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Toxicometabolomics and biotransformation product screening in single zebrafish embryos
Stockholm University, Faculty of Science, Department of Environmental Science.ORCID iD: 0000-0002-9985-5644
2020 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Over the last decade environmental agencies worldwide have escalated their work to phase out animal testing for the purposes of chemical regulation. Meanwhile the number of commercially available chemicals and the requirements for hazard assessments have both increased, creating a large need for substitution of traditional in vivo assays with in vitro tests. One example of this is the replacement of the OECD acute toxicity test of adult fish (test guideline [TG] 203) with zebrafish embryos (TG 236). With new insights into the toxicological properties of chemicals, the demand on these replacement tests is also changing character with a shifted focus towards mechanistic understanding of toxicity. The omics sciences encompass a group of analytical methods which have proven to be very powerful for unveiling of mechanistic information of biochemical processes. Metabolomics is one of the younger members of this family and entails the large-scale analysis of endogenous metabolites and their perturbation in living organisms. The overall objective of this thesis was to develop modifications to the TG236 OECD assay to obtain omic data suitable for use in chemical hazard assessment. To achieve this goal, we started by developing a targeted and non-targeted metabolomics workflow and evaluated the performance of the two types of analysis (Paper I). We also evaluated the efficiency of three signal drift correction approaches, which is an important step in data quality improvement for non-targeted analysis, and reported previously unlisted biochemicals present in NIST reference material. In Paper II we applied the workflow in Paper I to a newly developed, in-plate extraction method for single zebrafish embryos which were exposed to the pharmaceutical and environmental pollutant propranolol. Data processing workflows were developed to overcome challenges arising from the occurrence of the exposure compound and its biotransformation products (or in-source fragments of these) in the final multivariate statistical models, obscuring their outputs and prediction capabilities. Once developed, the workflow allowed us to detect several probable modes-of-action of propranolol in zebrafish, and link them to apical endpoints in the embryos, which were then confirmed through thorough literature searches. The final output from the models was ultimately used to determine a benchmarking dose based on metabolomics endpoints for the first time. In Paper III, the data processing workflow from Paper II was modified to capture propranolol biotransformation products. A total of 7 structures were identified, of which 4 were confirmed with authentic standards, all from the datasets generated in Paper II. In Paper IV we combined the workflows from Papers I, II and III and applied them to the pharmaceutical carbamazepine, which occurs at high concentrations in wastewater treatment plant effluents. Through this approach we determined several modes-of-action for carbamazepine in zebrafish embryos and measured biotransformation products in both embryos and exposure water. Overall, this thesis demonstrated the possibilities of high-throughput chemical mode-of-action determination in single zebrafish embryos using targeted and non-targeted liquid chromatography mass spectrometry, data filtering scripts and multivariate statistics while simultaneously screening for biotransformation products.

Place, publisher, year, edition, pages
Stockholm: Department of Environmental Science, Stockholm University , 2020. , p. 23
Keywords [en]
Non-target, REACH, Orbitrap, single embryo, zebrafish embryo, metabolism, high throughput, hydroxylation, glucuronidation, metabolite screening, phase I, phase II, pharmaceutical, structure elucidation, conjugation, propranolol, beta blocker, Non-targeted, toxicometabolomics, Orbitrap, single embryo, 3R, metabolomics, MoA, mode of action, zebrafish embryo, carbamazepine, biotransformation
National Category
Environmental Sciences Analytical Chemistry Biological Sciences Biochemistry Molecular Biology
Research subject
Applied Environmental Science
Identifiers
URN: urn:nbn:se:su:diva-183884ISBN: 978-91-7911-248-6 (print)ISBN: 978-91-7911-249-3 (electronic)OAI: oai:DiVA.org:su-183884DiVA, id: diva2:1457106
Public defence
2020-09-24, Nordenskiöldsalen, Geovetenskapens hus, Svante Arrhenius väg 12, Stockholm, 10:00 (English)
Opponent
Supervisors
Available from: 2020-09-01 Created: 2020-08-10 Last updated: 2025-02-20Bibliographically approved
List of papers
1. Development, characterization and comparisons of targeted and non-targeted metabolomics methods
Open this publication in new window or tab >>Development, characterization and comparisons of targeted and non-targeted metabolomics methods
2018 (English)In: PLOS ONE, E-ISSN 1932-6203, Vol. 13, no 11, article id e0207082Article in journal (Refereed) Published
Abstract [en]

The potential of a metabolomics method to detect statistically significant perturbations in the metabolome of an organism is enhanced by excellent analytical precision, unequivocal identification, and broad metabolomic coverage. While the former two metrics are usually associated with targeted metabolomics and the latter with non-targeted metabolomics, a systematic comparison of the performance of both approaches has not yet been carried out. The present work reports on the development and performance evaluation of separate targeted and non-targeted metabolomics methods. The targeted approach facilitated determination of 181 metabolites (quantitative analysis of 18 amino acids, 11 biogenic amines, 5 neurotransmitters, 5 nucleobases and semi-quantitative analysis of 50 carnitines, 83 phos-phatidylcholines, and 9 sphingomyelins) using ultra-performance liquid chromatography - tandem mass spectrometry (UPLC-MS/MS) and flow injection-tandem mass spectrometry (Fl-MS/MS). Method accuracy and/or precision were assessed using replicate samples of NIST SRM1950 as well as fish liver and brain tissue from Gilthead Bream (Sparus aurata). The non-target approach involved UPLC-high resolution (Orbitrap) mass spectrometry (UPLC-HRMS). Testing of ionization mode and stationary phase revealed that a combination of positive electrospray ionization and HILIC chromatography produced the largest number of chromatographic features during non-target analysis. Furthermore, an evaluation of 4 different sequence drift correction algorithms, and combinations thereof, revealed that batchCorr produced the best precision in almost every test. However, even following correction of non-target data for signal drift, the precision of targeted data was better, confirming our existing assumptions about the strengths of targeted metabolomics. Finally, the accuracy of the online MS2-library mzCloud was evaluated using reference standards for 38 different metabolites. This is among the few studies that have systematically evaluated the performance of targeted and non-targeted metabolomics and provides new insight into the advantages and disadvantages of each approach.

National Category
Analytical Chemistry Other Natural Sciences
Research subject
Analytical Chemistry
Identifiers
urn:nbn:se:su:diva-162786 (URN)10.1371/journal.pone.0207082 (DOI)000450254000034 ()30439966 (PubMedID)
Available from: 2018-12-27 Created: 2018-12-27 Last updated: 2022-02-26Bibliographically approved
2. In-plate toxicometabolomics of single zebrafish embryos
Open this publication in new window or tab >>In-plate toxicometabolomics of single zebrafish embryos
2020 (English)In: Molecular Omics, E-ISSN 2515-4184, Vol. 16, no 3, p. 185-194Article in journal (Refereed) Published
Abstract [en]

Toxicometabolomic studies involving zebrafish embryos have become increasingly popular for linking apical endpoints to biochemical perturbations as part of adverse outcome pathway determination. These experiments involve pooling embryos to generate sufficient biomass for metabolomic measurement, which adds both time and cost. To address this limitation, we developed a high-throughput toxicometabolomic assay involving single zebrafish embryos. Incubation, microscopy, embryo extraction, and instrumental metabolomic analysis were all performed in the same 96-well plate, following acquisition of conventional toxicological endpoints. The total time for the assay (including testing of 6 doses/n = 12 embryos per dose plus positive and negative controls, assessing conventional endpoints, instrumental analysis, data processing and multivariate statistics) is <14 days. Metabolomic perturbations at low dose were linked statistically to those observed at high dose and in the presence of an adverse effect, thereby contextualizing omic data amongst apical endpoints. Overall, this assay enables collection of high resolution metabolomic data in a high throughput manner, suitable for mode of action hypothesis generation in the context of pharmaceutical or toxicological screening.

National Category
Biological Sciences Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-183536 (URN)10.1039/d0mo00007h (DOI)000542588800008 ()32191256 (PubMedID)
Available from: 2020-07-29 Created: 2020-07-29 Last updated: 2025-01-31Bibliographically approved
3. Rapid in-plate screening of biotransformation products in single zebrafish embryos
Open this publication in new window or tab >>Rapid in-plate screening of biotransformation products in single zebrafish embryos
(English)Manuscript (preprint) (Other academic)
Abstract [en]

A procedure was developed for rapid screening of xenobiotic biotransformationproducts (bioTPs) in single zebrafish (ZF; Danio rerio) embryos. Exposure was carried out from 0-120 hours post fertilization (hpf) to 6 different concentrations of the model compound propranolol (PPL). Following in-plate extraction and non-target instrumental analysis by high resolution mass spectrometry, suspected bioTPs were identified using custom data filtration scripts and matching to in silico structural predictions. A total of eight PPL bioTPs were identified (two at a level 1 confidence and six at a level 2-3 confidence). These findings supplement previously generated toxicometabolomic models derived from the same dataset, and were obtained without conducting additional exposure experiments. In addition to facilitating assessments of inter-individual variability in bioTP production in ZF embryos, we demonstrate that bioTPs can be elucidated using extremely small quantities of biomass. To the best of our knowledge, this is the first time bioTP elucidation has been carried out in single ZFembryos.

Keywords
Non-target, REACH, Orbitrap, single embryo, zebrafish embryo, metabolism, high throughput, hydroxylation, glucuronidation, metabolite screening, phase I, phase II, pharmaceutical, structure elucidation, conjugation, propranolol, beta blocker
National Category
Biochemistry Molecular Biology Analytical Chemistry Other Computer and Information Science
Research subject
Analytical Chemistry
Identifiers
urn:nbn:se:su:diva-183880 (URN)
Available from: 2020-08-10 Created: 2020-08-10 Last updated: 2025-02-20Bibliographically approved
4. Toxicometabolomics and biotransformation in single zebrafish embryos exposed to carbamazepine
Open this publication in new window or tab >>Toxicometabolomics and biotransformation in single zebrafish embryos exposed to carbamazepine
(English)Manuscript (preprint) (Other academic)
Abstract [en]

We report here on the high throughput determination of biotransformation products(bioTPs) and toxicometabolomics in single zebrafish (ZF) embryos exposed to carbamazepine(CBZ). Exposures were carried out in 96-well plates with six CBZ concentrations ranging from 0.5 μg/L to 50 mg/L (n=12 embryos/dose). In the 50 mg/L dose group 33% of the embryos developed edema during the exposure (120hpf) while hatching was significantly delayed in three of the lower dose groups (0.46, 3.85 and the 445 μg/L) compared to the control at 48 hpf. Toxicometabolomic analysis together with random forest modelling revealed a total of 80 significantly affected metabolites (22 identified via targeted lipidomics and 58 via non-target analysis). The wide range of doses tested enabled observation of both monotonic and nonmonotonic dose-responses which fit the known mode of action of CBZ. A novel pathway was also proposed based on changes in PE-Cer (d16:2/24:1; CL 2-3) which could be the result of CBZ induced apoptosis via induction of the enzyme SAMD8. In addition, 2 CBZ bioTPs were identified without additional exposure experiments. Overall this work showcases the potential of toxicometabolomics and bioTP determination in single ZF embryos for improved and comprehensive chemical hazard assessment.

Keywords
Non-targeted, toxicometabolomics, Orbitrap, single embryo, 3R, metabolomics, MoA, mode of action, zebrafish embryo, carbamazepine, biotransformation
National Category
Analytical Chemistry Bioinformatics (Computational Biology) Other Computer and Information Science Biological Sciences
Research subject
Analytical Chemistry; Environmental Chemistry
Identifiers
urn:nbn:se:su:diva-183882 (URN)
Available from: 2020-08-10 Created: 2020-08-10 Last updated: 2022-02-26Bibliographically approved

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