, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Eberhard Küster
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Janet Krüger
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Till Luckenbach
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Riccardo Massei
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- Department
Monitoring and Exploration Technologies, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Lukas Nerlich
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Sven Petruschke
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- IT Department, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Thomas Schnicke
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- IT Department, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Anton Schnurpel
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Stefan Scholz
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Nicole Schweiger
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
| | - Daniel Sielaff
- Research
Data Management - RDM, Helmholtz Centre
for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
- IT Department, Helmholtz Centre for Environmental Research - UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Wibke Busch
- Department
Ecotoxicology, Helmholtz Centre for Environmental
Research - UFZ, Permoserstraβe 15, 04318 Leipzig, Germany
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Mukherjee S, Mohanty AK, Chinnadurai RK, Barman DD, Poddar A. Zebrafish: A Cost-Effective Model for Enhanced Forensic Toxicology Capabilities in Low- and Middle-Income Countries. Cureus 2024; 16:e76223. [PMID: 39845220 PMCID: PMC11751116 DOI: 10.7759/cureus.76223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/22/2024] [Indexed: 01/24/2025] Open
Abstract
Low- and middle-income countries (LMICs) are increasingly challenged by the rising burden of medicolegal cases. Traditional forensic infrastructure and in vivo rodent models often have significant limitations due to high costs and ethical concerns. As a result, zebrafish (Danio rerio) are gaining popularity as an attractive alternative model for LMICs because of their cost-effectiveness and practical advantages. Zebrafish have a lower acquisition cost, require less demanding husbandry, and have rapid development cycles, all of which facilitate faster and more economical toxicological studies, even in limited laboratory space. Additionally, the optical transparency of zebrafish embryos and larvae allows for non-invasive in vivo observations, reducing the need for extra resources. Research has shown that zebrafish can effectively investigate the behavioral, developmental, and cardiotoxic effects of various novel psychoactive substances (NPSs), including synthetic opioids, cathinones, and hallucinogens. They also excel in metabolic profiling, producing a broader range of metabolites than other models, with significant overlap in human metabolism. The presence of mammalian-like metabolic enzymes further positions zebrafish as a valuable tool for understanding human NPS metabolism and predicting potential effects. Notably, they can identify metabolites that traditional models may not detect, underscoring their potential for novel metabolite discovery. Despite these advantages, standardizing data collection protocols and addressing interlaboratory variability are crucial challenges that must be overcome for the widespread adoption of the zebrafish model. However, ongoing global efforts are paving the way to address these limitations and ensure the successful integration of zebrafish models into the field of forensic toxicology. This review highlights the potential of zebrafish as a cost-effective and versatile model for LMICs, emphasizing their growing application in NPS research and forecasting broader adoption in forensic toxicology.
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Affiliation(s)
- Sourik Mukherjee
- Zebrafish Research Unit, Mahatma Gandhi Medical Advanced Research Institute, Sri Balaji Vidyapeeth (Deemed-to-be-University), Pondicherry, IND
| | - Aman K Mohanty
- Zebrafish Research Unit, Mahatma Gandhi Medical Advanced Research Institute, Sri Balaji Vidyapeeth (Deemed-to-be-University), Pondicherry, IND
| | - Raj Kumar Chinnadurai
- Zebrafish Research Unit, Mahatma Gandhi Medical Advanced Research Institute, Sri Balaji Vidyapeeth (Deemed-to-be-University), Pondicherry, IND
| | - Dipayan Deb Barman
- Forensic Medicine and Toxicology, Shri Sathya Sai Medical College and Research Institute, Sri Balaji Vidyapeeth (Deemed-to-be-University), Pondicherry, IND
| | - Abhijit Poddar
- Zebrafish Research Unit, Mahatma Gandhi Medical Advanced Research Institute, Sri Balaji Vidyapeeth (Deemed-to-be-University), Pondicherry, IND
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Hamm JT, Hsieh JH, Roberts GK, Collins B, Gorospe J, Sparrow B, Walker NJ, Truong L, Tanguay RL, Dyballa S, Miñana R, Schiavone V, Terriente J, Weiner A, Muriana A, Quevedo C, Ryan KR. Interlaboratory Study on Zebrafish in Toxicology: Systematic Evaluation of the Application of Zebrafish in Toxicology's (SEAZIT's) Evaluation of Developmental Toxicity. TOXICS 2024; 12:93. [PMID: 38276729 PMCID: PMC10820928 DOI: 10.3390/toxics12010093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 01/04/2024] [Accepted: 01/16/2024] [Indexed: 01/27/2024]
Abstract
Embryonic zebrafish represent a useful test system to screen substances for their ability to perturb development. The exposure scenarios, endpoints captured, and data analysis vary among the laboratories who conduct screening. A lack of harmonization impedes the comparison of the substance potency and toxicity outcomes across laboratories and may hinder the broader adoption of this model for regulatory use. The Systematic Evaluation of the Application of Zebrafish in Toxicology (SEAZIT) initiative was developed to investigate the sources of variability in toxicity testing. This initiative involved an interlaboratory study to determine whether experimental parameters altered the developmental toxicity of a set of 42 substances (3 tested in duplicate) in three diverse laboratories. An initial dose-range-finding study using in-house protocols was followed by a definitive study using four experimental conditions: chorion-on and chorion-off using both static and static renewal exposures. We observed reasonable agreement across the three laboratories as 33 of 42 test substances (78.6%) had the same activity call. However, the differences in potency seen using variable in-house protocols emphasizes the importance of harmonization of the exposure variables under evaluation in the second phase of this study. The outcome of the Def will facilitate future practical discussions on harmonization within the zebrafish research community.
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Affiliation(s)
- Jon T. Hamm
- Inotiv, P.O. Box 13501, Research Triangle Park, NC 27709, USA
| | - Jui-Hua Hsieh
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Georgia K. Roberts
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Bradley Collins
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Jenni Gorospe
- Battelle Memorial Institute, Columbus, OH 43201, USA
| | | | - Nigel J. Walker
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Lisa Truong
- Department of Environmental and Molecular Toxicology, The Sinnhuber Aquatic Research Laboratory, The Environmental Health Sciences Center, Oregon State University, Corvallis, OR 97331, USA
| | - Robyn L. Tanguay
- Department of Environmental and Molecular Toxicology, The Sinnhuber Aquatic Research Laboratory, The Environmental Health Sciences Center, Oregon State University, Corvallis, OR 97331, USA
| | | | - Rafael Miñana
- ZeClinics SL., 08980 Barcelona, Spain
- CTI Laboratory Services Spain SL., 48160 Bilbao, Spain
| | | | | | - Andrea Weiner
- BBD BioPhenix SL. (Biobide), 20009 San Sebastian, Spain
| | | | - Celia Quevedo
- BBD BioPhenix SL. (Biobide), 20009 San Sebastian, Spain
| | - Kristen R. Ryan
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
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Weiner AMJ, Irijalba I, Gallego MP, Ibarburu I, Sainz L, Goñi-de-Cerio F, Quevedo C, Muriana A. Validation of a zebrafish developmental defects assay as a qualified alternative test for its regulatory use following the ICH S5(R3) guideline. Reprod Toxicol 2024; 123:108513. [PMID: 38016617 DOI: 10.1016/j.reprotox.2023.108513] [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: 07/21/2023] [Revised: 11/08/2023] [Accepted: 11/18/2023] [Indexed: 11/30/2023]
Abstract
Zebrafish is a popular toxicology model and provides an ethically acceptable small-scale analysis system with the complexity of a complete organism. Our goal is to further validate this model for its regulatory use for reproductive and developmental defects by testing the compounds indicated in the "Guideline on detection of reproductive and developmental toxicity for human pharmaceuticals" (ICH S5(R3) guideline.) To determine the embryotoxic and developmental risk of the 32 reference compounds listed in the ICH S5(R3) guideline, the presence of morphological alterations in zebrafish embryos was analyzed at two different stages to calculateLC50 and EC50 values for each stage. Teratogenic Indexes were established as the ratio between LC50 and EC50 critical for the proper compound classification as teratogenic when it is ≥ 2. A total of three biological replicates have been conducted to study the reproducibility of the assay. The chemicals' concentration in the medium and internally in the zebrafish embryos was evaluated. In this study, the 3 negative compounds were properly categorized while 23 compounds out of the 29 reference ones (sensitivity of 79.31%) were classified as teratogenic in zebrafish. The 6 that had false-negative results were classified 4 as inconclusive, 1 as not toxic, and 1 compound resulted toxic for zebrafish embryos under testing conditions. After the bioavailability experiments, some of the obtained inconclusive results were refined. The developmental defects assay in zebrafish gives an accuracy of 89.66%, sensitivity of 88.46%, specificity and repeatability of 100% compared to mammals; therefore, this is a well-integrated strategy using New Alternative Methods, to minimize the use of animals in developmental toxicity studies.
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Affiliation(s)
- A M J Weiner
- BBD BioPhenix SLU (BIOBIDE), San Sebastian, Spain.
| | - I Irijalba
- BBD BioPhenix SLU (BIOBIDE), San Sebastian, Spain
| | - M P Gallego
- BBD BioPhenix SLU (BIOBIDE), San Sebastian, Spain
| | - I Ibarburu
- BBD BioPhenix SLU (BIOBIDE), San Sebastian, Spain
| | - L Sainz
- GAIKER Technology Centre, Basque Research and Technology Alliance (BRTA), Zamudio, Spain
| | - F Goñi-de-Cerio
- GAIKER Technology Centre, Basque Research and Technology Alliance (BRTA), Zamudio, Spain
| | - C Quevedo
- BBD BioPhenix SLU (BIOBIDE), San Sebastian, Spain
| | - A Muriana
- BBD BioPhenix SLU (BIOBIDE), San Sebastian, Spain.
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Hsieh JH, Nolte S, Hamm JT, Wang Z, Roberts GK, Schmitt CP, Ryan KR. Systematic Evaluation of the Application of Zebrafish in Toxicology (SEAZIT): Developing a Data Analysis Pipeline for the Assessment of Developmental Toxicity with an Interlaboratory Study. TOXICS 2023; 11:toxics11050407. [PMID: 37235222 DOI: 10.3390/toxics11050407] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 04/09/2023] [Accepted: 04/11/2023] [Indexed: 05/28/2023]
Abstract
The embryonic zebrafish is a useful vertebrate model for assessing the effects of substances on growth and development. However, cross-laboratory developmental toxicity outcomes can vary and reported developmental defects in zebrafish may not be directly comparable between laboratories. To address these limitations for gaining broader adoption of the zebrafish model for toxicological screening, we established the Systematic Evaluation of the Application of Zebrafish in Toxicology (SEAZIT) program to investigate how experimental protocol differences can influence chemical-mediated effects on developmental toxicity (i.e., mortality and the incidence of altered phenotypes). As part of SEAZIT, three laboratories were provided a common and blinded dataset (42 substances) to evaluate substance-mediated effects on developmental toxicity in the embryonic zebrafish model. To facilitate cross-laboratory comparisons, all the raw experimental data were collected, stored in a relational database, and analyzed with a uniform data analysis pipeline. Due to variances in laboratory-specific terminology for altered phenotypes, we utilized ontology terms available from the Ontology Lookup Service (OLS) for Zebrafish Phenotype to enable additional cross-laboratory comparisons. In this manuscript, we utilized data from the first phase of screening (dose range finding, DRF) to highlight the methodology associated with the development of the database and data analysis pipeline, as well as zebrafish phenotype ontology mapping.
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Affiliation(s)
- Jui-Hua Hsieh
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Sue Nolte
- Office of Data Science, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | | | - Zicong Wang
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Georgia K Roberts
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Charles P Schmitt
- Office of Data Science, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
| | - Kristen R Ryan
- Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, NC 27709, USA
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Aquatic Freshwater Vertebrate Models of Epilepsy Pathology: Past Discoveries and Future Directions for Therapeutic Discovery. Int J Mol Sci 2022; 23:ijms23158608. [PMID: 35955745 PMCID: PMC9368815 DOI: 10.3390/ijms23158608] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 07/29/2022] [Accepted: 07/30/2022] [Indexed: 12/04/2022] Open
Abstract
Epilepsy is an international public health concern that greatly affects patients’ health and lifestyle. About 30% of patients do not respond to available therapies, making new research models important for further drug discovery. Aquatic vertebrates present a promising avenue for improved seizure drug screening and discovery. Zebrafish (Danio rerio) and African clawed frogs (Xenopus laevis and tropicalis) are increasing in popularity for seizure research due to their cost-effective housing and rearing, similar genome to humans, ease of genetic manipulation, and simplicity of drug dosing. These organisms have demonstrated utility in a variety of seizure-induction models including chemical and genetic methods. Past studies with these methods have produced promising data and generated questions for further applications of these models to promote discovery of drug-resistant seizure pathology and lead to effective treatments for these patients.
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