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Pinto M, Silva TB, Sardão VA, Simões R, Albuquerque B, Oliveira PJ, Valente MJ, Remião F, Soares-da-Silva P, Fernandes C, Borges F. Cellular and Mitochondrial Toxicity of Tolcapone, Entacapone, and New Nitrocatechol Derivatives. ACS Pharmacol Transl Sci 2024; 7:1637-1649. [PMID: 38751615 PMCID: PMC11091965 DOI: 10.1021/acsptsci.4c00124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 04/09/2024] [Accepted: 04/11/2024] [Indexed: 05/18/2024]
Abstract
Nitrocatechols are the standard pharmacophore to develop potent tight-binding inhibitors of catechol O-methyltransferase (COMT), which can be used as coadjuvant drugs to manage Parkinson's disease. Tolcapone is the most potent drug of this class, but it has raised safety concerns due to its potential to induce liver damage. Tolcapone-induced hepatotoxicity has been attributed to the nitrocatechol moiety; however, other nitrocatechol-based COMT inhibitors, such as entacapone, are safe and do not damage the liver. There is a knowledge gap concerning which mechanisms and chemical properties govern the toxicity of nitrocatechol-based COMT inhibitors. Using a vast array of cell-based assays, we found that tolcapone-induced toxicity is caused by direct interference with mitochondria that does not depend on bioactivation by P450. Our findings also suggest that (a) lipophilicity is a key property in the toxic potential of nitrocatechols; (b) the presence of a carbonyl group directly attached to the nitrocatechol ring seems to increase the reactivity of the molecule, and (c) the presence of cyano moiety in double bond stabilizes the reactivity decreasing the cytotoxicity. Altogether, the fine balance between lipophilicity and the chemical nature of the C1 substituents of the nitrocatechol ring may explain the difference in the toxicological behavior observed between tolcapone and entacapone.
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Affiliation(s)
- Miguel Pinto
- CIQUP-IMS
− Department of Chemistry and Biochemistry, Faculty of Sciences, University of Porto, R. Campo Alegre s/n, Porto 4169-007, Portugal
- Associate
Laboratory i4HB − Institute for Health and Bioeconomy, Faculty
of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
- UCIBIO
− Applied Molecular Biosciences Unit, REQUIMTE. Laboratory
of Toxicology, Department of Biological Sciences, Faculty of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
| | - Tiago Barros Silva
- CIQUP-IMS
− Department of Chemistry and Biochemistry, Faculty of Sciences, University of Porto, R. Campo Alegre s/n, Porto 4169-007, Portugal
- Associate
Laboratory i4HB − Institute for Health and Bioeconomy, Faculty
of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
- UCIBIO
− Applied Molecular Biosciences Unit, REQUIMTE. Laboratory
of Toxicology, Department of Biological Sciences, Faculty of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
| | - Vilma A. Sardão
- CNC-UC
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra 3004−504, Portugal
- MIA-Portugal
- Multidisciplinary Institute of Aging, University of Coimbra, Coimbra 3004−504, Portugal
| | - Rui Simões
- CNC-UC
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra 3004−504, Portugal
- CIBB
- Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra 3004−504, Portugal
| | - Bárbara Albuquerque
- CIQUP-IMS
− Department of Chemistry and Biochemistry, Faculty of Sciences, University of Porto, R. Campo Alegre s/n, Porto 4169-007, Portugal
- MedInUP -
Center for Drug Discovery and Innovative Medicines, University of Porto, Porto 4200-319, Portugal
| | - Paulo J. Oliveira
- CNC-UC
- Center for Neuroscience and Cell Biology, University of Coimbra, Coimbra 3004−504, Portugal
- CIBB
- Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra 3004−504, Portugal
| | - Maria João Valente
- Associate
Laboratory i4HB − Institute for Health and Bioeconomy, Faculty
of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
- UCIBIO
− Applied Molecular Biosciences Unit, REQUIMTE. Laboratory
of Toxicology, Department of Biological Sciences, Faculty of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
| | - Fernando Remião
- Associate
Laboratory i4HB − Institute for Health and Bioeconomy, Faculty
of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
- UCIBIO
− Applied Molecular Biosciences Unit, REQUIMTE. Laboratory
of Toxicology, Department of Biological Sciences, Faculty of Pharmacy, University of Porto, R. Jorge de Viterbo Ferreira 228, Porto 4050-313, Portugal
| | - Patrício Soares-da-Silva
- MedInUP -
Center for Drug Discovery and Innovative Medicines, University of Porto, Porto 4200-319, Portugal
| | - Carlos Fernandes
- CIQUP-IMS
− Department of Chemistry and Biochemistry, Faculty of Sciences, University of Porto, R. Campo Alegre s/n, Porto 4169-007, Portugal
| | - Fernanda Borges
- CIQUP-IMS
− Department of Chemistry and Biochemistry, Faculty of Sciences, University of Porto, R. Campo Alegre s/n, Porto 4169-007, Portugal
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Segovia-Zafra A, Villanueva-Paz M, Serras AS, Matilla-Cabello G, Bodoque-García A, Di Zeo-Sánchez DE, Niu H, Álvarez-Álvarez I, Sanz-Villanueva L, Godec S, Milisav I, Bagnaninchi P, Andrade RJ, Lucena MI, Fernández-Checa JC, Cubero FJ, Miranda JP, Nelson LJ. Control compounds for preclinical drug-induced liver injury assessment: Consensus-driven systematic review by the ProEuroDILI network. J Hepatol 2024:S0168-8278(24)00325-8. [PMID: 38703829 DOI: 10.1016/j.jhep.2024.04.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 04/10/2024] [Accepted: 04/21/2024] [Indexed: 05/06/2024]
Abstract
BACKGROUND & AIMS Idiosyncratic drug-induced liver injury (DILI) is a complex and unpredictable event caused by drugs, and herbal or dietary supplements. Early identification of human hepatotoxicity at preclinical stages remains a major challenge, in which the selection of validated in vitro systems and test drugs has a significant impact. In this systematic review, we analyzed the compounds used in hepatotoxicity assays and established a list of DILI-positive and -negative control drugs for validation of in vitro models of DILI, supported by literature and clinical evidence and endorsed by an expert committee from the COST Action ProEuroDILI Network (CA17112). METHODS Following 2020 PRISMA guidelines, original research articles focusing on DILI which used in vitro human models and performed at least one hepatotoxicity assay with positive and negative control compounds, were included. Bias of the studies was assessed by a modified 'Toxicological Data Reliability Assessment Tool'. RESULTS A total of 51 studies (out of 2,936) met the inclusion criteria, with 30 categorized as reliable without restrictions. Although there was a broad consensus on positive compounds, the selection of negative compounds lacked clarity. 2D monoculture, short exposure times and cytotoxicity endpoints were the most tested, although there was no consensus on drug concentrations. CONCLUSIONS Extensive analysis highlighted the lack of agreement on control compounds for in vitro DILI assessment. Following comprehensive in vitro and clinical data analysis together with input from the expert committee, an evidence-based consensus-driven list of 10 positive and negative control drugs for validation of in vitro models of DILI is proposed. IMPACT AND IMPLICATIONS Prediction of human toxicity early in the drug development process remains a major challenge, necessitating the development of more physiologically relevant liver models and careful selection of drug-induced liver injury (DILI)-positive and -negative control drugs to better predict the risk of DILI associated with new drug candidates. Thus, this systematic study has crucial implications for standardizing the validation of new in vitro models of DILI. By establishing a consensus-driven list of positive and negative control drugs, the study provides a scientifically justified framework for enhancing the consistency of preclinical testing, thereby addressing a significant challenge in early hepatotoxicity identification. Practically, these findings can guide researchers in evaluating safety profiles of new drugs, refining in vitro models, and informing regulatory agencies on potential improvements to regulatory guidelines, ensuring a more systematic and efficient approach to drug safety assessment.
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Affiliation(s)
- Antonio Segovia-Zafra
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Marina Villanueva-Paz
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Ana Sofia Serras
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisbon, Portugal
| | - Gonzalo Matilla-Cabello
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Ana Bodoque-García
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain
| | - Daniel E Di Zeo-Sánchez
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Hao Niu
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain
| | - Ismael Álvarez-Álvarez
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Laura Sanz-Villanueva
- Immunology and Diabetes Unit, St Vincent's Institute, Fitzroy VIC, Australia; Department of Medicine, St Vincent's Hospital, University of Melbourne, Fitzroy, VIC, Australia
| | - Sergej Godec
- Department of Anaesthesiology and Surgical Intensive Care, University Medical Centre Ljubljana, Ljubljana, Slovenia; Institute of Pathophysiology, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Irina Milisav
- Institute of Pathophysiology, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia; Laboratory of oxidative stress research, Faculty of Health Sciences, University of Ljubljana, Ljubljana, Slovenia
| | - Pierre Bagnaninchi
- Centre for Regenerative Medicine, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Raúl J Andrade
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain; Plataforma de Investigación Clínica y Ensayos Clínicos UICEC-IBIMA, Plataforma ISCIII de Investigación Clínica, Madrid, Spain
| | - M Isabel Lucena
- Servicios de Aparato Digestivo y Farmacología Clínica, Hospital Universitario Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain; Plataforma de Investigación Clínica y Ensayos Clínicos UICEC-IBIMA, Plataforma ISCIII de Investigación Clínica, Madrid, Spain.
| | - José C Fernández-Checa
- Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain; Department of Cell Death and Proliferation, Institute of Biomedical Research of Barcelona (IIBB), CSIC, Barcelona, Spain; Liver Unit, Hospital Clinic I Provincial de Barcelona, Barcelona, Spain; Instituto de Investigaciones Biomédicas August Pi i Sunyer (IDIBAPS), Barcelona, Spain; Department of Medicine, Keck School of Division of Gastrointestinal and Liver disease, University of Southern California, Los Angeles, CA, United States.
| | - Francisco Javier Cubero
- Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain; Department of Immunology, Ophthalmology and ORL, Complutense University School of Medicine, Madrid, Spain; Health Research Institute Gregorio Marañón (IiSGM), Madrid, Spain
| | - Joana Paiva Miranda
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisbon, Portugal
| | - Leonard J Nelson
- Institute for Bioengineering, School of Engineering, Faraday Building, The University of Edinburgh, Scotland, United Kingdom
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Pang Y, Li C, Wang Y, Liu J, Su G, Duan C, Fang L, Zhou Y, Xiao S. Porcine reproductive and respiratory syndrome virus infection manipulates central carbon metabolism. Vet Microbiol 2023; 279:109674. [PMID: 36739813 DOI: 10.1016/j.vetmic.2023.109674] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2022] [Revised: 01/12/2023] [Accepted: 02/01/2023] [Indexed: 02/05/2023]
Abstract
The metabolic pathways of central carbon metabolism (CCM), glycolysis and the tricarboxylic acid (TCA) cycle, are important host factors determining the outcome of viral infection. Thus, it is not surprising that viruses easily manipulate CCM for optimized replication. Porcine reproductive and respiratory syndrome virus (PRRSV) is an Arterivirus that has devastated the swine industry worldwide for over 30 years. However, whether PRRSV reprograms CCM is still unclear. In this study, we found that PRRSV infection increased the intensity of cellular uptake of glucose and glutamine, two main carbon sources for mammalian cells. Deprivation of glucose and/or glutamine significantly reduced PRRSV replication; restricted entry of glucose and glutamine into CCM inhibited PRRSV proliferation. We further found that PRRSV infection elevated glycolysis and maintained the TCA cycle flux. Furthermore, preventing the flow of glycolysis or the TCA cycle led to a reduction in PRRSV proliferation. The anaplerotic usage of glutamine in the TCA cycle partially rescued PRRSV growth by replacing glutamine with α-ketoglutarate (α-KG), an intermediate of the TCA cycle. Interestingly, the addition of α-KG in replete medium also promoted PRRSV proliferation. Taken together, these results reveal that PRRSV infection promotes cellular uptake of glucose and glutamine to provide the energy and macromolecules required for PRRSV replication, and optimal PRRSV replication occurs in cells dependent on glycolysis and the TCA cycle.
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Affiliation(s)
- Yu Pang
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Chenyu Li
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Yuchen Wang
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Jiao Liu
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Guanning Su
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Chenrui Duan
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Liurong Fang
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China
| | - Yanrong Zhou
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China.
| | - Shaobo Xiao
- State Key Laboratory of Agricultural Microbiology, College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China; The Key Laboratory of Preventive Veterinary Medicine in Hubei Province, Cooperative Innovation Center for Sustainable Pig Production, Wuhan 430070, China.
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van Laar A, Grootaert C, Rajkovic A, Desmet T, Beerens K, Van Camp J. Rare Sugar Metabolism and Impact on Insulin Sensitivity along the Gut-Liver-Muscle Axis In Vitro. Nutrients 2023; 15:1593. [PMID: 37049441 PMCID: PMC10096767 DOI: 10.3390/nu15071593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/21/2023] [Accepted: 03/22/2023] [Indexed: 03/29/2023] Open
Abstract
Rare sugars have recently attracted attention as potential sugar replacers. Understanding the biochemical and biological behavior of these sugars is of importance in (novel) food formulations and prevention of type 2 diabetes. In this study, we investigated whether rare sugars may positively affect intestinal and liver metabolism, as well as muscle insulin sensitivity, compared to conventional sugars. Rare disaccharide digestibility, hepatic metabolism of monosaccharides (respirometry) and the effects of sugars on skeletal muscle insulin sensitivity (impaired glucose uptake) were investigated in, respectively, Caco-2, HepG2 and L6 cells or a triple coculture model with these cells. Glucose and fructose, but not l-arabinose, acutely increased extracellular acidification rate (ECAR) responses in HepG2 cells and impaired glucose uptake in L6 cells following a 24 h exposure at 28 mM. Cellular bioenergetics and digestion experiments with Caco-2 cells indicate that especially trehalose (α1-1α), D-Glc-α1,2-D-Gal, D-Glc-α1,2-D-Rib and D-Glc-α1,3-L-Ara experience delayed digestion and reduced cellular impact compared to maltose (α1-4), without differences on insulin-stimulated glucose uptake in a short-term setup with a Caco-2/HepG2/L6 triple coculture. These results suggest a potential for l-arabinose and specific rare disaccharides to improve metabolic health; however, additional in vivo research with longer sugar exposures should confirm their beneficial impact on insulin sensitivity in humans.
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Affiliation(s)
- Amar van Laar
- NutriFOODChem, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
| | - Charlotte Grootaert
- NutriFOODChem, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
| | - Andreja Rajkovic
- NutriFOODChem, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
- Food Microbiology and Food Preservation, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
| | - Tom Desmet
- Centre for Synthetic Biology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
| | - Koen Beerens
- Centre for Synthetic Biology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
| | - John Van Camp
- NutriFOODChem, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
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Kang W, Podtelezhnikov AA, Tanis KQ, Pacchione S, Su M, Bleicher KB, Wang Z, Laws GM, Griffiths TG, Kuhls MC, Chen Q, Knemeyer I, Marsh DJ, Mitra K, Lebron J, Sistare FD. Development and Application of a Transcriptomic Signature of Bioactivation in an Advanced In Vitro Liver Model to Reduce Drug-induced Liver Injury Risk Early in the Pharmaceutical Pipeline. Toxicol Sci 2021; 177:121-139. [PMID: 32559289 DOI: 10.1093/toxsci/kfaa094] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Early risk assessment of drug-induced liver injury (DILI) potential for drug candidates remains a major challenge for pharmaceutical development. We have previously developed a set of rat liver transcriptional biomarkers in short-term toxicity studies to inform the potential of drug candidates to generate a high burden of chemically reactive metabolites that presents higher risk for human DILI. Here, we describe translation of those NRF1-/NRF2-mediated liver tissue biomarkers to an in vitro assay using an advanced micropatterned coculture system (HEPATOPAC) with primary hepatocytes from male Wistar Han rats. A 9-day, resource-sparing and higher throughput approach designed to identify new chemical entities with lower reactive metabolite-forming potential was qualified for internal decision making using 93 DILI-positive and -negative drugs. This assay provides 81% sensitivity and 90% specificity in detecting hepatotoxicants when a positive test outcome is defined as the bioactivation signature score of a test drug exceeding the threshold value at an in vitro test concentration that falls within 3-fold of the estimated maximum drug concentration at the human liver inlet following highest recommended clinical dose administrations. Using paired examples of compounds from distinct chemical series and close structural analogs, we demonstrate that this assay can differentiate drugs with lower DILI risk. The utility of this in vitro transcriptomic approach was also examined using human HEPATOPAC from a single donor, yielding 68% sensitivity and 86% specificity when the aforementioned criteria are applied to the same 93-drug test set. Routine use of the rat model has been adopted with deployment of the human model as warranted on a case-by-case basis. This in vitro transcriptomic signature-based strategy can be used early in drug discovery to derisk DILI potential from chemically reactive metabolites by guiding structure-activity relationship hypotheses and candidate selection.
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Affiliation(s)
- Wen Kang
- Safety Assessment & Laboratory Animal Resources
| | | | | | | | - Ming Su
- Safety Assessment & Laboratory Animal Resources
| | | | - Zhibin Wang
- Safety Assessment & Laboratory Animal Resources
| | | | | | | | - Qing Chen
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc., West Point, Pennsylvania 19486
| | - Ian Knemeyer
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc., West Point, Pennsylvania 19486
| | | | | | - Jose Lebron
- Safety Assessment & Laboratory Animal Resources
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Schmidt CA, McLaughlin KL, Boykov IN, Mojalagbe R, Ranganathan A, Buddo KA, Lin CT, Fisher-Wellman KH, Neufer PD. Aglycemic growth enhances carbohydrate metabolism and induces sensitivity to menadione in cultured tumor-derived cells. Cancer Metab 2021; 9:3. [PMID: 33468237 PMCID: PMC7816515 DOI: 10.1186/s40170-021-00241-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Accepted: 01/06/2021] [Indexed: 12/19/2022] Open
Abstract
Background Hepatocellular carcinoma (HCC) is the most prevalent form of liver malignancy and carries poor prognoses due to late presentation of symptoms. Treatment of late-stage HCC relies heavily on chemotherapeutics, many of which target cellular energy metabolism. A key platform for testing candidate chemotherapeutic compounds is the intrahepatic orthotopic xenograft (IOX) model in rodents. Translational efficacy from the IOX model to clinical use is limited (in part) by variation in the metabolic phenotypes of the tumor-derived cells that can be induced by selective adaptation to subculture conditions. Methods In this study, a detailed multilevel systems approach combining microscopy, respirometry, potentiometry, and extracellular flux analysis (EFA) was utilized to examine metabolic adaptations that occur under aglycemic growth media conditions in HCC-derived (HEPG2) cells. We hypothesized that aglycemic growth would result in adaptive “aerobic poise” characterized by enhanced capacity for oxidative phosphorylation over a range of physiological energetic demand states. Results Aglycemic growth did not invoke adaptive changes in mitochondrial content, network complexity, or intrinsic functional capacity/efficiency. In intact cells, aglycemic growth markedly enhanced fermentative glycolytic substrate-level phosphorylation during glucose refeeding and enhanced responsiveness of both fermentation and oxidative phosphorylation to stimulated energy demand. Additionally, aglycemic growth induced sensitivity of HEPG2 cells to the provitamin menadione at a 25-fold lower dose compared to control cells. Conclusions These findings indicate that growth media conditions have substantial effects on the energy metabolism of subcultured tumor-derived cells, which may have significant implications for chemotherapeutic sensitivity during incorporation in IOX testing panels. Additionally, the metabolic phenotyping approach used in this study provides a practical workflow that can be incorporated with IOX screening practices to aid in deciphering the metabolic underpinnings of chemotherapeutic drug sensitivity. Supplementary Information The online version contains supplementary material available at 10.1186/s40170-021-00241-0.
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Affiliation(s)
- Cameron A Schmidt
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA.,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Kelsey L McLaughlin
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA.,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Ilya N Boykov
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA.,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Rafiq Mojalagbe
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA
| | | | - Katherine A Buddo
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA.,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Chien-Te Lin
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA.,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Kelsey H Fisher-Wellman
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA. .,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA.
| | - P Darrell Neufer
- East Carolina Diabetes and Obesity Institute, Greenville, NC, USA. .,Dept. of Physiology, Brody School of Medicine, East Carolina University, Greenville, NC, USA.
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Hafey MJ, Houle R, Tanis KQ, Knemeyer I, Shang J, Chen Q, Baudy A, Monroe J, Sistare FD, Evers R. A Two-Tiered In Vitro Approach to De-Risk Drug Candidates for Potential Bile Salt Export Pump Inhibition Liabilities in Drug Discovery. Drug Metab Dispos 2020; 48:1147-1160. [PMID: 32943412 DOI: 10.1124/dmd.120.000086] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Accepted: 08/03/2020] [Indexed: 12/12/2022] Open
Abstract
Hepatocellular accumulation of bile salts by inhibition of bile salt export pump (BSEP/ABCB11) may result in cholestasis and is one proposed mechanism of drug-induced liver injury (DILI). To understand the relationship between BSEP inhibition and DILI, we evaluated 64 DILI-positive and 57 DILI-negative compounds in BSEP, multidrug resistance protein (MRP) 2, MRP3, and MRP4 vesicular inhibition assays. An empirical cutoff (5 μM) for BSEP inhibition was established based on a relationship between BSEP IC50 values and the calculated maximal unbound concentration at the inlet of the human liver (fu*Iin,max, assay specificity = 98%). Including inhibition of MRP2-4 did not increase DILI predictivity. To further understand the potential to inhibit bile salt transport, a selected subset of 30 compounds were tested for inhibition of taurocholate (TCA) transport in a long-term human hepatocyte micropatterned co-culture (MPCC) system. The resulting IC50 for TCA in vitro biliary clearance and biliary excretion index (BEI) in MPCCs were compared with the compound's fu*Iin,max to assess potential risk for bile salt transport perturbation. The data show high specificity (89%). Nine out of 15 compounds showed an IC50 value in the BSEP vesicular assay of <5μM, but the BEI IC50 was more than 10-fold the fu*Iin,max, suggesting that inhibition of BSEP in vivo is unlikely. The data indicate that although BSEP inhibition measured in membrane vesicles correlates with DILI risk, that measurement of this assay activity is insufficient. A two-tiered strategy incorporating MPCCs is presented to reduce BSEP inhibition potential and improve DILI risk. SIGNIFICANCE STATEMENT: This work describes a two-tiered in vitro approach to de-risk compounds for potential bile salt export pump inhibition liabilities in drug discovery utilizing membrane vesicles and a long-term human hepatocyte micropatterned co-culture system. Cutoffs to maximize specificity were established based on in vitro data from a set of 121 DILI-positive and -negative compounds and associated calculated maximal unbound concentration at the inlet of the human liver based on the highest clinical dose.
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Affiliation(s)
- Michael J Hafey
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Robert Houle
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Keith Q Tanis
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Ian Knemeyer
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Jackie Shang
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Qing Chen
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Andreas Baudy
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - James Monroe
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Frank D Sistare
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
| | - Raymond Evers
- Departments of Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM) (M.J.H., R.H., I.K., J.S., Q.C., R.E.), Genetics and Pharmacogenomics (K.Q.T.), and Safety Assessment and Laboratory Animal Resources (SALAR) (A.B., J.M., F.D.S.), Merck & Co., Inc., Kenilworth, New Jersey
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Smith B, Rowe J, Watkins PB, Ashina M, Woodhead JL, Sistare FD, Goadsby PJ. Mechanistic Investigations Support Liver Safety of Ubrogepant. Toxicol Sci 2020; 177:84-93. [PMID: 32579200 PMCID: PMC8312697 DOI: 10.1093/toxsci/kfaa093] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Small-molecule calcitonin gene-related peptide (CGRP) receptor antagonists have demonstrated therapeutic efficacy for the treatment of migraine. However, previously investigated CGRP receptor antagonists, telcagepant and MK-3207, were discontinued during clinical development because of concerns about drug-induced liver injury. A subsequent effort to identify novel CGRP receptor antagonists less likely to cause hepatotoxicity led to the development of ubrogepant. The selection of ubrogepant, following a series of mechanistic studies conducted with MK-3207 and telcagepant, was focused on key structural modifications suggesting that ubrogepant was less prone to forming reactive metabolites than previous compounds. The potential for each drug to cause liver toxicity was subsequently assessed using a quantitative systems toxicology approach (DILIsym) that incorporates quantitative assessments of mitochondrial dysfunction, disruption of bile acid homeostasis, and oxidative stress, along with estimates of dose-dependent drug exposure to and within liver cells. DILIsym successfully modeled liver toxicity for telcagepant and MK-3207 at the dosing regimens used in clinical trials. In contrast, DILIsym predicted no hepatotoxicity during treatment with ubrogepant, even at daily doses up to 1000 mg (10-fold higher than the approved clinical dose of 100 mg). These predictions are consistent with clinical trial experience showing that ubrogepant has lower potential to cause hepatotoxicity than has been observed with telcagepant and MK-3207.
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Affiliation(s)
| | | | - Paul B Watkins
- Eshelman School of Pharmacy and Institute for Drug Safety Sciences, University
of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Messoud Ashina
- Department of Neurology, Danish Headache Center, Faculty of Health and Medical
Sciences, University of Copenhagen, København, Denmark
| | | | | | - Peter J Goadsby
- NIHR-Wellcome Trust King’s Clinical Research Facility, SLaM Biomedical Research
Centre, King’s College London, London, UK
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Monroe JJ, Tanis KQ, Podtelezhnikov AA, Nguyen T, Machotka SV, Lynch D, Evers R, Palamanda J, Miller RR, Pippert T, Cabalu TD, Johnson TE, Aslamkhan AG, Kang W, Tamburino AM, Mitra K, Agrawal NGB, Sistare FD. Application of a Rat Liver Drug Bioactivation Transcriptional Response Assay Early in Drug Development That Informs Chemically Reactive Metabolite Formation and Potential for Drug-induced Liver Injury. Toxicol Sci 2020; 177:281-299. [PMID: 32559301 PMCID: PMC7553701 DOI: 10.1093/toxsci/kfaa088] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Drug-induced liver injury is a major reason for drug candidate attrition from development, denied commercialization, market withdrawal, and restricted prescribing of pharmaceuticals. The metabolic bioactivation of drugs to chemically reactive metabolites (CRMs) contribute to liver-associated adverse drug reactions in humans that often goes undetected in conventional animal toxicology studies. A challenge for pharmaceutical drug discovery has been reliably selecting drug candidates with a low liability of forming CRM and reduced drug-induced liver injury potential, at projected therapeutic doses, without falsely restricting the development of safe drugs. We have developed an in vivo rat liver transcriptional signature biomarker reflecting the cellular response to drug bioactivation. Measurement of transcriptional activation of integrated nuclear factor erythroid 2-related factor 2 (NRF2)/Kelch-like ECH-associated protein 1 (KEAP1) electrophilic stress, and nuclear factor erythroid 2-related factor 1 (NRF1) proteasomal endoplasmic reticulum (ER) stress responses, is described for discerning estimated clinical doses of drugs with potential for bioactivation-mediated hepatotoxicity. The approach was established using well benchmarked CRM forming test agents from our company. This was subsequently tested using curated lists of commercial drugs and internal compounds, anchored in the clinical experience with human hepatotoxicity, while agnostic to mechanism. Based on results with 116 compounds in short-term rat studies, with consideration of the maximum recommended daily clinical dose, this CRM mechanism-based approach yielded 32% sensitivity and 92% specificity for discriminating safe from hepatotoxic drugs. The approach adds new information for guiding early candidate selection and informs structure activity relationships (SAR) thus enabling lead optimization and mechanistic problem solving. Additional refinement of the model is ongoing. Case examples are provided describing the strengths and limitations of the approach.
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Affiliation(s)
| | | | | | | | | | - Donna Lynch
- Safety Assessment & Laboratory Animal Resources
| | - Raymond Evers
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486
| | - Jairam Palamanda
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486
| | - Randy R Miller
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486
| | | | - Tamara D Cabalu
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486
| | | | | | - Wen Kang
- Safety Assessment & Laboratory Animal Resources
| | | | - Kaushik Mitra
- Safety Assessment & Laboratory Animal Resources
- Janssen Research & Development, LLC, Spring House, PA 19486
| | - Nancy G B Agrawal
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism, Merck & Co., Inc, West Point, Pennsylvania 19486
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Jiang Y, Wang Z, Duan W, Liu L, Si M, Chen X, Fang CJ. The critical size of gold nanoparticles for overcoming P-gp mediated multidrug resistance. NANOSCALE 2020; 12:16451-16461. [PMID: 32790812 PMCID: PMC7430045 DOI: 10.1039/d0nr03226c] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Multidrug resistance (MDR) remains a huge obstacle during cancer treatment. One of the most studied MDR mechanisms is P-glycoprotein (P-gp) mediated drug efflux. Based on the three-dimensional structural characteristics of P-gp, gold nanoparticles (AuNPs) with average sizes of 4.1 nm and 5.4 nm were designed for the construction of nanodrug delivery systems (NanoDDSs), with the anticancer molecules 2-(9-anthracenylmethylene)-hydrazinecarbothioamide (ANS) and 6-mercaptopurine (6-MP) modified on the AuNP surfaces through the thiol group. In vitro cytotoxicity results suggested that the larger sized AuNPs can effectively decrease the drug resistance index of MCF-7/ADR cells to ∼2. Verapamil and P-gp antibody competitive experiments, combined with the cellular uptake of AuNPs, indicated that larger NanoDDSs were more conducive to intracellular drug accumulation and thus had improved anticancer activities, due to a size mismatch between the nanoparticles and the active site of P-gp, and, therefore, reduced drug efflux was seen. Measurements of ATPase activity and intracellular ATP levels indicated that the larger nanoparticles do not bind well to P-gp, thus avoiding effective recognition by P-gp. This was further evidenced by the observation that 4.1 nm and 5.4 nm NanoDDS-treated MCF-7/ADR cells showed remarkable differences in energy-related metabolic pathways. Therefore, the critical size of AuNPs for overcoming MDR was identified to be between 4.1 nm and 5.4 nm. This provides a more accurate description of the composite dimension requirements for NanoDDSs that are designed to overcome MDR.
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Affiliation(s)
- Yuqian Jiang
- School of Pharmaceutical Sciences, Capital Medical University, Beijing 100069, China.
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Norman BH. Drug Induced Liver Injury (DILI). Mechanisms and Medicinal Chemistry Avoidance/Mitigation Strategies. J Med Chem 2020; 63:11397-11419. [PMID: 32511920 DOI: 10.1021/acs.jmedchem.0c00524] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Adverse drug reactions (ADRs) are a common cause of attrition in drug discovery and development and drug-induced liver injury (DILI) is a leading cause of preclinical and clinical drug terminations. This perspective outlines many of the known DILI mechanisms and assessment methods used to evaluate and mitigate DILI risk. Literature assessments and retrospective analyses using verified DILI-associated drugs from the Liver Tox Knowledge Base (LTKB) have been used to derive the predictive value of each end point, along with combination approaches of multiple methods. In vitro assays to assess inhibition of the bile salt export pump (BSEP), mitotoxicity, reactive metabolite (RM) formation, and hepatocyte cytolethality, along with physicochemical properties and clinical dose provide useful DILI predictivity. This Perspective also highlights some of the strategies used by medicinal chemists to reduce DILI risk during the optimization of drug candidates.
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Affiliation(s)
- Bryan H Norman
- Norman Drug Discovery Training and Consulting, LLC, 8540 Bluefin Circle, Indianapolis, Indiana 46236, United States
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