{"title":"Assessing proarrhythmic potential of environmental chemicals using a high throughput in vitro-in silico model with human induced pluripotent stem cell-derived cardiomyocytes_suppl1","authors":"Hsing-Chieh Lin","doi":"10.14573/altex.2306231s1","DOIUrl":"https://doi.org/10.14573/altex.2306231s1","url":null,"abstract":"QT prolongation and the potentially fatal arrhythmia Torsades de Pointes are common causes for withdrawing or restricting drugs; however, little is known if environmental chemicals may have similar liabilities. Current in vitro-in silico models for testing proarrhythmic liabilities, using human induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CM), provide an opportunity to address this data gap. These methods are still low- to medium-throughput and not suitable for testing the tens of thousands of chemicals in commerce. We hypothesized that combining high-throughput population-based in vitro testing in hiPSC-CMs with a fully in silico data analysis workflow can offer sensitive and specific predictions of proarrhythmic potential. We calibrated the model with a published hiPSC-CM dataset of drugs known to be positive or negative for proarrhythmia and tested its performance using internal cross-validation and external validation. Additionally, we used computational down-sampling to examine three study designs for hiPSC-CM data: one replicate of one donor, five replicates of one donor, and one replicate of a population of five donors. We found that the population of five donors had the best performance for predicting proarrhythmic potential. The resulting model was then applied to predict the proarrhythmic potential of environmental chemicals, additionally characterizing risk through margin of exposure (MOE) calculations. Out of over 900 environmental chemicals tested, over 150 were predicted to have proarrhythmic potential, but only seven chemicals have MOE < 1. We conclude that a high throughput in vitro-in silico approach using population-based hiPSC-CM testing provides a reasonable approach to screening environmental chemicals for proarrhythmic potential.","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135445354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lena Smirnova, Itzy E Morales Pantoja, Thomas Hartung
{"title":"Organoid intelligence (OI) - The ultimate functionality of a brain microphysiological system.","authors":"Lena Smirnova, Itzy E Morales Pantoja, Thomas Hartung","doi":"10.14573/altex.2303261","DOIUrl":"https://doi.org/10.14573/altex.2303261","url":null,"abstract":"<p><p>Understanding brain function remains challenging as work with human and animal models is complicated by compensatory mechanisms, while in vitro models have been too simple until now. With the advent of human stem cells and the bioengineering of brain microphysiological systems (MPS), understanding how both cognition and long-term memory arise is now coming into reach. We suggest combining cutting-edge AI with MPS research to spearhead organoid intelligence (OI) as synthetic biological intelligence. The vision is to realize cognitive functions in brain MPS and scale them to achieve relevant short- and long-term memory capabilities and basic information processing as the ultimate functional experimental models for neurodevelopment and neurological function and as cell-based assays for drug and chemical testing. By advancing the frontiers of biological computing, we aim to (a) create models of intelligence-in-a-dish to study the basis of human cognitive functions, (b) provide models to advance the search for toxicants contributing to neurological diseases and identify remedies for neurological maladies, and (c) achieve relevant biological computational capacities to complement traditional computing. Increased understanding of brain functionality, in some respects still superior to today's supercomputers, may allow to imitate this in neuromorphic computer architectures or might even open up biological computing to complement silicon computers. At the same time, this raises ethical questions such as where sentience and consciousness start and what the relationship between a stem cell donor and the respective OI system is. Such ethical discussions will be critical for the socially acceptable advance of brain organoid models of cognition.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 2","pages":"191-203"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9297063","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gwen Van de Wall, Astrid Van Hattem, Joy Timmermans, Merel Ritskes-Hoitinga, André Bleich, Cathalijn Leenaars
{"title":"Comparing translational success rates across medical research fields - A combined analysis of literature and clinical trial data.","authors":"Gwen Van de Wall, Astrid Van Hattem, Joy Timmermans, Merel Ritskes-Hoitinga, André Bleich, Cathalijn Leenaars","doi":"10.14573/altex.2208261","DOIUrl":"10.14573/altex.2208261","url":null,"abstract":"<p><p>Many interventions that show promising results in preclinical development do not pass clinical tests. Part of this may be explained by poor animal-to-human translation. Using animal models with low predictability for humans is neither ethical nor efficient. If translational success shows variation between medical research fields, analyses of common practices in these fields could identify factors contributing to successful translation. We assessed translational success rates in medical research fields using two approaches: through literature and clinical trial registers.\u0000Literature: We comprehensively searched PubMed for pharmacology, neuroscience, cancer research, animal models, clinical trials, and translation. After screening, 117 review papers were included in this scoping review. Translational success rates were not different within pharmacology (72%), neuroscience (62%), and cancer research (69%).\u0000Clinical trials: The fraction of phase-2 clinical trials with a positive outcome was used as a proxy (i.e., an indirect resemblance measure) for translational success. Trials were retrieved from the WHO trial register and categorized into medical research fields following the international classification of disease (ICD-10). Of the phase-2 trials analyzed, 65.2% were successful. Fields with the highest success rates were disorders of lipoprotein metabolism (86.0%) and epilepsy (85.0%). Fields with the lowest success rates were schizophrenia (45.4%) and pancreatic cancer (46.0%).\u0000Our combined analyses suggest relevant differences in success rates between medical research fields. Based on the clinical trials, comparisons of practice, e.g., between epilepsy and schizophrenia, might identify factors that influence translational success.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":" ","pages":"584-594"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9432821","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yang Cao, S Jannicke Moe, Riccardo De Bin, Knut Erik Tollefsen, You Song
{"title":"Comparison of piecewise structural equation modeling and Bayesian network for de novo construction of a quantitative adverse outcome pathway network.","authors":"Yang Cao, S Jannicke Moe, Riccardo De Bin, Knut Erik Tollefsen, You Song","doi":"10.14573/altex.2207113","DOIUrl":"https://doi.org/10.14573/altex.2207113","url":null,"abstract":"<p><p>Quantitative adverse outcome pathway network (qAOPN) is gaining momentum due to its predictive nature, alignment with quantitative risk assessment, and great potential as a computational new approach methodology (NAM) to reduce laboratory animal tests. The present work aimed to demonstrate two advanced modeling approaches, piecewise structural equation modeling (PSEM) and Bayesian network (BN), for de novo qAOPN model construction based on routine ecotoxicological data. A previously published AOP network comprised of four linear AOPs linking excessive reactive oxygen species production to mortality in aquatic organisms was employed as a case study. The demonstrative case study intended to answer: Which linear AOP in the network contributed the most to the AO? Can any of the upstream KEs accurately predict the AO? What are the advantages and limitations of PSEM or BN in qAOPN development? The outcomes from the two approaches showed that both PSEM and BN are suitable for constructing a complex qAOPN based on limited experimental data. Besides quantification of response-response relationships, both approaches could identify the most influencing linear AOP in a complex network and evaluate the predictive ability of the AOP, albeit some discrepancies in predictive ability were identified for the two approaches using this specific dataset. The advantages and limitations of the two approaches for qAOPN construction are discussed in detail, and suggestions on optimal workflows of PSEM and BN are provided to guide future qAOPN development.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 2","pages":"287-298"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9255553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Patricia L Bishop, Susy Brescia, Rachel Brunner, Warren Casey, Kathleen Conlee-Griffin, Richard A Currie, Jeanne Domoradzki, Michelle Embry, Maria Ines Harris, Thomas Hartung, Gina M Hilton, Barry Hooberman, Brandall Ingle, Kyung-Jin Jang, Lewis Kinter, Caroline Krall, Joseph Leedale, Anna Lowit, Jyotigna Mehta, Elizabeth Mendez, Bob Mingoia, Eliana Munarriz, Lynea Murphy, Angela Myer, Antoniana Ottoni, Martina Panzarea, Monique Perron, Juan Pina, Deborah Ramsingh, Fiona Sewell, Jennifer Swanson, Yu-Mei Tan, Andrea Terron, Maria A Trainer, Marize Campos Valadares, Steven Webb, Elizabeth Webb, Catherine Willett, Douglas C Wolf
{"title":"Challenges and opportunities for overcoming dog use in agrochemical evaluation and registration.","authors":"Patricia L Bishop, Susy Brescia, Rachel Brunner, Warren Casey, Kathleen Conlee-Griffin, Richard A Currie, Jeanne Domoradzki, Michelle Embry, Maria Ines Harris, Thomas Hartung, Gina M Hilton, Barry Hooberman, Brandall Ingle, Kyung-Jin Jang, Lewis Kinter, Caroline Krall, Joseph Leedale, Anna Lowit, Jyotigna Mehta, Elizabeth Mendez, Bob Mingoia, Eliana Munarriz, Lynea Murphy, Angela Myer, Antoniana Ottoni, Martina Panzarea, Monique Perron, Juan Pina, Deborah Ramsingh, Fiona Sewell, Jennifer Swanson, Yu-Mei Tan, Andrea Terron, Maria A Trainer, Marize Campos Valadares, Steven Webb, Elizabeth Webb, Catherine Willett, Douglas C Wolf","doi":"10.14573/altex.2302151","DOIUrl":"10.14573/altex.2302151","url":null,"abstract":"<p><p>Progress in developing new tools, assays, and approaches to assess human hazard and health risk provides an opportunity to re-evaluate the necessity of dog studies for the safety evaluation of agrochemicals. A workshop was held where participants discussed the strengths and limitations of past use of dogs for pesticide evaluations and registrations. Opportunities were identified to support alternative approaches to answer human safety questions without performing the required 90-day dog study. Development of a decision tree for determining when the dog study might not be necessary to inform pesticide safety and risk assessment was proposed. Such a process will require global regulatory authority participation to lead to its acceptance. The identification of unique effects in dogs that are not identified in rodents will need further evaluation and determination of their relevance to humans. The establishment of in vitro and in silico approaches that can provide critical data on relative species sensitivity and human relevance will be an important tool to advance the decision process. Promising novel tools including in vitro comparative metabolism studies, in silico models, and high-throughput assays able to identify metabolites and mechanisms of action leading to development of adverse outcome pathways will need further development. To replace or eliminate the 90-day dog study, a collaborative, multidisciplinary, international effort that transcends organizations and regulatory agencies will be needed in order to develop guidance on when the study would not be necessary for human safety and risk assessment.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 3","pages":"534-540"},"PeriodicalIF":4.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11487581/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9831516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Development of physiologically-based gut absorption model for probabilistic prediction of environmental chemical bioavailability.","authors":"Hsing-Chieh Lin, Weihsueh A Chiu","doi":"10.14573/altex.2210031","DOIUrl":"10.14573/altex.2210031","url":null,"abstract":"<p><p>Absorption in the gastrointestinal tract is a key factor determining the bioavailability of chemicals after oral exposure but is frequently assumed to have a conservative value of 100% for environmental chemicals, particularly in the context of high-throughput toxicokinetics for in vitro-to-in vivo extrapolation (IVIVE). For pharmaceutical compounds, the physiologically based advanced compartmental absorption and transit (ACAT) model has been used extensively to predict gut absorption but has not generally been applied to environmental chemicals. Here we develop a probabilistic environmental compartmental absorption and transit (PECAT) model, adapting the ACAT model to environmental chemicals. We calibrated the model parameters to human in vivo, ex vivo, and in vitro datasets of drug permeability and fractional absorption by considering two key factors: (1) differences between permeability in Caco-2 cells and in vivo permeability in the jejunum, and (2) differences in in vivo permeability across different gut segments. Incorporating these factors probabilistically, we found that given Caco-2 permeability measurements, predictions of the PECAT model are consistent with the (limited) available gut absorption data for environmental chemicals. However, the substantial chemical-to-chemical variability observed in the calibration data often led to wide probabilistic confidence bounds in the predicted fraction absorbed and resulting steady state blood concentration. Thus, while the PECAT model provides a statistically rigorous, physiologically based approach for incorporating in vitro data on gut absorption into toxicokinetic modeling and IVIVE, it also highlights the need for more accurate in vitro models and data for measuring gut segment-specific in vivo permeability of environmental chemicals.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 3","pages":"471-484"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10898273/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9841789","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Andy Forreryd, Robin Gradin, Charles Humfrey, Len Sweet, Henrik Johansson
{"title":"Exploration of the GARD™skin applicability domain: Indirectly acting haptens, hydrophobic substances and UVCBs.","authors":"Andy Forreryd, Robin Gradin, Charles Humfrey, Len Sweet, Henrik Johansson","doi":"10.14573/altex.2201281","DOIUrl":"https://doi.org/10.14573/altex.2201281","url":null,"abstract":"<p><p>Hazard assessments of skin sensitizers are increasingly performed using new approach methodologies (NAMs), with several in chemico, in vitro, and most recently, also defined approaches accepted for regulatory use. However, keeping track of potential limitations of each method to define applicability domains remains a crucial component to ensure adequate predictivity and to facilitate the appropriate selection of method(s) for each hazard assessment task. The objective of this report is to share test results generated with the GARD™skin assay on chemicals that have traditionally been considered difficult to test in some of the conventional in vitro and in chemico OECD Test Guidelines for skin sensitization. Such compounds may include, for example, indirectly acting haptens, hydrophobic substances, and substances of unknown or variable composition, complex reaction products or biological substances (UVCBs). Based on the results of this study, the sensitivity for prediction of skin sensitizing hazard of indirectly acting haptens was 92.4% and 87.5% when compared with local lymph node assay (LLNA) (n = 25) and human data (n = 8), respectively. Similarly, the sensitivity for prediction of skin sensitizing hazard of hydrophobic substances was 85.1% and 100% when compared with LLNA (n = 24) and human data (n = 9), respectively. Lastly, a case study involving assessment of a set of hydrophobic UVCBs (n = 7) resulted in a sensitivity of 100% compared to available reference data. These data provide support for the inclusion of such chemistries in the GARD™skin applicability domain without an increased risk of false negative classifications.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 1","pages":"53-60"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10595726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Felicitas Selter, Tatiana Hetzel, Hannes Kahrass, Marcel Mertz
{"title":"Animal research ethics as interaction of research ethics, animal ethics, and (animal protection) law.","authors":"Felicitas Selter, Tatiana Hetzel, Hannes Kahrass, Marcel Mertz","doi":"10.14573/altex.2301171","DOIUrl":"https://doi.org/10.14573/altex.2301171","url":null,"abstract":"","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 3","pages":"541-544"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10203268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Catharine E Krebs, Celean Camp, Helder Constantino, Lilas Courtot, Owen Kavanagh, Sofia Batista Leite, Judith Madden, Alicia Paini, Brinda Poojary, Ignacio J Tripodi, Emily R Trunnell
{"title":"Proceedings of a workshop to address animal methods bias in scientific publishing.","authors":"Catharine E Krebs, Celean Camp, Helder Constantino, Lilas Courtot, Owen Kavanagh, Sofia Batista Leite, Judith Madden, Alicia Paini, Brinda Poojary, Ignacio J Tripodi, Emily R Trunnell","doi":"10.14573/altex.2210211","DOIUrl":"10.14573/altex.2210211","url":null,"abstract":"<p><p>Animal methods bias in scientific publishing is a newly defined type of publishing bias describing a preference for animal-based methods where they may not be necessary or where nonanimal-based methods may already be suitable, which impacts the likelihood or timeliness of a manuscript being accepted for publication. This article covers the output from a workshop between stakeholders in publishing, academia, industry, government, and non-governmental organizations. The intent of the workshop was to exchange perspectives on the prevalence, causes, and impact of animal methods bias in scientific publishing, as well as to explore mitigation strategies. Output from the workshop includes summaries of presentations, breakout group discussions, participant polling results, and a synthesis of recommendations for mitigation. Overall, participants felt that animal methods bias has a meaningful impact on scientific publishing, though more evidence is needed to demonstrate its prevalence. Significant consequences of this bias that were identified include the unnecessary use of animals in scientific procedures, the continued reliance on animals in research – even where suitable nonanimal methods exist, poor rates of clinical translation, delays in publication, and negative impacts on career trajectories in science. Workshop participants offered recommendations for journals, publishers, funders, governments, and other policy makers, as well as the scientific community at large, to reduce the prevalence and impacts of animal methods bias. The workshop resulted in the creation of working groups committed to addressing animal methods bias, and activities are ongoing.</p>","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":" ","pages":"677-688"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40440123","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shihori Tanabe, Danielle Beaton, Vinita Chauhan, Ian Choi, Judy Choi, Laure-Alix Clerbaux, Lucia Coppola, Antonio Fernandez Dumont, Maranda Esterhuizen, Julija Filipovska, Rex FitzGerald, Ellen Fritsche, Natalia Garcia-Reyero, Anna Goralczyk, Elizabeth Huliganga, Young-Jun Kim, Jördis Klose, Cinzia La Rocca, Brigitte Landesmann, Angela Mally, Sivakumar Murugadoss, Elma Omeragic, Gladys Ouédraogo, Jorge Matias Pereira, Baki Sadi, Alexandra Schaffert, You Song, Iva Sovadinova, Tobias Stöger, Knut Erik Tollefsen, Clemens Wittwehr, Carole Yauk
{"title":"Report of the 3rd and 4th Mystery of Reactive Oxygen Species Conference.","authors":"Shihori Tanabe, Danielle Beaton, Vinita Chauhan, Ian Choi, Judy Choi, Laure-Alix Clerbaux, Lucia Coppola, Antonio Fernandez Dumont, Maranda Esterhuizen, Julija Filipovska, Rex FitzGerald, Ellen Fritsche, Natalia Garcia-Reyero, Anna Goralczyk, Elizabeth Huliganga, Young-Jun Kim, Jördis Klose, Cinzia La Rocca, Brigitte Landesmann, Angela Mally, Sivakumar Murugadoss, Elma Omeragic, Gladys Ouédraogo, Jorge Matias Pereira, Baki Sadi, Alexandra Schaffert, You Song, Iva Sovadinova, Tobias Stöger, Knut Erik Tollefsen, Clemens Wittwehr, Carole Yauk","doi":"10.14573/altex.2307041","DOIUrl":"10.14573/altex.2307041","url":null,"abstract":"The main MoR discussion led to further suggestions on KE terminology, including ensuring coherence to directionality in terms of the KE descriptions (e.g., specifying increase, decrease, altered, no direction, etc.) and clarifying differences in ROS and reactive oxygen and nitrogen species (RONS), and enzymatic and non-enzymatic events. The consortium highlighted the importance of the role of ROS as a KE and an associative event in the AOP framework. Additionally, participants highlighted modification to macromolecules from the resultant RONS generation (e.g., lipid peroxidation) as a relevant endpoint to include in the KE. The possibility of grouping ROS-related KEs in the AOP framework needs to be discussed further.","PeriodicalId":51231,"journal":{"name":"Altex-Alternatives To Animal Experimentation","volume":"40 4","pages":"689-693"},"PeriodicalIF":5.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"54232059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}