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Mennen R, Hallmark N, Pallardy M, Bars R, Tinwell H, Piersma A. Genome-wide expression screening in the cardiac embryonic stem cell test shows additional differentiation routes that are regulated by morpholines and piperidines. Curr Res Toxicol 2022; 3:100086. [PMID: 36157598 PMCID: PMC9489494 DOI: 10.1016/j.crtox.2022.100086] [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: 02/16/2022] [Revised: 08/08/2022] [Accepted: 09/08/2022] [Indexed: 11/29/2022] Open
Abstract
The cardiac embryonic stem cell test (ESTc) is a well-studied non-animal alternative test method based on cardiac cell differentiation inhibition as a measure for developmental toxicity of tested chemicals. In the ESTc, a heterogenic cell population is generated besides cardiomyocytes. Using the full biological domain of ESTc may improve the sensitivity of the test system, possibly broadening the range of chemicals for which developmental effects can be detected in the test. In order to improve our knowledge of the biological and chemical applicability domains of the ESTc, we applied a hypothesis-generating data-driven approach on control samples as follows. A genome-wide expression screening was performed, using Next Generation Sequencing (NGS), to map the range of developmental pathways in the ESTc and to search for a predictive embryotoxicity biomarker profile, instead of the conventional read-out of beating cardiomyocytes. The detected developmental pathways included circulatory system development, skeletal system development, heart development, muscle and organ tissue development, and nervous system and cell development. Two pesticidal chemical classes, the morpholines and piperidines, were assessed for perturbation of differentiation in the ESTc using NGS. In addition to the anticipated impact on cardiomyocyte differentiation, the other developmental pathways were also regulated, in a concentration-response fashion. Despite the structural differences between the morpholine and piperidine pairs, their gene expression effect patterns were largely comparable. In addition, some chemical-specific gene regulation was also observed, which may help with future mechanistic understanding of specific effects with individual test compounds. These similar and unique regulations of gene expression profiles by the test compounds, adds to our knowledge of the chemical applicability domain, specificity and sensitivity of the ESTc. Knowledge of both the biological and chemical applicability domain contributes to the optimal placement of ESTc in test batteries and in Integrated Approaches to Testing and Assessment (IATA).
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Affiliation(s)
- R.H. Mennen
- Centre for Health Protection, National Institute for Public Health and the Environment (RIVM), Bilthoven, the Netherlands
| | - N. Hallmark
- Bayer AG Crop Science Division, Monheim, Germany
| | - M. Pallardy
- Inflammation, Microbiome and Immunosurveillance, Université Paris-Saclay, INSERM UMR996, Châtenay-Malabry 92296, France
| | - R. Bars
- Bayer Crop Science, Sophia-Antipolis, France
| | - H. Tinwell
- Bayer Crop Science, Sophia-Antipolis, France
| | - A.H. Piersma
- Centre for Health Protection, National Institute for Public Health and the Environment (RIVM), Bilthoven, the Netherlands
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, the Netherlands
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2
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Liu H, Ren C, Liu W, Jiang X, Wang L, Zhu B, Jia W, Lin J, Tan J, Liu X. Embryotoxicity estimation of commonly used compounds with embryonic stem cell test. Mol Med Rep 2017; 16:263-271. [PMID: 28487962 PMCID: PMC5482095 DOI: 10.3892/mmr.2017.6552] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2016] [Accepted: 02/27/2017] [Indexed: 01/05/2023] Open
Abstract
The embryonic stem cell test (EST), an alternative model to animal studies, is a reliable and scientifically validated in vitro system for testing embryotoxicity. In contrast to most in vivo animal tests, two permanent cell lines, murine fibroblasts (BALB/c-3T3 cells) and murine embryonic stem cells (mES-D3 cells), are used in EST instead of animals in standard tests of toxicity. The embryotoxic potential of compounds (non, weak or strong embryotoxicity) may be obtained with a biostatistics-based prediction model and calculated from three different experimental endpoint values: The potency to inhibit growth of i) BALB/c-3T3 cells and ii) mES-D3 cells (IC503T3 and IC50ES) as presented using a cell cytotoxicity assay, and iii) the potency to inhibit differentiation of mES-D3 cells into contracting cardiomyocytes (ID50 D3) as demonstrated in a mES-D3 cell differentiation assay. In the present study, a model of EST with mES-D3 cells and BALB/c-3T3 cells was established, according to the standard EST system of the EU Center for the Validation of Alternative Methods, and verified it with 5-fluorouracil (strong embryotoxicity) as a positive control and penicillin G (non-embryotoxic) as a negative control. In addition, the authors further assessed the embryotoxicity of four compounds (eugenol, carnosic acid, procyanidin and dioctyl phthalate) with this model. The embryotoxic potentials of the four compounds were successfully classified by the EST system. Eugenol exhibited strong embryotoxicity, carnosic acid and dioctyl phthalate exhibited weak embryotoxicity, while procyanidin exhibited non-embryotoxicity.
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Affiliation(s)
- Hui Liu
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Caiping Ren
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Weidong Liu
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Xingjun Jiang
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
| | - Lei Wang
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Bin Zhu
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Wei Jia
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Jianxing Lin
- Cancer Research Institute, Collaborative Innovation Center for Cancer Medicine, Key Laboratory for Carcinogenesis of Chinese Ministry of Health, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, P.R. China
| | - Jun Tan
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
| | - Xiuying Liu
- Hunan Provincial Center for Disease Control and Prevention, Changsha, Hunan 410005, P.R. China
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Dimopoulou M, Verhoef A, Pennings JL, van Ravenzwaay B, Rietjens IM, Piersma AH. Embryotoxic and pharmacologic potency ranking of six azoles in the rat whole embryo culture by morphological and transcriptomic analysis. Toxicol Appl Pharmacol 2017; 322:15-26. [DOI: 10.1016/j.taap.2017.03.001] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2016] [Revised: 02/09/2017] [Accepted: 03/01/2017] [Indexed: 12/25/2022]
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Determination of Phthalate Residues in Different Types of Yogurt by Gas Chromatography-Mass Spectrometry and Estimation of Yogurt-Related Intake of Phthalates. FOOD ANAL METHOD 2017. [DOI: 10.1007/s12161-017-0854-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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5
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Chen X, Han T, Fisher JE, Harrouk W, Tassinari MS, Merry GE, Sloper D, Fuscoe JC, Hansen DK, Inselman AL. Transcriptomics analysis of early embryonic stem cell differentiation under osteoblast culture conditions: Applications for detection of developmental toxicity. Reprod Toxicol 2017; 69:75-83. [PMID: 28189605 DOI: 10.1016/j.reprotox.2017.02.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2016] [Revised: 11/30/2016] [Accepted: 02/01/2017] [Indexed: 12/14/2022]
Abstract
The mouse embryonic stem cell test (mEST) is a promising in vitro assay for predicting developmental toxicity. In the current study, early differentiation of D3 mouse embryonic stem cells (mESCs) under osteoblast culture conditions and embryotoxicity of cadmium sulfate were examined. D3 mESCs were exposed to cadmium sulfate for 24, 48 or 72h, and whole genome transcriptional profiles were determined. The results indicate a track of differentiation was identified as mESCs differentiate. Biological processes that were associated with differentiation related genes included embryonic development and, specifically, skeletal system development. Cadmium sulfate inhibited mESC differentiation at all three time points. Functional pathway analysis indicated biological pathways affected included those related to skeletal development, renal and reproductive function. In summary, our results suggest that transcriptional profiles are a sensitive indicator of early mESC differentiation. Transcriptomics may improve the predictivity of the mEST by suggesting possible modes of action for tested chemicals.
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Affiliation(s)
- Xinrong Chen
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
| | - Tao Han
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
| | - J Edward Fisher
- Center for Drug Evaluation and Research, Food and Drug Administration, United States.
| | - Wafa Harrouk
- Center for Drug Evaluation and Research, Food and Drug Administration, United States.
| | - Melissa S Tassinari
- Center for Drug Evaluation and Research, Food and Drug Administration, United States.
| | - Gwenn E Merry
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
| | - Daniel Sloper
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
| | - James C Fuscoe
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
| | - Deborah K Hansen
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
| | - Amy L Inselman
- Division of Systems Biology, National Center for Toxicological Research, Food and Drug Administration, United States.
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Rezvanfar MA, Hodjat M, Abdollahi M. Growing knowledge of using embryonic stem cells as a novel tool in developmental risk assessment of environmental toxicants. Life Sci 2016; 158:137-60. [DOI: 10.1016/j.lfs.2016.05.027] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2016] [Revised: 04/27/2016] [Accepted: 05/17/2016] [Indexed: 12/19/2022]
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Romero AC, Del Río E, Vilanova E, Sogorb MA. RNA transcripts for the quantification of differentiation allow marked improvements in the performance of embryonic stem cell test (EST). Toxicol Lett 2015; 238:60-9. [PMID: 26272751 DOI: 10.1016/j.toxlet.2015.08.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Revised: 08/04/2015] [Accepted: 08/06/2015] [Indexed: 11/20/2022]
Abstract
Embryonic stem cell test (EST) is an in vitro validated assay for testing embryotoxicity. The EST needs improvements before being used for regulatory purposes, but also needs technical simplification for use in high throughput screenings. We propose the quantification in alterations of the differentiation of D3 monolayer cells cultures through the expression of biomarker genes in a shorter (5-day) and technically simpler (we use only monolayer cultures) test. We have defined a set of sixteen different genes biomarkers of ectoderm (Nrcam, Nes, Shh and Pnpla6), endoderm formation (Flk1 and Afp), mesoderm formation (Mesp1, Vegfa, Myo1e and Hdac7) and general cellular processes (Cdk1, Myc, Jun, Mixl, Cer and Wnt3). These, together with alterations in the viability of D3 and 3T3 cells and the prediction model of a classic EST, enhance the features of EST determinations to 100% concordance between in vivo-in vitro predictions with a set of seven different chemicals used in the validation of a classic EST. In conclusion, the proposed changes implemented in the classic EST confer it more reliability, speed and technical simplicity, which brings the EST closer to high throughput processes and regulatory purposes.
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Affiliation(s)
- Andrea C Romero
- Unidad de Toxicología y Seguridad Química, Instituto de Bioingeniería, Universidad Miguel Hernández de Elche, Avenida de la Universidad s/n, 03202 Elche, Spain
| | - Eva Del Río
- Unidad de Toxicología y Seguridad Química, Instituto de Bioingeniería, Universidad Miguel Hernández de Elche, Avenida de la Universidad s/n, 03202 Elche, Spain
| | - Eugenio Vilanova
- Unidad de Toxicología y Seguridad Química, Instituto de Bioingeniería, Universidad Miguel Hernández de Elche, Avenida de la Universidad s/n, 03202 Elche, Spain
| | - Miguel A Sogorb
- Unidad de Toxicología y Seguridad Química, Instituto de Bioingeniería, Universidad Miguel Hernández de Elche, Avenida de la Universidad s/n, 03202 Elche, Spain.
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8
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Piersma AH. Innovative testing in reproductive toxicology—The ChemScreen experience. Reprod Toxicol 2015; 55:1-2. [DOI: 10.1016/j.reprotox.2014.10.025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2014] [Revised: 10/28/2014] [Accepted: 10/31/2014] [Indexed: 10/24/2022]
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Schulpen SH, Theunissen PT, Pennings JL, Piersma AH. Comparison of gene expression regulation in mouse- and human embryonic stem cell assays during neural differentiation and in response to valproic acid exposure. Reprod Toxicol 2015; 56:77-86. [DOI: 10.1016/j.reprotox.2015.06.043] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2015] [Revised: 06/01/2015] [Accepted: 06/02/2015] [Indexed: 12/15/2022]
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10
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van der Burg B, Wedebye EB, Dietrich DR, Jaworska J, Mangelsdorf I, Paune E, Schwarz M, Piersma AH, Kroese ED. The ChemScreen project to design a pragmatic alternative approach to predict reproductive toxicity of chemicals. Reprod Toxicol 2015; 55:114-23. [PMID: 25656794 DOI: 10.1016/j.reprotox.2015.01.008] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Revised: 12/29/2014] [Accepted: 01/22/2015] [Indexed: 01/28/2023]
Abstract
There is a great need for rapid testing strategies for reproductive toxicity testing, avoiding animal use. The EU Framework program 7 project ChemScreen aimed to fill this gap in a pragmatic manner preferably using validated existing tools and place them in an innovative alternative testing strategy. In our approach we combined knowledge on critical processes affected by reproductive toxicants with knowledge on the mechanistic basis of such effects. We used in silico methods for prescreening chemicals for relevant toxic effects aiming at reduced testing needs. For those chemicals that need testing we have set up an in vitro screening panel that includes mechanistic high throughput methods and lower throughput assays that measure more integrative endpoints. In silico pharmacokinetic modules were developed for rapid exposure predictions via diverse exposure routes. These modules to match in vitro and in vivo exposure levels greatly improved predictivity of the in vitro tests. As a further step, we have generated examples how to predict reproductive toxicity of chemicals using available data. We have executed formal validations of panel constituents and also used more innovative manners to validate the test panel using mechanistic approaches. We are actively engaged in promoting regulatory acceptance of the tools developed as an essential step towards practical application, including case studies for read-across purposes. With this approach, a significant saving in animal use and associated costs seems very feasible.
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Affiliation(s)
| | | | | | | | | | | | | | - Aldert H Piersma
- National Institute for Public Health and the Environment, Bilthoven, The Netherlands; Utrecht University, Utrecht, The Netherlands
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Smirnova L, Hogberg HT, Leist M, Hartung T. Developmental neurotoxicity - challenges in the 21st century and in vitro opportunities. ALTEX-ALTERNATIVES TO ANIMAL EXPERIMENTATION 2015; 31:129-56. [PMID: 24687333 DOI: 10.14573/altex.1403271] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2014] [Accepted: 03/28/2014] [Indexed: 11/23/2022]
Abstract
In recent years neurodevelopmental problems in children have increased at a rate that suggests lifestyle factors and chemical exposures as likely contributors. When environmental chemicals contribute to neurodevelopmental disorders developmental neurotoxicity (DNT) becomes an enormous concern. But how can it be tackled? Current animal test- based guidelines are prohibitively expensive, at $ 1.4 million per substance, while their predictivity for human health effects may be limited, and mechanistic data that would help species extrapolation are not available. A broader screening for substances of concern requires a reliable testing strategy, applicable to larger numbers of substances, and sufficiently predictive to warrant further testing. This review discusses the evidence for possible contributions of environmental chemicals to DNT, limitations of the current test paradigm, emerging concepts and technologies pertinent to in vitro DNT testing and assay evaluation, as well as the prospect of a paradigm shift based on 21st century technologies.
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Affiliation(s)
- Lena Smirnova
- Centers for Alternatives to Animal Testing (CAAT) at Johns Hopkins Bloomberg School of Public Health, USA
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12
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Jia W, Chu X, Ling Y, Huang J, Chang J. Analysis of phthalates in milk and milk products by liquid chromatography coupled to quadrupole Orbitrap high-resolution mass spectrometry. J Chromatogr A 2014; 1362:110-8. [DOI: 10.1016/j.chroma.2014.08.030] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2014] [Revised: 08/05/2014] [Accepted: 08/07/2014] [Indexed: 01/08/2023]
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13
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Estevan C, Fuster E, Del Río E, Pamies D, Vilanova E, Sogorb MA. Organophosphorus pesticide chlorpyrifos and its metabolites alter the expression of biomarker genes of differentiation in D3 mouse embryonic stem cells in a comparable way to other model neurodevelopmental toxicants. Chem Res Toxicol 2014; 27:1487-95. [PMID: 25137620 DOI: 10.1021/tx500051k] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
There are discrepancies about whether chlorpyrifos is able to induce neurodevelopmental toxicity or not. We previously reported alterations in the pattern of expression of biomarker genes of differentiation in D3 mouse embryonic stem cells caused by chlorpyrifos and its metabolites chlorpyrifos-oxon and 3,5,6-trichloro-2-pyridinol. Now, we reanalyze these data comparing the effects on these genes with those caused in the same genes by retinoic acid, valproic acid, and penicillin-G (model compounds considered as strong, weak, and non-neurodevelopmental toxicants, respectively). We also compare the effects of chlorpyrifos and its metabolites on the cell viability of D3 cells and 3T3 mouse fibroblasts with the effects caused in the same cells by the three model compounds. We conclude that chlorpyrifos and its metabolites act, regarding these end-points, as the weak neurodevelopmental toxicant valproic acid, and consequently, a principle of caution should be applied avoiding occupational exposures in pregnant women. A second independent experiment run with different cellular batches coming from the same clone obtained the same result as the first one.
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Affiliation(s)
- Carmen Estevan
- Unidad de Toxicología y Seguridad Química, Instituto de Bioingeniería, Universidad Miguel Hernández de Elche , Avenida de la Universidad s/n, 03202-Elche, Spain
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14
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Balmer NV, Klima S, Rempel E, Ivanova VN, Kolde R, Weng MK, Meganathan K, Henry M, Sachinidis A, Berthold MR, Hengstler JG, Rahnenführer J, Waldmann T, Leist M. From transient transcriptome responses to disturbed neurodevelopment: role of histone acetylation and methylation as epigenetic switch between reversible and irreversible drug effects. Arch Toxicol 2014; 88:1451-68. [PMID: 24935251 PMCID: PMC4067541 DOI: 10.1007/s00204-014-1279-6] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2014] [Accepted: 05/19/2014] [Indexed: 01/17/2023]
Abstract
The superordinate principles governing the transcriptome response of differentiating cells exposed to drugs are still unclear. Often, it is assumed that toxicogenomics data reflect the immediate mode of action (MoA) of drugs. Alternatively, transcriptome changes could describe altered differentiation states as indirect consequence of drug exposure. We used here the developmental toxicants valproate and trichostatin A to address this question. Neurally differentiating human embryonic stem cells were treated for 6 days. Histone acetylation (primary MoA) increased quickly and returned to baseline after 48 h. Histone H3 lysine methylation at the promoter of the neurodevelopmental regulators PAX6 or OTX2 was increasingly altered over time. Methylation changes remained persistent and correlated with neurodevelopmental defects and with effects on PAX6 gene expression, also when the drug was washed out after 3-4 days. We hypothesized that drug exposures altering only acetylation would lead to reversible transcriptome changes (indicating MoA), and challenges that altered methylation would lead to irreversible developmental disturbances. Data from pulse-chase experiments corroborated this assumption. Short drug treatment triggered reversible transcriptome changes; longer exposure disrupted neurodevelopment. The disturbed differentiation was reflected by an altered transcriptome pattern, and the observed changes were similar when the drug was washed out during the last 48 h. We conclude that transcriptome data after prolonged chemical stress of differentiating cells mainly reflect the altered developmental stage of the model system and not the drug MoA. We suggest that brief exposures, followed by immediate analysis, are more suitable for information on immediate drug responses and the toxicity MoA.
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Affiliation(s)
- Nina V. Balmer
- Doerenkamp-Zbinden Chair for In Vitro Toxicology and Biomedicine, University of Konstanz, Box 657, 78457 Constance, Germany
| | - Stefanie Klima
- Doerenkamp-Zbinden Chair for In Vitro Toxicology and Biomedicine, University of Konstanz, Box 657, 78457 Constance, Germany
| | - Eugen Rempel
- Department of Statistics, TU Dortmund, Dortmund, Germany
| | - Violeta N. Ivanova
- Chair for Bioinformatics and Information Mining, University of Konstanz, Constance, Germany
- Konstanz Research School Chemical Biology, University of Konstanz, Constance, Germany
| | | | - Matthias K. Weng
- Doerenkamp-Zbinden Chair for In Vitro Toxicology and Biomedicine, University of Konstanz, Box 657, 78457 Constance, Germany
| | - Kesavan Meganathan
- Institute of Neurophysiology, University of Cologne, 50931 Cologne, Germany
| | - Margit Henry
- Institute of Neurophysiology, University of Cologne, 50931 Cologne, Germany
| | - Agapios Sachinidis
- Institute of Neurophysiology, University of Cologne, 50931 Cologne, Germany
| | - Michael R. Berthold
- Chair for Bioinformatics and Information Mining, University of Konstanz, Constance, Germany
- Konstanz Research School Chemical Biology, University of Konstanz, Constance, Germany
| | - Jan G. Hengstler
- Leibniz Research Centre for Working Environment and Human Factors (IfADo), 44139 Dortmund, Germany
| | | | - Tanja Waldmann
- Doerenkamp-Zbinden Chair for In Vitro Toxicology and Biomedicine, University of Konstanz, Box 657, 78457 Constance, Germany
| | - Marcel Leist
- Doerenkamp-Zbinden Chair for In Vitro Toxicology and Biomedicine, University of Konstanz, Box 657, 78457 Constance, Germany
- Konstanz Research School Chemical Biology, University of Konstanz, Constance, Germany
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