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Lee YL, Chen ZY, Li TN, Hsueh JF, Wang YJ. A novel integrated testing strategy (ITS) for evaluating acute fish toxicity with new approach methodologies (NAMs). ENVIRONMENT INTERNATIONAL 2024; 193:109112. [PMID: 39549314 DOI: 10.1016/j.envint.2024.109112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 09/17/2024] [Accepted: 10/29/2024] [Indexed: 11/18/2024]
Abstract
Acute fish toxicity (AFT) tests are performed in aquatic risk assessments of chemical compounds globally. However, the specific endpoint of in vivo AFT is based on the lethal concentration 50 (LC50), which is a serious challenge in terms of animal welfare. To support the 3Rs principle of replacing, reducing, and refining use of animals, integrated testing strategies (ITS) have recently been developed for environmental risk assessment. ITS efficiently integrates multiple types of information, especially new approach methodologies (NAMs), and further supports regulatory decision-making. Currently, an effective ITS framework for evaluating aquatic toxicity is lacking. Therefore, we aimed to develop a promising ITS for AFT using in silico, in vitro, and in vivo data. We established the ITS via in silico (OECD QSAR Toolbox 4.6), fish cell line acute toxicity (FCT), and fish embryo acute toxicity (FET) tests and then validated the NAMs with AFT testing. The NAM data were derived from the European Chemicals Agency (ECHA) dossier, toxicology databases, peer-reviewed research articles, and this study. For the first step in the ITS process, we aimed to design a high-throughput screening tool to identify non-toxic and toxic chemicals. We found that results of in silico, FCT, and FET tests alone were strongly correlated with AFT. Among the models, the in silico model was most suitable for identifying toxicants due to its high sensitivity and minimal animal use. Next, considering regulatory purposes and flexibility, we determined the predictive LC50 of toxic chemicals by pursuing a preference-dependent strategy, sequential testing strategy, and sensitivity-dependent strategy. All the strategies demonstrated a predictive power equal to or greater than 73%. In addition, to meet user preferences, our ITS approach has high flexibility and supports animal welfare and environmental protection. We have therefore developed multiple powerful, flexible, and more humane ITS methods for acute fish toxicity assessment by integrating NAMs.
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Affiliation(s)
- Yen-Ling Lee
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Oncology, Tainan Hospital, Ministry of Health and Welfare, Tainan, Taiwan
| | - Zi-Yu Chen
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Tzu-Ning Li
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Jian-Feng Hsueh
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Ying-Jan Wang
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Medical Research, China Medical University Hospital, China Medical University, Taichung, Taiwan.
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Kämmer N, Erdinger L, Braunbeck T. The onset of active gill respiration in post-embryonic zebrafish (Danio rerio) larvae triggers an increased sensitivity to neurotoxic compounds. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2022; 249:106240. [PMID: 35863251 DOI: 10.1016/j.aquatox.2022.106240] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 07/10/2022] [Accepted: 07/11/2022] [Indexed: 06/15/2023]
Abstract
Originally designed as a general alternative to acute fish toxicity testing (AFT), the fish embryo toxicity test (FET) has become subject to concerns with respect to neurotoxic substances. Whereas oxygen uptake in the fish embryo primarily occurs via diffusion across the skin, juvenile and adult fish rely on active ventilation of the gills. As a consequence, substances including, e.g., neurotoxicants which prevent appropriate ventilation of gills ("respiratory failure syndrome") might lead to suffocation in juvenile and adult fish, but not in skin-breathing embryos. To investigate if this respiratory failure syndrome might play a role for the higher sensitivity of juvenile and adult fish to neurotoxicants, a modified acute toxicity test using post-embryonic, early gill-breathing life-stages of zebrafish was developed with chlorpyrifos, permethrin, lindane, aldicarb, ziram and aniline as test substances. Additionally, a comparative study into bioaccumulation of lipophilic substances with logKow > 3.5 and swimbladder deflation as potential side effects of the respiratory failure syndrome was performed with 4 d old skin-breathing and 12 d old gill-breathing zebrafish. With respect to acute toxicity, post-embryonic 12 d larvae proved to be more sensitive than both embryos (FET) and adult zebrafish (AFT) to all test substances except for permethrin. Accumulation of chlorpyrifos, lindane and permethrin was 1.3- to 5-fold higher in 4 d old than in 12 d old zebrafish, suggesting that (intermediate) storage of substances in the yolk might reduce bioavailability and prevent metabolization, which could be a further reason for lower toxicity in 4 d than in 12 d old zebrafish. Whereas ziram and aniline showed no significant effect on the swimbladder, zebrafish exposed to chlorpyrifos, lindane and permethrin showed significantly deflated swimbladders in 12 d old larvae; in the case of aldicarb, there was a significant hyperinflation in 4 d old larvae. Swimbladder deflation in post-embryonic 12 d zebrafish larvae might be hypothesized as a reason for a lack of internal oxygen supplies during the respiratory failure syndrome, whereas in 4 d old embryos cholinergic hyperinflation of the swimbladder dominates over other effects. Regarding acute lethality, the study provides further evidence that the switch from transcutaneous to branchial respiration in post-embryonic zebrafish life-stages might be the reason for the higher sensitivity of juvenile and adult fish to neurotoxic substances.
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Affiliation(s)
- Nadine Kämmer
- Aquatic Ecology and Toxicology Section, Centre for Organismal Studies, University of Heidelberg, Im Neuenheimer Feld 504, Heidelberg D-69210, Germany.
| | - Lothar Erdinger
- Department of Medical Microbiology and Hygiene, Im Neuenheimer Feld 324, Heidelberg D-69120, Germany
| | - Thomas Braunbeck
- Aquatic Ecology and Toxicology Section, Centre for Organismal Studies, University of Heidelberg, Im Neuenheimer Feld 504, Heidelberg D-69210, Germany.
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Caloni F, De Angelis I, Hartung T. Replacement of animal testing by integrated approaches to testing and assessment (IATA): a call for in vivitrosi. Arch Toxicol 2022; 96:1935-1950. [PMID: 35503372 PMCID: PMC9151502 DOI: 10.1007/s00204-022-03299-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 04/06/2022] [Indexed: 12/19/2022]
Abstract
Alternative methods to animal use in toxicology are evolving with new advanced tools and multilevel approaches, to answer from one side to 3Rs requirements, and on the other side offering relevant and valid tests for drugs and chemicals, considering also their combination in test strategies, for a proper risk assessment.While stand-alone methods, have demonstrated to be applicable for some specific toxicological predictions with some limitations, the new strategy for the application of New Approach Methods (NAM), to solve complex toxicological endpoints is addressed by Integrated Approaches for Testing and Assessment (IATA), aka Integrated Testing Strategies (ITS) or Defined Approaches for Testing and Assessment (DA). The central challenge of evidence integration is shared with the needs of risk assessment and systematic reviews of an evidence-based Toxicology. Increasingly, machine learning (aka Artificial Intelligence, AI) lends itself to integrate diverse evidence streams.In this article, we give an overview of the state of the art of alternative methods and IATA in toxicology for regulatory use for various hazards, outlining future orientation and perspectives. We call on leveraging the synergies of integrated approaches and evidence integration from in vivo, in vitro and in silico as true in vivitrosi.
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Affiliation(s)
- Francesca Caloni
- Department of Environmental Science and Policy (ESP), Università degli Studi di Milano, Via Celoria 10, 20133, Milan, Italy.
| | - Isabella De Angelis
- Environment and Health Department, Istituto Superiore di Sanità, Viale Regina Elena, 299, 00161, Rome, Italy
| | - Thomas Hartung
- Center for Alternatives to Animal Testing (CAAT), Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA
- CAAT Europe, University of Konstanz, 78464, Konstanz, Germany
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Tamura K, Oshima Y, Fuse Y, Nagaoka N, Kunoh T, Nakanishi M, Fujii T, Nanba T, Takada J. Eco-Benign Orange-Hued Pigment Derived from Aluminum-Enriched Biogenous Iron Oxide Sheaths. ACS OMEGA 2022; 7:12795-12802. [PMID: 35474768 PMCID: PMC9026029 DOI: 10.1021/acsomega.1c07390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 03/22/2022] [Indexed: 06/14/2023]
Abstract
Inorganic pigments have been widely used due to their low cost of production, strong hiding power, and chemical resistance; nevertheless, they have limited hue width and chromaticity. To eliminate these disadvantages, we herein propose the use of an ingenious biotemplate technique to produce Al-enriched biogenic iron oxide (BIOX) materials. Spectrophotometric color analysis showed that high levels of Al inclusion on heat-treated BIOX samples produced heightened yellowish hues and lightness. The Al-enriched BIOX sheaths exhibited a stable tubular structure and excellent thermal stability of color tones after heating at high temperatures and repetitive heat treatments. Ultrastructural analysis and mechanical destruction experiments revealed that the highly chromatic orange-hue of these pigments are ascribed probably to an ingenious cylindrical nanocomposite architecture composed of putative Fe-included low crystalline Al oxide regions and hematite particles embedded therein. The present work therefore demonstrates that the bioengineered material can serve as an epochal orange-hued inorganic pigment with low toxicity and marked thermostability that should meet large industrial demand.
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Affiliation(s)
- Katsunori Tamura
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
- Bengala
Techno-Lab, 216-0007 Kawasaki-shi, Kanagawa, Japan
| | - Yuri Oshima
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
| | - Yuta Fuse
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
| | - Noriyuki Nagaoka
- Advanced
Research Center for Oral and Craniofacial Sciences, Okayama University, 700-8530 Okayama, Japan
| | - Tatsuki Kunoh
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
| | - Makoto Nakanishi
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
| | - Tatsuo Fujii
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
| | - Tokuro Nanba
- Graduate
School of Environmental and Life Science, Okayama University, 700-8530 Okayama, Japan
| | - Jun Takada
- Graduate
School of Natural Science and Technology, Okayama University, 700-8530 Okayama, Japan
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Sahlin U, Golsteijn L, Iqbal MS, Peijnenburg W. Arguments for considering Uncertainty in QSAR Predictions in Hazard and Risk Assessments. Altern Lab Anim 2019; 41:91-110. [DOI: 10.1177/026119291304100110] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Ullrika Sahlin
- Linnaeus University, School of Natural Sciences, Kalmar, Sweden
- Lund University, Centre of Environmental and Climate Research, Lund, Sweden
| | - Laura Golsteijn
- Radboud University Nijmegen, Institute for Water and Wetland Research, Department of Environmental Science, Nijmegen, The Netherlands
| | | | - Willie Peijnenburg
- RIVM, Laboratory for Ecological Risk Assessment, Bilthoven, The Netherlands
- Institute of Environmental Sciences, Leiden University, Leiden, The Netherlands
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Ahlers J, Nendza M, Schwartz D. Environmental hazard and risk assessment of thiochemicals. Application of integrated testing and intelligent assessment strategies (ITS) to fulfil the REACH requirements for aquatic toxicity. CHEMOSPHERE 2019; 214:480-490. [PMID: 30278402 DOI: 10.1016/j.chemosphere.2018.09.082] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2018] [Revised: 09/02/2018] [Accepted: 09/15/2018] [Indexed: 06/08/2023]
Abstract
REACH requires information on hazardous properties of substances to be generated avoiding animal testing where possible. It is the objective of the present case study with thiochemicals to extract as much information as possible from available experimental data with fish, daphnia and algae and to fill data gaps for analogues to be registered under REACH in 2018. Based on considerations of chemical similarity and common mode of action (MOA) the data gaps regarding the aquatic toxicity of the thiochemicals were largely closed by trend analysis ("category approach") and read-across within the same group, for example, thioglycolates or mercaptopropionates. Among 16 thiochemicals to be registered by 2018 there are only 2 substances with sufficient data. 36 data gaps for 14 thiochemicals were identified. Most of the required data (>60%) could be estimated by in silico methods. Only 14 tests (6 algae, 6 daphnia, 1 limit fish test and 1 acute fish test) were proposed. When the results of these tests are available it has to be discussed whether 2 further fish (limit) tests are required. For two substances (exposure-based) waiving was suggested. The relatively high toxicity of the thiochemicals is manifested in low predicted no-effect concentrations (PNECs). Only preliminary predicted environmental concentrations (PECs) could be derived for the thiochemicals for which a risk assessment has to be performed (production rate >10 t/y). The preliminary PEC/PNEC ratios indicate no risk for the aquatic compartment at the production site. PECs due to down-stream use must not exceed the estimated PNECs.
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Affiliation(s)
- Jan Ahlers
- Consultant, Ahrenshooper Zeile 1A, 14129 Berlin, Germany.
| | - Monika Nendza
- Analytical Laboratory, Bahnhofstr. 1, 24816 Luhnstedt, Germany.
| | - Dirk Schwartz
- Bruno Bock Thiochemicals, Eichholzer Straße 23, 21436 Marschacht, Germany.
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Sobanska M, Scholz S, Nyman AM, Cesnaitis R, Gutierrez Alonso S, Klüver N, Kühne R, Tyle H, de Knecht J, Dang Z, Lundbergh I, Carlon C, De Coen W. Applicability of the fish embryo acute toxicity (FET) test (OECD 236) in the regulatory context of Registration, Evaluation, Authorisation, and Restriction of Chemicals (REACH). ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2018; 37:657-670. [PMID: 29226368 DOI: 10.1002/etc.4055] [Citation(s) in RCA: 79] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2017] [Revised: 08/11/2017] [Accepted: 12/04/2017] [Indexed: 06/07/2023]
Abstract
In 2013 the Organisation for Economic Co-operation and Development (OECD) test guideline (236) for fish embryo acute toxicity (FET) was adopted. It determines the acute toxicity of chemicals to embryonic fish. Previous studies show a good correlation of FET with the standard acute fish toxicity (AFT) test; however, the potential of the FET test to predict AFT, which is required by the Registration, Evaluation, Authorisation, and Restriction of Chemicals (REACH) regulation (EC 1907/2006) and the Classification, Labelling and Packaging (CLP) Regulation (EC 1272/2008), has not yet been fully clarified. In 2015 the European Chemicals Agency (ECHA) requested that a consultant perform a scientific analysis of the applicability of FET to predict AFT. The purpose was to compare the toxicity of substances to fish embryos and to adult fish, and to investigate whether certain factors (e.g., physicochemical properties, modes of action, or chemical structures) could be used to define the applicability boundaries of the FET test. Given the limited data availability, the analysis focused on organic substances. The present critical review summarizes the main findings and discusses regulatory application of the FET test under REACH. Given some limitations (e.g., neurotoxic mode of action) and/or remaining uncertainties (e.g., deviation of some narcotic substances), it has been found that the FET test alone is currently not sufficient to meet the essential information on AFT as required by the REACH regulation. However, the test may be used within weight-of-evidence approaches together with other independent, relevant, and reliable sources of information. The present review also discusses further research needs that may overcome the remaining uncertainties and help to increase acceptance of FET as a replacement for AFT in the future. For example, an increase in the availability of data generated according to OECD test guideline 236 may provide evidence of a higher predictive power of the test. Environ Toxicol Chem 2018;37:657-670. © 2017 SETAC.
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Affiliation(s)
| | - Stefan Scholz
- Department of Bioanalytical Ecotoxicology, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany
| | | | | | | | - Nils Klüver
- Department of Cell Toxicology, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany
| | - Ralph Kühne
- Department of Ecological Chemistry, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany
| | - Henrik Tyle
- Danish Environmental Protection Agency, Copenhagen, Denmark
| | - Joop de Knecht
- Centre for Safety of Substances and Products, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Zhichao Dang
- Centre for Safety of Substances and Products, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | | | | | - Wim De Coen
- European Chemicals Agency, Helsinki, Finland
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Gabbert S, Leontaridou M, Landsiedel R. A Critical Review of Adverse Outcome Pathway-Based Concepts and Tools for Integrating Information from Nonanimal Testing Methods: The Case of Skin Sensitization. ACTA ACUST UNITED AC 2017. [DOI: 10.1089/aivt.2017.0015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Silke Gabbert
- Environmental Economics and Natural Resources Group, Wageningen University, Wageningen, The Netherlands
| | - Maria Leontaridou
- Environmental Economics and Natural Resources Group, Wageningen University, Wageningen, The Netherlands
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Belzunces B, Hoyau S, Benoit M, Tarrat N, Bessac F. Theoretical study of the atrazine pesticide interaction with pyrophyllite and Ca2+-montmorillonite clay surfaces. J Comput Chem 2016; 38:133-143. [DOI: 10.1002/jcc.24530] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Accepted: 10/16/2016] [Indexed: 01/27/2023]
Affiliation(s)
- Bastien Belzunces
- Laboratoire de Chimie et Physique Quantiques, 118, route de Narbonne, Université de Toulouse, UPS, IRSAMC; Toulouse F-31062 France
- CNRS (UMR 5626); F-31062 Toulouse France
- Ecole d'Ingénieurs de Purpan, 75, Université de Toulouse, INPT; voie du TOEC, BP 57611, Toulouse Cedex 03 F-31076 France
| | - Sophie Hoyau
- Laboratoire de Chimie et Physique Quantiques, 118, route de Narbonne, Université de Toulouse, UPS, IRSAMC; Toulouse F-31062 France
- CNRS (UMR 5626); F-31062 Toulouse France
| | - Magali Benoit
- CEMES - Centre d'Elaboration de Matériaux et d'Etudes Structurales - CNRS (UPR 8011), 29 rue Jeanne Marvig; Toulouse F-31055 France
| | - Nathalie Tarrat
- CEMES - Centre d'Elaboration de Matériaux et d'Etudes Structurales - CNRS (UPR 8011), 29 rue Jeanne Marvig; Toulouse F-31055 France
| | - Fabienne Bessac
- Laboratoire de Chimie et Physique Quantiques, 118, route de Narbonne, Université de Toulouse, UPS, IRSAMC; Toulouse F-31062 France
- CNRS (UMR 5626); F-31062 Toulouse France
- Ecole d'Ingénieurs de Purpan, 75, Université de Toulouse, INPT; voie du TOEC, BP 57611, Toulouse Cedex 03 F-31076 France
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Rohr JR, Salice CJ, Nisbet RM. The pros and cons of ecological risk assessment based on data from different levels of biological organization. Crit Rev Toxicol 2016; 46:756-84. [PMID: 27340745 PMCID: PMC5141515 DOI: 10.1080/10408444.2016.1190685] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2016] [Revised: 05/12/2016] [Accepted: 05/13/2016] [Indexed: 01/15/2023]
Abstract
Ecological risk assessment (ERA) is the process used to evaluate the safety of manufactured chemicals to the environment. Here we review the pros and cons of ERA across levels of biological organization, including suborganismal (e.g., biomarkers), individual, population, community, ecosystem and landscapes levels. Our review revealed that level of biological organization is often related negatively with ease at assessing cause-effect relationships, ease of high-throughput screening of large numbers of chemicals (it is especially easier for suborganismal endpoints), and uncertainty of the ERA because low levels of biological organization tend to have a large distance between their measurement (what is quantified) and assessment endpoints (what is to be protected). In contrast, level of biological organization is often related positively with sensitivity to important negative and positive feedbacks and context dependencies within biological systems, and ease at capturing recovery from adverse contaminant effects. Some endpoints did not show obvious trends across levels of biological organization, such as the use of vertebrate animals in chemical testing and ease at screening large numbers of species, and other factors lacked sufficient data across levels of biological organization, such as repeatability, variability, cost per study and cost per species of effects assessment, the latter of which might be a more defensible way to compare costs of ERAs than cost per study. To compensate for weaknesses of ERA at any particular level of biological organization, we also review mathematical modeling approaches commonly used to extrapolate effects across levels of organization. Finally, we provide recommendations for next generation ERA, submitting that if there is an ideal level of biological organization to conduct ERA, it will only emerge if ERA is approached simultaneously from the bottom of biological organization up as well as from the top down, all while employing mathematical modeling approaches where possible to enhance ERA. Because top-down ERA is unconventional, we also offer some suggestions for how it might be implemented efficaciously. We hope this review helps researchers in the field of ERA fill key information gaps and helps risk assessors identify the best levels of biological organization to conduct ERAs with differing goals.
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Affiliation(s)
| | | | - Roger M. Nisbet
- University of California at Santa Barbara, Santa Barbara, CA 93106-9620
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Kim D, Lee S, Kim M, Lee E, Yoo C. Development of QSAR Model Based on the Key Molecular Descriptors Selection and Computational Toxicology for Prediction of Toxicity of PCBs. KOREAN CHEMICAL ENGINEERING RESEARCH 2016. [DOI: 10.9713/kcer.2016.54.5.621] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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May M, Drost W, Germer S, Juffernholz T, Hahn S. Evaluation of acute-to-chronic ratios of fish and Daphnia to predict acceptable no-effect levels. ENVIRONMENTAL SCIENCES EUROPE 2016; 28:16. [PMID: 27752449 PMCID: PMC5044967 DOI: 10.1186/s12302-016-0084-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2015] [Accepted: 04/18/2016] [Indexed: 05/22/2023]
Abstract
BACKGROUND Acute-to-chronic extrapolation is an important approach to predict acceptable no-effect levels from acute data which has some uncertainties, but is valuable for risk assessment of chemical substances. With regard to the still limited and heterogenic data of chronic fish tests, conclusions on aquatic hazard estimation need to be checked and the question arises whether the chronic toxicity to fish can be adequately derived from acute data. A comprehensive dataset including ecotoxicological studies of 203 substances was used to investigate acute-to-chronic ratios (ACR) for both fish and Daphnia. To address potential uncertainty parameters of the approach, the influence of the octanol-water partition coefficient Kow, the mode of action, and the acute toxicity levels on the ACR was evaluated. RESULTS For industrial chemicals, median ACRs of 12.0 for fish and 8.8 for Daphnia and 90th percentiles of 68.0 and 50.2, respectively, were determined. The ACR for the most sensitive aquatic trophic level (ACRaqu) is derived by comparing the lowest acute and chronic effect value of Daphnia and fish. The median ACRaqu was 9.9, and the 90th percentile was determined to 58.5. The influence of the Kow on the ACR value was analysed and a correlation could not be confirmed. Non-polar narcosis was associated with a lower ACR, whereas polar narcosis was associated with an increased ACR. CONCLUSIONS The result suggests that an acute-to-chronic extrapolation factor of 100 is protective for more than 90 % of the chemicals. Polar narcosis may represent a predictor for an increased ACR and an increased uncertainty of the approach. The result further suggests that a high Kow is probably not associated with increased ACRs and does not necessarily represent a determinant for chronic toxicity testing within this context.
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Affiliation(s)
- Martin May
- Fraunhofer Institute for Toxicology and Experimental Medicine, Chemical Risk Assessment, Nikolai-Fuchs-Strasse 1, 30625 Hannover, Germany
| | - Wiebke Drost
- German Federal Environment Agency, Wörlitzer Platz 1, 06844 Dessau-Rosslau, Germany
| | - Sabine Germer
- German Federal Environment Agency, Wörlitzer Platz 1, 06844 Dessau-Rosslau, Germany
| | - Tanja Juffernholz
- German Federal Environment Agency, Wörlitzer Platz 1, 06844 Dessau-Rosslau, Germany
| | - Stefan Hahn
- Fraunhofer Institute for Toxicology and Experimental Medicine, Chemical Risk Assessment, Nikolai-Fuchs-Strasse 1, 30625 Hannover, Germany
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Hoke R, Huggett D, Brasfield S, Brown B, Embry M, Fairbrother A, Kivi M, Paumen ML, Prosser R, Salvito D, Scroggins R. Review of laboratory-based terrestrial bioaccumulation assessment approaches for organic chemicals: Current status and future possibilities. INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT 2016; 12:109-122. [PMID: 26272585 DOI: 10.1002/ieam.1692] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2014] [Revised: 04/09/2015] [Accepted: 07/13/2015] [Indexed: 06/04/2023]
Abstract
In the last decade, interest has been renewed in approaches for the assessment of the bioaccumulation potential of chemicals, principally driven by the need to evaluate large numbers of chemicals as part of new chemical legislation, while reducing vertebrate test organism use called for in animal welfare legislation. This renewed interest has inspired research activities and advances in bioaccumulation science for neutral organic chemicals in aquatic environments. In January 2013, ILSI Health and Environmental Sciences Institute convened experts to identify the state of the science and existing shortcomings in terrestrial bioaccumulation assessment of neutral organic chemicals. Potential modifications to existing laboratory methods were identified, including areas in which new laboratory approaches or test methods could be developed to address terrestrial bioaccumulation. The utility of "non-ecotoxicity" data (e.g., mammalian laboratory data) was also discussed. The highlights of the workshop discussions are presented along with potential modifications in laboratory approaches and new test guidelines that could be used for assessing the bioaccumulation of chemicals in terrestrial organisms.
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Affiliation(s)
- Robert Hoke
- DuPont, Haskell Global Centers for Health and Environmental Sciences, Newark, Delaware, USA
| | | | - Sandra Brasfield
- US Army Engineer Research and Development Center, Vicksburg, Mississippi
| | - Becky Brown
- AstraZeneca, Global Environment, Cheshire, United Kingdom; Present address: WCA, Brunel House, Volunteer Way, Faringdon, Oxfordshire, United Kingdom
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14
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Integrated Approaches to Testing and Assessment. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2016; 856:317-342. [PMID: 27671729 DOI: 10.1007/978-3-319-33826-2_13] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In this chapter, we explain how Integrated Approaches to Testing and Assessment (IATA) offer a means of integrating and translating the data generated by toxicity testing methods, thereby serving as flexible and suitable tools for toxicological decision making in the twenty-first century. In addition to traditional in vitro and in vivo testing methods, IATA are increasingly incorporating newly developed in vitro systems and measurement technologies such as high throughput screening and high content imaging. Computational approaches are also being used in IATA development, both as a means of generating data (e.g. QSARs), interpreting data (bioinformatics and chemoinformatics), and as a means of integrating multiple sources of data (e.g. expert systems, bayesian models). Decision analytic methods derived from socioeconomic theory can also play a role in developing flexible and optimal IATA solutions. Some of the challenges involved in the development, validation and implementation of IATA are also discussed.
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Wilks MF, Roth N, Aicher L, Faust M, Papadaki P, Marchis A, Calliera M, Ginebreda A, Andres S, Kühne R, Schüürmann G. White paper on the promotion of an integrated risk assessment concept in European regulatory frameworks for chemicals. THE SCIENCE OF THE TOTAL ENVIRONMENT 2015; 521-522:211-8. [PMID: 25841074 DOI: 10.1016/j.scitotenv.2015.03.065] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2014] [Revised: 03/17/2015] [Accepted: 03/17/2015] [Indexed: 05/22/2023]
Abstract
The vision of a sustainable and safe use of chemicals to protect human health, preserve the environment and maintain the ecosystem requires innovative and more holistic approaches to risk assessment (RA) in order to better inform decision making. Integrated risk assessment (IRA) has been proposed as a solution to current scientific, societal and policy needs. It is defined as the mutual exploitation of environmental risk assessment (ERA) for human health risk assessment (HHRA) and vice versa in order to coherently and more efficiently characterize an overall risk to humans and the environment for better informing the risk analysis process. Extrapolating between species which are relevant for HHRA and ERA requires a detailed understanding of pathways of toxicity/modes of action (MoA) for the various toxicological endpoints. Significant scientific advances, changes in chemical legislation, and increasing environmental consciousness have created a favourable scientific and regulatory environment to develop and promote the concept and vision of IRA. An initial proof of concept is needed to foster the incorporation of IRA approaches into different chemical sectorial regulations and demonstrate their reliability for regulatory purposes. More familiarity and confidence with IRA will ultimately contribute to an overall reduction in in vivo toxicity testing requirements. However, significant progress will only be made if long-term support for MoA-related research is secured. In the short term, further exchange and harmonization of RA terminology, models and methodologies across chemical categories and regulatory agencies will support these efforts. Since societal values, public perceptions and cultural factors are of increasing importance for the acceptance of risk analysis and successful implementation of risk mitigation measures, the integration of socio-economic analysis and socio-behavioural considerations into the risk analysis process may help to produce a more effective risk evaluation and consideration of the risks and benefits associated with the use of chemicals.
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Affiliation(s)
- M F Wilks
- Swiss Centre for Applied Human Toxicology (SCAHT), University of Basel, Switzerland.
| | - N Roth
- Swiss Centre for Applied Human Toxicology (SCAHT), University of Basel, Switzerland
| | - L Aicher
- Swiss Centre for Applied Human Toxicology (SCAHT), University of Basel, Switzerland
| | - M Faust
- Faust & Backhaus Environmental Consulting GbR (F+B), Bremen, Germany
| | - P Papadaki
- Department of Pesticides Control & Phytopharmacy, Benaki Phytopathological Institute (BPI), Athens, Greece
| | - A Marchis
- OPERA Research Center, Catholic University of the Sacred Heart (UCSC), Piacenza, Italy
| | - M Calliera
- Institute of Agricultural and Environmental Chemistry, Catholic University of the Sacred Heart (UCSC), Piacenza, Italy
| | - A Ginebreda
- Institute of Environmental Assessment and Water Research, Spanish Council of Scientific Research (CSIC), Barcelona, Spain
| | - S Andres
- French National Institute for Industrial Environment and Risks (INERIS), Parc Technologique Alata, Verneuil-en-Halatte, France
| | - R Kühne
- UFZ Department of Ecological Chemistry, Helmholtz Centre for Environmental Research, Leipzig, Germany
| | - G Schüürmann
- UFZ Department of Ecological Chemistry, Helmholtz Centre for Environmental Research, Leipzig, Germany; Institute for Organic Chemistry, Technical University Bergakademie Freiberg, Germany
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Tollefsen KE, Scholz S, Cronin MT, Edwards SW, de Knecht J, Crofton K, Garcia-Reyero N, Hartung T, Worth A, Patlewicz G. Applying Adverse Outcome Pathways (AOPs) to support Integrated Approaches to Testing and Assessment (IATA). Regul Toxicol Pharmacol 2014; 70:629-40. [PMID: 25261300 DOI: 10.1016/j.yrtph.2014.09.009] [Citation(s) in RCA: 235] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Revised: 09/16/2014] [Accepted: 09/17/2014] [Indexed: 01/13/2023]
Abstract
Chemical regulation is challenged by the large number of chemicals requiring assessment for potential human health and environmental impacts. Current approaches are too resource intensive in terms of time, money and animal use to evaluate all chemicals under development or already on the market. The need for timely and robust decision making demands that regulatory toxicity testing becomes more cost-effective and efficient. One way to realize this goal is by being more strategic in directing testing resources; focusing on chemicals of highest concern, limiting testing to the most probable hazards, or targeting the most vulnerable species. Hypothesis driven Integrated Approaches to Testing and Assessment (IATA) have been proposed as practical solutions to such strategic testing. In parallel, the development of the Adverse Outcome Pathway (AOP) framework, which provides information on the causal links between a molecular initiating event (MIE), intermediate key events (KEs) and an adverse outcome (AO) of regulatory concern, offers the biological context to facilitate development of IATA for regulatory decision making. This manuscript summarizes discussions at the Workshop entitled "Advancing AOPs for Integrated Toxicology and Regulatory Applications" with particular focus on the role AOPs play in informing the development of IATA for different regulatory purposes.
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Affiliation(s)
- Knut Erik Tollefsen
- Norwegian Institute for Water Research (NIVA), Gaustadalléen 21, N-0349 Oslo, Norway.
| | - Stefan Scholz
- UFZ - Helmholtz Centre for Environmental Research, Department of Bioanalytical Ecotoxicology, Permoserstr. 15, 04318 Leipzig, Germany.
| | - Mark T Cronin
- Liverpool John Moores University, School of Pharmacy and Biomolecular Sciences, Byrom Street, Liverpool L3 3AF, UK.
| | - Stephen W Edwards
- U.S. Environmental Protection Agency, Office of Research and Development (ORD), Research Triangle Park (RTP), NC 2771, USA.
| | - Joop de Knecht
- Environment Health and Safety Division, Environment Directorate, Organisation for Economic Co-operation and Development (OECD), 2 rue André Pascal, 75775 Paris Cedex 16, France.
| | - Kevin Crofton
- U.S. Environmental Protection Agency, Office of Research and Development (ORD), Research Triangle Park (RTP), NC 2771, USA.
| | - Natalia Garcia-Reyero
- Institute for Genomics, Biocomputing & Biotechnology, Mississippi State University, Starkville, MS, USA.
| | - Thomas Hartung
- Johns Hopkins University, Bloomberg School of Public Health, Center for Alternatives to Animal Testing (CAAT), 615 N Wolfe St, Baltimore, MD 21205, USA.
| | - Andrew Worth
- European Commission-Joint Research Centre, Institute for Health & Consumer Protection, Systems Toxicology Unit, Via E. Fermi, Ispra, Varese, Italy.
| | - Grace Patlewicz
- DuPont Haskell Global Centers for Health and Environmental Sciences, Stine-Haskell 320/212, 1090 Elkton Road, Newark, DE 19711, USA.
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Servien R, Mamy L, Li Z, Rossard V, Latrille E, Bessac F, Patureau D, Benoit P. TyPol - a new methodology for organic compounds clustering based on their molecular characteristics and environmental behavior. CHEMOSPHERE 2014; 111:613-622. [PMID: 24997973 DOI: 10.1016/j.chemosphere.2014.05.020] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2013] [Revised: 05/07/2014] [Accepted: 05/11/2014] [Indexed: 06/03/2023]
Abstract
Following legislation, the assessment of the environmental risks of 30000-100000 chemical substances is required for their registration dossiers. However, their behavior in the environment and their transfer to environmental components such as water or atmosphere are studied for only a very small proportion of the chemical in laboratory tests or monitoring studies because it is time-consuming and/or cost prohibitive. Therefore, the objective of this work was to develop a new methodology, TyPol, to classify organic compounds, and their degradation products, according to both their behavior in the environment and their molecular properties. The strategy relies on partial least squares analysis and hierarchical clustering. The calculation of molecular descriptors is based on an in silico approach, and the environmental endpoints (i.e. environmental parameters) are extracted from several available databases and literature. The classification of 215 organic compounds inputted in TyPol for this proof-of-concept study showed that the combination of some specific molecular descriptors could be related to a particular behavior in the environment. TyPol also provided an analysis of similarities (or dissimilarities) between organic compounds and their degradation products. Among the 24 degradation products that were inputted, 58% were found in the same cluster as their parents. The robustness of the method was tested and shown to be good. TyPol could help to predict the environmental behavior of a "new" compound (parent compound or degradation product) from its affiliation to one cluster, but also to select representative substances from a large data set in order to answer some specific questions regarding their behavior in the environment.
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Affiliation(s)
- Rémi Servien
- INRA, Université de Toulouse, UMR 1331 Toxalim, Research Centre in Food Toxicology, F-31027 Toulouse, France; INRA, UR 050, Laboratoire de Biotechnologie de l'Environnement, Avenue des Etangs, F-11100 Narbonne, France.
| | - Laure Mamy
- INRA, UR 251 PESSAC, Route de St Cyr, F-78026 Versailles, France
| | - Ziang Li
- UMR 1091 INRA-AgroParisTech, Environnement et Grandes Cultures, F-78850 Thiverval-Grignon, France
| | - Virginie Rossard
- INRA, UR 050, Laboratoire de Biotechnologie de l'Environnement, Avenue des Etangs, F-11100 Narbonne, France
| | - Eric Latrille
- INRA, UR 050, Laboratoire de Biotechnologie de l'Environnement, Avenue des Etangs, F-11100 Narbonne, France
| | - Fabienne Bessac
- Université de Toulouse, INPT, Ecole d'Ingénieurs de Purpan, Equipe DINA, 75 voie du TOEC, BP 57611, F-31076 Toulouse Cedex 03, France; Université de Toulouse, UPS, IRSAMC, Laboratoire de Chimie et Physique Quantiques, 118 route de Narbonne, F-31062 Toulouse, France; CNRS (UMR 5626), F-31062 Toulouse, France
| | - Dominique Patureau
- INRA, UR 050, Laboratoire de Biotechnologie de l'Environnement, Avenue des Etangs, F-11100 Narbonne, France
| | - Pierre Benoit
- UMR 1091 INRA-AgroParisTech, Environnement et Grandes Cultures, F-78850 Thiverval-Grignon, France
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Furuhagen S, Fuchs A, Lundström Belleza E, Breitholtz M, Gorokhova E. Are pharmaceuticals with evolutionary conserved molecular drug targets more potent to cause toxic effects in non-target organisms? PLoS One 2014; 9:e105028. [PMID: 25140792 PMCID: PMC4139295 DOI: 10.1371/journal.pone.0105028] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2013] [Accepted: 07/19/2014] [Indexed: 12/17/2022] Open
Abstract
The ubiquitous use of pharmaceuticals has resulted in a continuous discharge into wastewater and pharmaceuticals and their metabolites are found in the environment. Due to their design towards specific drug targets, pharmaceuticals may be therapeutically active already at low environmental concentrations. Several human drug targets are evolutionary conserved in aquatic organisms, raising concerns about effects of these pharmaceuticals in non-target organisms. In this study, we hypothesized that the toxicity of a pharmaceutical towards a non-target invertebrate depends on the presence of the human drug target orthologs in this species. This was tested by assessing toxicity of pharmaceuticals with (miconazole and promethazine) and without (levonorgestrel) identified drug target orthologs in the cladoceran Daphnia magna. The toxicity was evaluated using general toxicity endpoints at individual (immobility, reproduction and development), biochemical (RNA and DNA content) and molecular (gene expression) levels. The results provide evidence for higher toxicity of miconazole and promethazine, i.e. the drugs with identified drug target orthologs. At the individual level, miconazole had the lowest effect concentrations for immobility and reproduction (0.3 and 0.022 mg L-1, respectively) followed by promethazine (1.6 and 0.18 mg L-1, respectively). At the biochemical level, individual RNA content was affected by miconazole and promethazine already at 0.0023 and 0.059 mg L-1, respectively. At the molecular level, gene expression for cuticle protein was significantly suppressed by exposure to both miconazole and promethazine; moreover, daphnids exposed to miconazole had significantly lower vitellogenin expression. Levonorgestrel did not have any effects on any endpoints in the concentrations tested. These results highlight the importance of considering drug target conservation in environmental risk assessments of pharmaceuticals.
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Affiliation(s)
- Sara Furuhagen
- Department of Applied Environmental Science, Stockholm University, Stockholm, Sweden
- * E-mail:
| | - Anne Fuchs
- Department of Applied Environmental Science, Stockholm University, Stockholm, Sweden
| | | | - Magnus Breitholtz
- Department of Applied Environmental Science, Stockholm University, Stockholm, Sweden
| | - Elena Gorokhova
- Department of Applied Environmental Science, Stockholm University, Stockholm, Sweden
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19
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Epigenetics in an ecotoxicological context. MUTATION RESEARCH-GENETIC TOXICOLOGY AND ENVIRONMENTAL MUTAGENESIS 2014; 764-765:36-45. [DOI: 10.1016/j.mrgentox.2013.08.008] [Citation(s) in RCA: 106] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2013] [Accepted: 08/22/2013] [Indexed: 11/23/2022]
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20
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Winkler DA, Burden FR, Yan B, Weissleder R, Tassa C, Shaw S, Epa VC. Modelling and predicting the biological effects of nanomaterials. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2014; 25:161-172. [PMID: 24625316 DOI: 10.1080/1062936x.2013.874367] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2013] [Accepted: 12/09/2013] [Indexed: 06/03/2023]
Abstract
The commercial applications of nanoparticles are growing rapidly, but we know relatively little about how nanoparticles interact with biological systems. Their value--but also their risk--is related to their nanophase properties being markedly different to those of the same material in bulk. Experiments to determine how nanoparticles are taken up, distributed, modified, and elicit any adverse effects are essential. However, cost and time considerations mean that predictive models would also be extremely valuable, particularly assisting regulators to minimize health and environmental risks. We used novel sparse machine learning methods that employ Bayesian neural networks to model three nanoparticle data sets using both linear and nonlinear machine learning methods. The first data comprised iron oxide nanoparticles decorated with 108 different molecules tested against five cell lines, HUVEC, pancreatic cancer, and three macrophage or macrophage-like lines. The second data set comprised 52 nanoparticles with various core compositions, coatings, and surface attachments. The nanoparticles were characterized using four descriptors (size, relaxivities, and zeta potential), and their biological effects on four cells lines assessed using four biological assays per cell line and four concentrations per assay. The third data set involved the biological responses to gold nanoparticles functionalized by 80 different small molecules. Nonspecific binding and binding to AChE were the biological endpoints modelled. The biological effects of nanoparticles were modelled using molecular descriptors for the molecules that decorated the nanoparticle surface. Models with good statistical quality were constructed for most biological endpoints. These proof-of-concept models show that modelling biological effects of nanomaterials is possible using modern modelling methods.
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Affiliation(s)
- D A Winkler
- a CSIRO Materials Science & Engineering Parkville Australia
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21
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Tarazona JV, Sobanska MA, Cesnaitis R, Sobanski T, Bonnomet V, Versonnen B, De Coen W. Analysis of the ecotoxicity data submitted within the framework of the REACH Regulation. Part 2. Experimental aquatic toxicity assays. THE SCIENCE OF THE TOTAL ENVIRONMENT 2014; 472:137-145. [PMID: 24291139 DOI: 10.1016/j.scitotenv.2013.10.073] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2013] [Revised: 10/22/2013] [Accepted: 10/22/2013] [Indexed: 06/02/2023]
Abstract
This paper summarises the aquatic ecotoxicity data submitted in the REACH(1) registration dossiers and disseminated by the European Chemicals Agency (ECHA(2)). The analysis describes both the guidelines and the species mostly used by registrants. Non-OECD guidelines have been extensively used, in particular in covering of fish and aquatic invertebrate studies, but the main concern is that in 22-36% of the cases, depending on the endpoint, no information on the methodological approach and potential equivalences to test guidelines has been provided. As expected, most studies were conducted with those species typically used in laboratory ecotoxicity testing; nevertheless, the database provides a broad range of available species, covering the most relevant taxonomic groups for both freshwater and marine systems, although most are just occasionally used. This species diversity is essential for higher tier testing strategies, including the use of Species Sensitivity Distribution approaches. The assessment suggests that collecting available information has been the main approach used by registrants to fulfil their REACH information requirements for this first REACH registration deadline. Many studies are disclosed for the first time, and all are available through searchable web tools.
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Affiliation(s)
- Jose V Tarazona
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland.
| | - Marta A Sobanska
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | | | - Tomasz Sobanski
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Vincent Bonnomet
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Bram Versonnen
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Wim De Coen
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
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22
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Ruggiu F, Gizzi P, Galzi JL, Hibert M, Haiech J, Baskin I, Horvath D, Marcou G, Varnek A. Quantitative structure-property relationship modeling: a valuable support in high-throughput screening quality control. Anal Chem 2014; 86:2510-20. [PMID: 24479843 DOI: 10.1021/ac403544k] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Evaluation of important pharmacokinetic properties such as hydrophobicity by high-throughput screening (HTS) methods is a major issue in drug discovery. In this paper, we present measurements of the chromatographic hydrophobicity index (CHI) on a subset of the French chemical library Chimiothèque Nationale (CN). The data were used in quantitative structure-property relationship (QSPR) modeling in order to annotate the CN. An algorithm is proposed to detect problematic molecules with large prediction errors, called outliers. In order to find an explanation for these large discrepancies between predicted and experimental values, these compounds were reanalyzed experimentally. As the first selected outliers indeed had experimental problems, including hydrolysis or sheer absence of expected structure, we herewith propose the use of QSPR as a support tool for quality control of screening data and encourage cooperation between experimental and theoretical teams to improve results. The corrected data were used to produce a model, which is freely available on our web server at http://infochim.u-strasbg.fr/webserv/VSEngine.html .
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Affiliation(s)
- Fiorella Ruggiu
- Laboratoire de Chémoinformatique, UMR 7140 CNRS, Université de Strasbourg , 1 rue Blaise Pascal, 67000 Strasbourg, France
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23
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Sobanska MA, Cesnaitis R, Sobanski T, Versonnen B, Bonnomet V, Tarazona JV, De Coen W. Analysis of the ecotoxicity data submitted within the framework of the REACH Regulation. Part 1. General overview and data availability for the first registration deadline. THE SCIENCE OF THE TOTAL ENVIRONMENT 2014; 470-471:1225-1232. [PMID: 24246945 DOI: 10.1016/j.scitotenv.2013.10.074] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2013] [Revised: 10/22/2013] [Accepted: 10/22/2013] [Indexed: 06/02/2023]
Abstract
REACH(1) entered into force in June 2007 and has hence been operational for six years. With the first registration deadline in November 2010, the European Chemicals Agency (ECHA(2)) has received a large amount of scientific and administrative information related to chemical substances. In order to understand what type of data on ecotoxicity endpoints was submitted under the REACH framework a detailed analysis of the availability and content of relevant information was performed. To avoid unnecessary testing, the REACH Regulation provides registrants with the possibility to build testing strategies and to adopt the standard information requirements based on the specific conditions listed in the regulation. The types of information submitted by registrants to fulfil data requirements for aquatic, sediment and terrestrial toxicity endpoints were analysed. The REACH database analysis confirms large differences in the availability of experimental aquatic versus sediment and soil ecotoxicity data. Information requirements on aquatic organisms are mainly covered by experimental data, while those for sediment and soil are mostly waived.
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Affiliation(s)
- Marta A Sobanska
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland.
| | | | - Tomasz Sobanski
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Bram Versonnen
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Vincent Bonnomet
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Jose V Tarazona
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
| | - Wim De Coen
- European Chemicals Agency, Annankatu 18, FI-00121 Helsinki, Finland
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Trögl J, Benediktová K, Pilařová V, Synek V. A single-parameter logistic equation for fitting concentration-response curves from standard acute ecotoxicity assays. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2013; 32:2412-2416. [PMID: 23881720 DOI: 10.1002/etc.2328] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2013] [Revised: 04/02/2013] [Accepted: 07/15/2013] [Indexed: 06/02/2023]
Abstract
A set of 69 concentration-response curves from 5 acute ecotoxicity assays was fitted with a 2-parameter logistic equation. High correlation between values of regression parameters suggested similar slopes of the curves. This enabled derivation of the empirical single-parameter logistic equation with the sole median effective concentration (EC50) parameter. Such an equation might be useful in the evaluation of lower-quality (preliminary) experimental data and for the reduction of the number of test organisms and of testing costs.
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Affiliation(s)
- Josef Trögl
- Faculty of Environment, Jan Evangelista Purkyně University in Ústí nad Labem, Czech Republic.
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25
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Nendza M, Gabbert S, Kühne R, Lombardo A, Roncaglioni A, Benfenati E, Benigni R, Bossa C, Strempel S, Scheringer M, Fernández A, Rallo R, Giralt F, Dimitrov S, Mekenyan O, Bringezu F, Schüürmann G. A comparative survey of chemistry-driven in silico methods to identify hazardous substances under REACH. Regul Toxicol Pharmacol 2013; 66:301-14. [DOI: 10.1016/j.yrtph.2013.05.007] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2012] [Revised: 05/09/2013] [Accepted: 05/11/2013] [Indexed: 11/29/2022]
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26
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Péry ARR, Schüürmann G, Ciffroy P, Faust M, Backhaus T, Aicher L, Mombelli E, Tebby C, Cronin MTD, Tissot S, Andres S, Brignon JM, Frewer L, Georgiou S, Mattas K, Vergnaud JC, Peijnenburg W, Capri E, Marchis A, Wilks MF. Perspectives for integrating human and environmental risk assessment and synergies with socio-economic analysis. THE SCIENCE OF THE TOTAL ENVIRONMENT 2013; 456-457:307-316. [PMID: 23624004 DOI: 10.1016/j.scitotenv.2013.03.099] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2013] [Revised: 03/29/2013] [Accepted: 03/29/2013] [Indexed: 06/02/2023]
Abstract
For more than a decade, the integration of human and environmental risk assessment (RA) has become an attractive vision. At the same time, existing European regulations of chemical substances such as REACH (EC Regulation No. 1907/2006), the Plant Protection Products Regulation (EC regulation 1107/2009) and Biocide Regulation (EC Regulation 528/2012) continue to ask for sector-specific RAs, each of which have their individual information requirements regarding exposure and hazard data, and also use different methodologies for the ultimate risk quantification. In response to this difference between the vision for integration and the current scientific and regulatory practice, the present paper outlines five medium-term opportunities for integrating human and environmental RA, followed by detailed discussions of the associated major components and their state of the art. Current hazard assessment approaches are analyzed in terms of data availability and quality, and covering non-test tools, the integrated testing strategy (ITS) approach, the adverse outcome pathway (AOP) concept, methods for assessing uncertainty, and the issue of explicitly treating mixture toxicity. With respect to exposure, opportunities for integrating exposure assessment are discussed, taking into account the uncertainty, standardization and validation of exposure modeling as well as the availability of exposure data. A further focus is on ways to complement RA by a socio-economic assessment (SEA) in order to better inform about risk management options. In this way, the present analysis, developed as part of the EU FP7 project HEROIC, may contribute to paving the way for integrating, where useful and possible, human and environmental RA in a manner suitable for its coupling with SEA.
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Affiliation(s)
- A R R Péry
- INERIS, Parc Alata, BP2, 60550 Verneuil-en-Halatte, France.
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27
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Yauk CL, Bishop J, Dearfield KL, Douglas GR, Hales BF, Luijten M, O'Brien JM, Robaire B, Sram R, van Benthem J, Wade MG, White PA, Marchetti F. The development of adverse outcome pathways for mutagenic effects for the organization for economic co-operation and development. ENVIRONMENTAL AND MOLECULAR MUTAGENESIS 2013; 54:79-81. [PMID: 23355186 DOI: 10.1002/em.21757] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2012] [Revised: 11/30/2012] [Accepted: 12/01/2012] [Indexed: 06/01/2023]
Affiliation(s)
- Carole L Yauk
- Environmental Health Science and Research Bureau, Health Canada, Ottawa, Ontario, Canada.
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28
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Vermeire T, Aldenberg T, Buist H, Escher S, Mangelsdorf I, Pauné E, Rorije E, Kroese D. OSIRIS, a quest for proof of principle for integrated testing strategies of chemicals for four human health endpoints. Regul Toxicol Pharmacol 2013; 67:136-45. [PMID: 23385135 DOI: 10.1016/j.yrtph.2013.01.007] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2012] [Revised: 01/20/2013] [Accepted: 01/23/2013] [Indexed: 01/07/2023]
Abstract
Chemical substances policies in Europe are aiming towards chemical safety and at the same time a reduction in animal testing. These goals are alleged to be reachable by mining as many relevant data as possible, evaluate these data with regard to validity, reliability and relevance, and use of these data in so-called Integrated Testing Strategies (ITS). This paper offers an overview of four human health endpoints that were part of the EU-funded OSIRIS project, aiming to develop ITS fit for the EU chemicals legislation REACH. The endpoints considered cover their categorical as well as continuous characteristics: skin sensitisation, repeated dose toxicity, mutagenicity and carcinogenicity. Detailed papers are published elsewhere in this volume. The stepwise ITS approach developed takes advantage of existing information, groups information about similar substances and integrates exposure considerations. The different and possibly contradictory information is weighted and the respective uncertainties taken into account in a weight of evidence (WoE) approach. In case of data gaps, the ITS proposes the most appropriate method to acquire the missing information. Each building block for the ITS, i.e. each in vivo test, in vitro test, (Q)SAR model or human evidence, is evaluated with regard to quality.
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Affiliation(s)
- Theo Vermeire
- National Institute for Public Health and the Environment (RIVM), Antonie van Leeuwenhoeklaan 9, 3721 MA Bilthoven, The Netherlands.
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Hartung T, Luechtefeld T, Maertens A, Kleensang A. Integrated testing strategies for safety assessments. ALTEX 2013; 30:3-18. [PMID: 23338803 PMCID: PMC3800026 DOI: 10.14573/altex.2013.1.003] [Citation(s) in RCA: 92] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Despite the fact that toxicology uses many stand-alone tests, a systematic combination of several information sources very often is required: Examples include: when not all possible outcomes of interest (e.g., modes of action), classes of test substances (applicability domains), or severity classes of effect are covered in a single test; when the positive test result is rare (low prevalence leading to excessive false-positive results); when the gold standard test is too costly or uses too many animals, creating a need for prioritization by screening. Similarly, tests are combined when the human predictivity of a single test is not satisfactory or when existing data and evidence from various tests will be integrated. Increasingly, kinetic information also will be integrated to make an in vivo extrapolation from in vitro data. Integrated Testing Strategies (ITS) offer the solution to these problems. ITS have been discussed for more than a decade, and some attempts have been made in test guidance for regulations. Despite their obvious potential for revamping regulatory toxicology, however, we still have little guidance on the composition, validation, and adaptation of ITS for different purposes. Similarly, Weight of Evidence and Evidence-based Toxicology approaches require different pieces of evidence and test data to be weighed and combined. ITS also represent the logical way of combining pathway-based tests, as suggested in Toxicology for the 21st Century. This paper describes the state of the art of ITS and makes suggestions as to the definition, systematic combination, and quality assurance of ITS.
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Affiliation(s)
- Thomas Hartung
- Johns Hopkins University, Bloomberg School of Public Health, CAAT, Baltimore, MD 21205, USA.
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Hristozov DR, Gottardo S, Critto A, Marcomini A. Risk assessment of engineered nanomaterials: a review of available data and approaches from a regulatory perspective. Nanotoxicology 2012; 6:880-98. [DOI: 10.3109/17435390.2011.626534] [Citation(s) in RCA: 118] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Song IS, Cha JY, Lee SK. Prediction and analysis of acute fish toxicity of pesticides to the rainbow trout using 2D-QSAR. ANALYTICAL SCIENCE AND TECHNOLOGY 2011. [DOI: 10.5806/ast.2011.24.6.544] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Sahlin U, Filipsson M, Öberg T. A Risk Assessment Perspective of Current Practice in Characterizing Uncertainties in QSAR Regression Predictions. Mol Inform 2011; 30:551-64. [DOI: 10.1002/minf.201000177] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2010] [Accepted: 03/25/2011] [Indexed: 11/08/2022]
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Villeneuve DL, Garcia-Reyero N. Vision & strategy: Predictive ecotoxicology in the 21st century. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2011; 30:1-8. [PMID: 21182100 DOI: 10.1002/etc.396] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
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Hulzebos E, Gunnarsdottir S, Rila JP, Dang Z, Rorije E. An Integrated Assessment Scheme for assessing the adequacy of (eco)toxicological data under REACH. Toxicol Lett 2010; 198:255-62. [DOI: 10.1016/j.toxlet.2010.07.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2010] [Revised: 07/05/2010] [Accepted: 07/06/2010] [Indexed: 10/19/2022]
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Stojić N, Erić S, Kuzmanovski I. Prediction of toxicity and data exploratory analysis of estrogen-active endocrine disruptors using counter-propagation artificial neural networks. J Mol Graph Model 2010; 29:450-60. [PMID: 20952233 DOI: 10.1016/j.jmgm.2010.09.001] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2010] [Revised: 09/05/2010] [Accepted: 09/09/2010] [Indexed: 11/29/2022]
Abstract
In this work, a novel algorithm for optimization of counter-propagation artificial neural networks has been used for development of quantitative structure-activity relationships model for prediction of the estrogenic activity of endocrine-disrupting chemicals. The search for the best model was performed using genetic algorithms. Genetic algorithms were used not only for selection of the most suitable descriptors for modeling, but also for automatic adjustment of their relative importance. Using our recently developed algorithm for automatic adjustment of the relative importance of the input variables, we have developed simple models with very good generalization performances using only few interpretable descriptors. One of the developed models is in details discussed in this article. The simplicity of the chosen descriptors and their relative importance for this model helped us in performing a detailed data exploratory analysis which gave us an insight in the structural features required for the activity of the estrogenic endocrine-disrupting chemicals.
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Affiliation(s)
- Nataša Stojić
- Institut za Hemija, PMF, Univerzitet "Sv. Kiril i Metodij", PO Box 162, 1001 Skopje, Macedonia
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Jaworska J, Gabbert S, Aldenberg T. Towards optimization of chemical testing under REACH: A Bayesian network approach to Integrated Testing Strategies. Regul Toxicol Pharmacol 2010; 57:157-67. [DOI: 10.1016/j.yrtph.2010.02.003] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2009] [Revised: 02/08/2010] [Accepted: 02/10/2010] [Indexed: 11/25/2022]
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Classification of Toxins in Humans. Clin Toxicol (Phila) 2010. [DOI: 10.3109/9781420092264-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Ellison CM, Madden JC, Judson P, Cronin MT. Using In Silico Tools in a Weight of Evidence Approach to Aid Toxicological Assessment. Mol Inform 2010; 29:97-110. [DOI: 10.1002/minf.200900006] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2009] [Accepted: 12/14/2009] [Indexed: 11/10/2022]
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Sone H, Okura M, Zaha H, Fujibuchi W, Taniguchi T, Akanuma H, Nagano R, Ohsako S, Yonemoto J. Profiles of Chemical Effects on Cells (pCEC): a toxicogenomics database with a toxicoinformatics system for risk evaluation and toxicity prediction of environmental chemicals. J Toxicol Sci 2010; 35:115-23. [DOI: 10.2131/jts.35.115] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Affiliation(s)
- Hideko Sone
- Research Center for Environmental Risk, National Institute for Environmental Studies
| | - Masahiro Okura
- Research Center for Environmental Risk, National Institute for Environmental Studies
| | - Hiroko Zaha
- Research Center for Environmental Risk, National Institute for Environmental Studies
| | - Wataru Fujibuchi
- Advanced Industrial Science and Technology (AIST), Computational Biology Research Center
| | - Takeaki Taniguchi
- Mitsubishi Research Institute, Inc., Practice Areas and Industry Sectors
| | - Hiromi Akanuma
- Research Center for Environmental Risk, National Institute for Environmental Studies
| | - Reiko Nagano
- Research Center for Environmental Risk, National Institute for Environmental Studies
| | - Seiichiro Ohsako
- Graduate School and Faculty of Medicine, The University of Tokyo
| | - Junzo Yonemoto
- Research Center for Environmental Risk, National Institute for Environmental Studies
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Vonk JA, Benigni R, Hewitt M, Nendza M, Segner H, van de Meent D, Cronin MT. The use of Mechanisms and Modes of Toxic Action in Integrated Testing Strategies: The Report and Recommendations of a Workshop held as part of the European Union OSIRIS Integrated Project. Altern Lab Anim 2009; 37:557-71. [DOI: 10.1177/026119290903700512] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
This report on The Potential of Mode of Action (MoA) Information Derived from Non-testing and Screening Methodologies to Support Informed Hazard Assessment, resulted from a workshop organised within OSIRIS (Optimised Strategies for Risk Assessment of Industrial Chemicals through Integration of Non-test and Test Information), a project partly funded by the EU Commission within the Sixth Framework Programme. The workshop was held in Liverpool, UK, on 30 October 2008, with 35 attendees. The goal of the OSIRIS project is to develop integrated testing strategies (ITS) fit for use in the REACH system, that would enable a significant increase in the use of non-testing information for regulatory decision making, and thus minimise the need for animal testing. One way to improve the evaluation of chemicals may be through categorisation by way of mechanisms or modes of toxic action. Defining such groups can enhance read-across possibilities and priority settings for certain toxic modes or chemical structures responsible for these toxic modes. Overall, this may result in a reduction of in vivo testing on organisms, through combining available data on mode of action and a focus on the potentially most-toxic groups. In this report, the possibilities of a mechanistic approach to assist in and guide ITS are explored, and the differences between human health and environmental areas are summarised.
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Affiliation(s)
- J. Arie Vonk
- Laboratory for Ecological Risk Assessment, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Romualdo Benigni
- Laboratory of Comparative Toxicology, Environment and Health Department, Istituto Superiore di Sanita, Rome, Italy
| | - Mark Hewitt
- School of Pharmacy and Chemistry, Liverpool John Moores University, Liverpool, UK
| | | | - Helmut Segner
- Centre for Fish and Wildlife Health, Vetsuisse Faculty, University of Berne, Berne, Switzerland
| | - Dik van de Meent
- Laboratory for Ecological Risk Assessment, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Mark T.D. Cronin
- School of Pharmacy and Chemistry, Liverpool John Moores University, Liverpool, UK
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Williams ES, Panko J, Paustenbach DJ. The European Union’s REACH regulation: a review of its history and requirements. Crit Rev Toxicol 2009; 39:553-75. [PMID: 19650717 DOI: 10.1080/10408440903036056] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Schaeffer A, Hollert H, Ratte HT, Ross-Nickoll M, Filser J, Matthies M, Oehlmann J, Scheringer M, Schulz R, Seitz A. An indispensable asset at risk: merits and needs of chemicals-related environmental sciences. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2009; 16:410-3. [PMID: 19468769 DOI: 10.1007/s11356-009-0157-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2009] [Accepted: 04/30/2009] [Indexed: 05/05/2023]
Abstract
BACKGROUND Modern societies depend on environmental sustainability and on new generations of individuals well-trained by environmental research and teaching institutions. In the past, significant contributions to the identification, assessment, and management of chemical stressors with legal consequences have been made. MAIN FEATURES Within this article, we intend to elucidate the merits and the emerging challenges of chemicals-related environmental sciences. The manuscript is supported by more than 70 professors and university academics of leading institutions in Germany, Switzerland, Austria, and other countries in Europe, but addresses topics of global concern. RESULTS AND DISCUSSION Many environmental problems of pollutants remain to be addresses, since new chemical compounds or classes of new compounds are continuously developed and brought to the market and sooner or later "emerge" in the environment. Further issues are the inclusion of transformation products and chemical mixtures in environmental risk assessment, the long-term presence of xenobiotics bound to soils and sediments, as well as an understanding of the ecological relevance of ecotoxicological end points. CONCLUSION AND PERSPECTIVES We point out the need for a strong academic research and education system in chemicals-related environmental sciences to ministries, politicians, and research funding institutions and we propose to create specific units in the national funding bodies that address basic and interdisciplinary research in this field.
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Affiliation(s)
- Andreas Schaeffer
- Institute for Environmental Research (Biology V), RWTH Aachen University, 52074, Aachen, Germany.
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