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Kato Y, Lim AY, Sakolish C, Valdiviezo A, Moyer HL, Hewitt P, Bajaj P, Han G, Rusyn I. Analysis of reproducibility and robustness of OrganoPlate® 2-lane 96, a liver microphysiological system for studies of pharmacokinetics and toxicological assessment of drugs. Toxicol In Vitro 2022; 85:105464. [PMID: 36057418 PMCID: PMC10015056 DOI: 10.1016/j.tiv.2022.105464] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 07/26/2022] [Accepted: 08/26/2022] [Indexed: 02/06/2023]
Abstract
Establishing the functionality, reproducibility, robustness, and reliability of microphysiological systems is a critical need for adoption of these technologies. A high throughput microphysiological system for liver studies was recently proposed in which induced pluripotent stem cell-derived hepatocytes (iHeps) and non-parenchymal cells (endothelial cells and THP-1 cells differentiated with phorbol 12-myristate 13-acetate into macrophage-like cells) were co-cultured in OrganoPlate® 2-lane 96 devices. The goal of this study was to evaluate this platform using additional cell types and conditions and characterize its utility and reproducibility. Primary human hepatocytes or iHeps, with and without non-parenchymal cells, were cultured for up to 17 days. Image-based cell viability, albumin and urea secretion into culture media, CYP3A4 activity and drug metabolism were assessed. The iHeps co-cultured with non-parenchymal cells demonstrated stable cell viability and function up to 17 days; however, variability was appreciable both within and among studies. The iHeps in monoculture did not form clusters and lost viability and function over time. The primary human hepatocytes in monoculture also exhibited low cell viability and hepatic function. Metabolism of various drugs was most efficient when iHeps were co-cultured with non-parenchymal cells. Overall, we found that the OrganoPlate® 2-lane 96 device, when used with iHeps and non-parenchymal cells, is a functional liver microphysiological model; however, the high-throughput nature of this model is somewhat dampened by the need for replicates to compensate for high variability.
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Affiliation(s)
- Yuki Kato
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, College Station, TX 77843, USA; Laboratory for Drug Discovery and Development, Shionogi Pharmaceutical Research Center, Shionogi & Co., Ltd., Osaka 561-0825, Japan
| | - Alicia Y Lim
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, College Station, TX 77843, USA
| | - Courtney Sakolish
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, College Station, TX 77843, USA
| | - Alan Valdiviezo
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, College Station, TX 77843, USA
| | - Haley L Moyer
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, College Station, TX 77843, USA
| | - Philip Hewitt
- Chemical and Preclinical Safety, Merck Healthcare KGaA, 64293 Darmstadt, Germany
| | - Piyush Bajaj
- Global Investigative Toxicology, Preclinical Safety, Sanofi USA, MA 01701, USA
| | - Gang Han
- Department of Epidemiology and Biostatistics, Texas A&M University, College Station, TX 77843, USA
| | - Ivan Rusyn
- Department of Veterinary Physiology and Pharmacology, Texas A&M University, College Station, TX 77843, USA.
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2
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Roth RA, Kana O, Filipovic D, Ganey PE. Pharmacokinetic and toxicodynamic concepts in idiosyncratic, drug-induced liver injury. Expert Opin Drug Metab Toxicol 2022; 18:469-481. [PMID: 36003040 PMCID: PMC9484408 DOI: 10.1080/17425255.2022.2113379] [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: 03/04/2022] [Accepted: 08/11/2022] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Idiosyncratic drug-induced liver injury (IDILI) causes morbidity and mortality in patients and leads to curtailed use of efficacious pharmaceuticals. Unlike intrinsically toxic reactions, which depend on dose, IDILI occurs in a minority of patients at therapeutic doses. Much remains unknown about causal links among drug exposure, a mode of action, and liver injury. Consequently, numerous hypotheses about IDILI pathogenesis have arisen. AREAS COVERED Pharmacokinetic and toxicodynamic characteristics underlying current hypotheses of IDILI etiology are discussed and illustrated graphically. EXPERT OPINION Hypotheses to explain IDILI etiology all involve alterations in pharmacokinetics, which lead to plasma drug concentrations that rise above a threshold for toxicity, or in toxicodynamics, which result in a lowering of the toxicity threshold. Altered pharmacokinetics arise, for example, from changes in drug metabolism or from transporter polymorphisms. A lowered toxicity threshold can arise from drug-induced mitochondrial injury, accumulation of toxic endogenous factors or harmful immune responses. Newly developed, interactive freeware (DemoTox-PK; https://bit.ly/DemoTox-PK) allows the user to visualize how such alterations might lead to a toxic reaction. The illustrations presented provide a framework for conceptualizing idiosyncratic reactions and could serve as a stimulus for future discussion, education, and research into modes of action of IDILI.
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Affiliation(s)
- Robert A. Roth
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 49924
- ProbiTox LLC, Chapel Hill, NC 27514
| | - Omar Kana
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 49924
- Institute for Quantitative Health Science & Engineering, Michigan State University, East Lansing, MI 48824
| | - David Filipovic
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824
- Institute for Quantitative Health Science & Engineering, Michigan State University, East Lansing, MI 48824
- Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, MI 48824
| | - Patricia E. Ganey
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 49924
- ProbiTox LLC, Chapel Hill, NC 27514
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Segovia-Zafra A, Di Zeo-Sánchez DE, López-Gómez C, Pérez-Valdés Z, García-Fuentes E, Andrade RJ, Lucena MI, Villanueva-Paz M. Preclinical models of idiosyncratic drug-induced liver injury (iDILI): Moving towards prediction. Acta Pharm Sin B 2021; 11:3685-3726. [PMID: 35024301 PMCID: PMC8727925 DOI: 10.1016/j.apsb.2021.11.013] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 11/07/2021] [Accepted: 11/10/2021] [Indexed: 02/08/2023] Open
Abstract
Idiosyncratic drug-induced liver injury (iDILI) encompasses the unexpected harms that prescription and non-prescription drugs, herbal and dietary supplements can cause to the liver. iDILI remains a major public health problem and a major cause of drug attrition. Given the lack of biomarkers for iDILI prediction, diagnosis and prognosis, searching new models to predict and study mechanisms of iDILI is necessary. One of the major limitations of iDILI preclinical assessment has been the lack of correlation between the markers of hepatotoxicity in animal toxicological studies and clinically significant iDILI. Thus, major advances in the understanding of iDILI susceptibility and pathogenesis have come from the study of well-phenotyped iDILI patients. However, there are many gaps for explaining all the complexity of iDILI susceptibility and mechanisms. Therefore, there is a need to optimize preclinical human in vitro models to reduce the risk of iDILI during drug development. Here, the current experimental models and the future directions in iDILI modelling are thoroughly discussed, focusing on the human cellular models available to study the pathophysiological mechanisms of the disease and the most used in vivo animal iDILI models. We also comment about in silico approaches and the increasing relevance of patient-derived cellular models.
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Affiliation(s)
- Antonio Segovia-Zafra
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga 29071, Spain
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid 28029, Spain
| | - Daniel E. Di Zeo-Sánchez
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga 29071, Spain
| | - Carlos López-Gómez
- Unidad de Gestión Clínica de Aparato Digestivo, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Málaga 29010, Spain
| | - Zeus Pérez-Valdés
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga 29071, Spain
| | - Eduardo García-Fuentes
- Unidad de Gestión Clínica de Aparato Digestivo, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Málaga 29010, Spain
| | - Raúl J. Andrade
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga 29071, Spain
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid 28029, Spain
| | - M. Isabel Lucena
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga 29071, Spain
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid 28029, Spain
- Platform ISCIII de Ensayos Clínicos, UICEC-IBIMA, Málaga 29071, Spain
| | - Marina Villanueva-Paz
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga 29071, Spain
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Villanueva-Paz M, Niu H, Segovia-Zafra A, Medina-Caliz I, Sanabria-Cabrera J, Lucena MI, Andrade RJ, Alvarez-Alvarez I. Critical Review of Gaps in the Diagnosis and Management of Drug-Induced Liver Injury Associated with Severe Cutaneous Adverse Reactions. J Clin Med 2021; 10:5317. [PMID: 34830594 PMCID: PMC8618381 DOI: 10.3390/jcm10225317] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 11/12/2021] [Accepted: 11/14/2021] [Indexed: 12/12/2022] Open
Abstract
Drug-induced liver injury (DILI) encompasses the unexpected damage that drugs can cause to the liver. DILI may develop in the context of an immunoallergic syndrome with cutaneous manifestations, which are sometimes severe (SCARs). Nevirapine, allopurinol, anti-epileptics, sulfonamides, and antibiotics are the most frequent culprit drugs for DILI associated with SCARs. Interestingly, alleles HLA-B*58:01 and HLA-A*31:01 are associated with both adverse reactions. However, there is no consensus about the criteria used for the characterization of liver injury in this context, and the different thresholds for DILI definition make it difficult to gain insight into this complex disorder. Moreover, current limitations when evaluating causality in patients with DILI associated with SCARs are related to the plethora of causality assessment methods and the lack of consensual complementary tools. Finally, the management of this condition encompasses the treatment of liver and skin injury. Although the use of immunomodulant agents is accepted for SCARs, their role in treating liver injury remains controversial. Further randomized clinical trials are needed to test their efficacy and safety to address this complex entity. Therefore, this review aims to identify the current gaps in the definition, diagnosis, prognosis, and management of DILI associated with SCARs, proposing different strategies to fill in these gaps.
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Affiliation(s)
- Marina Villanueva-Paz
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
| | - Hao Niu
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain
| | - Antonio Segovia-Zafra
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain
| | - Inmaculada Medina-Caliz
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
| | - Judith Sanabria-Cabrera
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain
- Plataforma ISCIII de Ensayos Clinicos, UICEC-IBIMA, 29071 Malaga, Spain
| | - M. Isabel Lucena
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain
- Plataforma ISCIII de Ensayos Clinicos, UICEC-IBIMA, 29071 Malaga, Spain
| | - Raúl J. Andrade
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain
| | - Ismael Alvarez-Alvarez
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, 29071 Malaga, Spain; (M.V.-P.); (H.N.); (A.S.-Z.); (I.M.-C.); (J.S.-C.); (R.J.A.); (I.A.-A.)
- Centro de Investigación Biomédica en Red en el Área Temática de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain
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Pohan G, Espinosa JA, Chen S, Ang KK, Arkin MR, Markossian S. Multiparametric High-Content Assays to Measure Cell Health and Oxidative Damage as a Model for Drug-Induced Liver Injury. ACTA ACUST UNITED AC 2021; 12:e90. [PMID: 33315311 DOI: 10.1002/cpch.90] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Drug-induced liver injury is an important cause of non-approval in drug development and the withdrawal of already approved drugs from the market. Screening human hepatic cell lines for toxicity has been used extensively to predict drug-induced liver injury in preclinical drug development. Assessing hepatic-cell health with more diverse markers will increase the value of in vitro assays and help predict the mechanism of toxicity. We describe three live cell-based assays using HepG2 cells to measure cell health parameters indicative of hepatotoxicity. The first assay measures cellular ATP levels using luciferase. The second and third assays are multiparametric high-content screens covering a panel of cell health markers including cell count, mitochondrial membrane potential and structure, nuclear morphology, vacuolar density, and reactive oxygen species and glutathione levels. © 2020 Wiley Periodicals LLC. Basic Protocol 1: Measurement of cellular ATP content Basic Protocol 2: High-content analysis assay to assess cell count, mitochondrial membrane potential and structure, and reactive oxygen species Basic Protocol 3: High-content analysis assay to assess nuclear morphology, vacuoles, and glutathione content Support Protocol 1: Subculturing and maintaining HepG2 cells Support Protocol 2: Plating HepG2 cell line Support Protocol 3: Transferring compounds by pin tool Support Protocol 4: Generating dose-response curves.
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Affiliation(s)
- Grace Pohan
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, California
| | - Jether Amos Espinosa
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, California
| | | | - Kenny K Ang
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, California
| | - Michelle R Arkin
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, California
| | - Sarine Markossian
- Small Molecule Discovery Center and Department of Pharmaceutical Chemistry, University of California, San Francisco, California.,Current address: National Center for Advancing Translational Sciences, Rockville, Maryland
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6
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Villanueva-Paz M, Morán L, López-Alcántara N, Freixo C, Andrade RJ, Lucena MI, Cubero FJ. Oxidative Stress in Drug-Induced Liver Injury (DILI): From Mechanisms to Biomarkers for Use in Clinical Practice. Antioxidants (Basel) 2021; 10:390. [PMID: 33807700 PMCID: PMC8000729 DOI: 10.3390/antiox10030390] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 03/02/2021] [Indexed: 12/11/2022] Open
Abstract
Idiosyncratic drug-induced liver injury (DILI) is a type of hepatic injury caused by an uncommon drug adverse reaction that can develop to conditions spanning from asymptomatic liver laboratory abnormalities to acute liver failure (ALF) and death. The cellular and molecular mechanisms involved in DILI are poorly understood. Hepatocyte damage can be caused by the metabolic activation of chemically active intermediate metabolites that covalently bind to macromolecules (e.g., proteins, DNA), forming protein adducts-neoantigens-that lead to the generation of oxidative stress, mitochondrial dysfunction, and endoplasmic reticulum (ER) stress, which can eventually lead to cell death. In parallel, damage-associated molecular patterns (DAMPs) stimulate the immune response, whereby inflammasomes play a pivotal role, and neoantigen presentation on specific human leukocyte antigen (HLA) molecules trigger the adaptive immune response. A wide array of antioxidant mechanisms exists to counterbalance the effect of oxidants, including glutathione (GSH), superoxide dismutase (SOD), catalase, and glutathione peroxidase (GPX), which are pivotal in detoxification. These get compromised during DILI, triggering an imbalance between oxidants and antioxidants defense systems, generating oxidative stress. As a result of exacerbated oxidative stress, several danger signals, including mitochondrial damage, cell death, and inflammatory markers, and microRNAs (miRNAs) related to extracellular vesicles (EVs) have already been reported as mechanistic biomarkers. Here, the status quo and the future directions in DILI are thoroughly discussed, with a special focus on the role of oxidative stress and the development of new biomarkers.
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Affiliation(s)
- Marina Villanueva-Paz
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, 29071 Málaga, Spain; (M.V.-P.); (M.I.L.)
| | - Laura Morán
- Department of Immunology, Ophthalmology and ENT, Complutense University School of Medicine, 28040 Madrid, Spain; (L.M.); (N.L.-A.)
- Health Research Institute Gregorio Marañón (IiSGM), 28009 Madrid, Spain
| | - Nuria López-Alcántara
- Department of Immunology, Ophthalmology and ENT, Complutense University School of Medicine, 28040 Madrid, Spain; (L.M.); (N.L.-A.)
| | - Cristiana Freixo
- CINTESIS, Center for Health Technology and Services Research, do Porto University School of Medicine, 4200-319 Porto, Portugal;
| | - Raúl J. Andrade
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, 29071 Málaga, Spain; (M.V.-P.); (M.I.L.)
| | - M Isabel Lucena
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, 29071 Málaga, Spain; (M.V.-P.); (M.I.L.)
| | - Francisco Javier Cubero
- Department of Immunology, Ophthalmology and ENT, Complutense University School of Medicine, 28040 Madrid, Spain; (L.M.); (N.L.-A.)
- 12 de Octubre Health Research Institute (imas12), 28041 Madrid, Spain
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7
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Ma B, Bohnert T, Otipoby KL, Tien E, Arefayene M, Bai J, Bajrami B, Bame E, Chan TR, Humora M, MacPhee JM, Marcotte D, Mehta D, Metrick CM, Moniz G, Polack E, Poreci U, Prefontaine A, Sheikh S, Schroeder P, Smirnakis K, Zhang L, Zheng F, Hopkins BT. Discovery of BIIB068: A Selective, Potent, Reversible Bruton's Tyrosine Kinase Inhibitor as an Orally Efficacious Agent for Autoimmune Diseases. J Med Chem 2020; 63:12526-12541. [PMID: 32696648 DOI: 10.1021/acs.jmedchem.0c00702] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Autoreactive B cell-derived antibodies form immune complexes that likely play a pathogenic role in autoimmune diseases. In systemic lupus erythematosus (SLE), these antibodies bind Fc receptors on myeloid cells and induce proinflammatory cytokine production by monocytes and NETosis by neutrophils. Bruton's tyrosine kinase (BTK) is a non-receptor tyrosine kinase that signals downstream of Fc receptors and plays a transduction role in antibody expression following B cell activation. Given the roles of BTK in both the production and sensing of autoreactive antibodies, inhibitors of BTK kinase activity may provide therapeutic value to patients suffering from autoantibody-driven immune disorders. Starting from an in-house proprietary screening hit followed by structure-based rational design, we have identified a potent, reversible BTK inhibitor, BIIB068 (1), which demonstrated good kinome selectivity with good overall drug-like properties for oral dosing, was well tolerated across preclinical species at pharmacologically relevant doses with good ADME properties, and achieved >90% inhibition of BTK phosphorylation (pBTK) in humans.
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Affiliation(s)
- Bin Ma
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Tonika Bohnert
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Kevin L Otipoby
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Eric Tien
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Million Arefayene
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Judy Bai
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Bekim Bajrami
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Eris Bame
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Timothy R Chan
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Michael Humora
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - J Michael MacPhee
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Douglas Marcotte
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Devangi Mehta
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Claire M Metrick
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - George Moniz
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Evelyne Polack
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Urjana Poreci
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Annick Prefontaine
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Sarah Sheikh
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Patricia Schroeder
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Karen Smirnakis
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Lei Zhang
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Fengmei Zheng
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
| | - Brian T Hopkins
- Research & Development, Biogen, 225 Binney Street, Cambridge, Massachusetts 02142, United States
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8
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Roth RA, Ganey PE. What have we learned from animal models of idiosyncratic, drug-induced liver injury? Expert Opin Drug Metab Toxicol 2020; 16:475-491. [PMID: 32324077 DOI: 10.1080/17425255.2020.1760246] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
INTRODUCTION Idiosyncratic, drug-induced liver injury (IDILI) continues to plague patients and restrict the use of drugs that are pharmacologically effective. Mechanisms of IDILI are incompletely understood, and a better understanding would reduce speculation and could help to identify safer drug candidates preclinically. Animal models have the potential to enhance knowledge of mechanisms of IDILI. AREAS COVERED Numerous hypotheses have emerged to explain IDILI pathogenesis, many of which center on the roles of the innate and/or adaptive immune systems. Animal models based on these hypotheses are reviewed in the context of their contributions to understanding of IDILI and their limitations. EXPERT OPINION Animal models of IDILI based on an activated adaptive immune system have to date failed to reproduce major liver injury that is of most concern clinically. The only models that have so far resulted in pronounced liver injury are based on the multiple determinant hypothesis or the inflammatory stress hypothesis. The liver pathogenesis in IDILI animal models involves various leukocytes and immune mediators such as cytokines. Insights from animal models are changing the way we view IDILI pathogenesis and are leading to better approaches to preclinical prediction of IDILI potential of new drug candidates.
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Affiliation(s)
- Robert A Roth
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University , East Lansing, MI, USA
| | - Patricia E Ganey
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University , East Lansing, MI, USA
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Sayyed K, Aljebeai AK, Al-Nachar M, Chamieh H, Taha S, Abdel-Razzak Z. Interaction of cigarette smoke condensate and some of its components with chlorpromazine toxicity on Saccharomyces cerevisiae. Drug Chem Toxicol 2019; 45:77-87. [PMID: 31514548 DOI: 10.1080/01480545.2019.1659809] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Chlorpromazine (CPZ) is an antipsychotic phenothiazine which is still commonly prescribed though it causes idiosyncratic toxicity such as cholestasis. CPZ toxicity mechanisms involve oxidative stress among others. Cigarette smoke (CS) causes deleterious effects through diverse mechanisms such as oxidative stress. CS alters drug metabolizing enzymes expression and drug transporters expression and activity in animal cell models as well as in Saccharomyces cerevisiae. CS therefore alters pharmacokinetic and pharmacodynamics of many drugs including CPZ and caffeine whose toxicity is promoted by CS condensate (CSC). CSC interaction with CPZ toxicity deserves investigation. In this study, CSC exerted mild toxicity on Saccharomyces cerevisiae which resisted to this chemical stress after several hours. CPZ toxicity on yeast was dose-dependent and the cells resisted to CPZ up to 40 µM after 24 h of treatment. Yeast cells treated simultaneously with CPZ and a nontoxic CSC dose were less sensitive to CPZ. CSC probably triggers cross-resistance to CPZ. Using Sod1 mutant strain, we showed that this gene is potentially involved in the potential cross-resistance. Other genes encoding stress-related transcription factors could be involved in this process. Nicotine and cadmium chloride, which caused a dose-dependent toxicity individually, acted with CPZ in an additive or synergistic manner in terms of toxicity. Although our results cannot be extrapolated to humans, they clearly show that CSC and its components interact with CPZ toxicity.
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Affiliation(s)
- Katia Sayyed
- EDST-AZM-center-LBA3B - Tripoli and Faculty of Sciences, Lebanese University , Beirut , Lebanon
| | - Abdel-Karim Aljebeai
- EDST-AZM-center-LBA3B - Tripoli and Faculty of Sciences, Lebanese University , Beirut , Lebanon
| | - Mariam Al-Nachar
- EDST-AZM-center-LBA3B - Tripoli and Faculty of Sciences, Lebanese University , Beirut , Lebanon
| | - Hala Chamieh
- EDST-AZM-center-LBA3B - Tripoli and Faculty of Sciences, Lebanese University , Beirut , Lebanon
| | - Samir Taha
- EDST-AZM-center-LBA3B - Tripoli and Faculty of Sciences, Lebanese University , Beirut , Lebanon
| | - Ziad Abdel-Razzak
- EDST-AZM-center-LBA3B - Tripoli and Faculty of Sciences, Lebanese University , Beirut , Lebanon
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Caldwell RD, Qiu H, Askew BC, Bender AT, Brugger N, Camps M, Dhanabal M, Dutt V, Eichhorn T, Gardberg AS, Goutopoulos A, Grenningloh R, Head J, Healey B, Hodous BL, Huck BR, Johnson TL, Jones C, Jones RC, Mochalkin I, Morandi F, Nguyen N, Meyring M, Potnick JR, Santos DC, Schmidt R, Sherer B, Shutes A, Urbahns K, Follis AV, Wegener AA, Zimmerli SC, Liu-Bujalski L. Discovery of Evobrutinib: An Oral, Potent, and Highly Selective, Covalent Bruton’s Tyrosine Kinase (BTK) Inhibitor for the Treatment of Immunological Diseases. J Med Chem 2019; 62:7643-7655. [DOI: 10.1021/acs.jmedchem.9b00794] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
- Richard D. Caldwell
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Hui Qiu
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Ben C. Askew
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Andrew T. Bender
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Nadia Brugger
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Montserrat Camps
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Mohanraj Dhanabal
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Vikram Dutt
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Thomas Eichhorn
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Anna S. Gardberg
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Andreas Goutopoulos
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Roland Grenningloh
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Jared Head
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Brian Healey
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Brian L. Hodous
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Bayard R. Huck
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Theresa L. Johnson
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Christopher Jones
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Reinaldo C. Jones
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Igor Mochalkin
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Federica Morandi
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Ngan Nguyen
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Michael Meyring
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Justin R. Potnick
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Dusica Cvetinovic Santos
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Ralf Schmidt
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Brian Sherer
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Adam Shutes
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Klaus Urbahns
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Ariele Viacava Follis
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Ansgar A. Wegener
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Simone C. Zimmerli
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
| | - Lesley Liu-Bujalski
- EMD Serono Research & Development Institute, Inc. (a Business of Merck KGaA, Darmstadt, Germany), 45 A Middlesex Turnpike, Billerica, Massachusetts 01821, United States
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11
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Danial M, Hassali MA, Meng OL, Kin YC, Khan AH. Development of a mortality score to assess risk of adverse drug reactions among hospitalized patients with moderate to severe chronic kidney disease. BMC Pharmacol Toxicol 2019; 20:41. [PMID: 31287030 PMCID: PMC6615098 DOI: 10.1186/s40360-019-0318-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Accepted: 06/24/2019] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Chronic kidney disease (CKD) is a significant health burden that increases the risk of adverse events. Currently, there is no validated models to predict risk of mortality among CKD patients experienced adverse drug reactions (ADRs) during hospitalization. This study aimed to develop a mortality risk prediction model among hospitalized CKD patients whom experienced ADRs. METHODS Patients data with CKD stages 3-5 admitted at various wards were included in the model development. The data collected included demographic characteristics, comorbid conditions, laboratory tests and types of medicines taken. Sequential series of logistic regression models using mortality as the dependent variable were developed. Bootstrapping method was used to evaluate the model's internal validation. Variables odd ratio (OR) of the best model were used to calculate the predictive capacity of the risk scores using the area under the curve (AUC). RESULTS The best prediction model included comorbidities heart disease, dyslipidaemia and electrolyte imbalance; psychotic agents; creatinine kinase; number of total medication use; and conservative management (Hosmer and Lemeshow test =0.643). Model performance was relatively modest (R square = 0.399) and AUC which determines the risk score's ability to predict mortality associated with ADRs was 0.789 (95% CI, 0.700-0.878). Creatinine kinase, followed by psychotic agents and electrolyte disorder, was most strongly associated with mortality after ADRs during hospitalization. This model correctly predicts 71.4% of all mortality pertaining to ADRs (sensitivity) and with specificity of 77.3%. CONCLUSION Mortality prediction model among hospitalized stages 3 to 5 CKD patients experienced ADR was developed in this study. This prediction model adds new knowledge to the healthcare system despite its modest performance coupled with its high sensitivity and specificity. This tool is clinically useful and effective in identifying potential CKD patients at high risk of ADR-related mortality during hospitalization using routinely performed clinical data.
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Affiliation(s)
- Monica Danial
- Discipline of Social and Administrative Pharmacy, School of Pharmaceutical Sciences, Universiti Sains Malaysia, 11800 Minden, Penang, Malaysia
- Clinical Research Center (CRC) Hospital Pulau Pinang, Institute For Clinical Research, Ministry of Health Malaysia (MOH), Penang, Malaysia
- Clinical Research Center (CRC) Hospital Seberang Jaya, Institute For Clinical Research, Ministry of Health Malaysia (MOH), Penang, Malaysia
| | - Mohamed Azmi Hassali
- Discipline of Social and Administrative Pharmacy, School of Pharmaceutical Sciences, Universiti Sains Malaysia, 11800 Minden, Penang, Malaysia
| | - Ong Loke Meng
- Clinical Research Center (CRC) Hospital Pulau Pinang, Institute For Clinical Research, Ministry of Health Malaysia (MOH), Penang, Malaysia
| | - Yoon Chee Kin
- Clinical Research Center (CRC) Hospital Pulau Pinang, Institute For Clinical Research, Ministry of Health Malaysia (MOH), Penang, Malaysia
| | - Amer Hayat Khan
- Discipline of Clinical Pharmacy, School of Pharmaceutical Sciences, Universiti Sains Malaysia, 11800 Minden, Penang, Malaysia
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12
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Hopkins BT, Bame E, Bell N, Bohnert T, Bowden-Verhoek JK, Bui M, Cancilla MT, Conlon P, Cullen P, Erlanson DA, Fan J, Fuchs-Knotts T, Hansen S, Heumann S, Jenkins TJ, Marcotte D, McDowell B, Mertsching E, Negrou E, Otipoby KL, Poreci U, Romanowski MJ, Scott D, Silvian L, Yang W, Zhong M. Optimization of novel reversible Bruton's tyrosine kinase inhibitors identified using Tethering-fragment-based screens. Bioorg Med Chem 2019; 27:2905-2913. [PMID: 31138459 DOI: 10.1016/j.bmc.2019.05.021] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Revised: 05/09/2019] [Accepted: 05/13/2019] [Indexed: 01/06/2023]
Abstract
Since the approval of ibrutinib for the treatment of B-cell malignancies in 2012, numerous clinical trials have been reported using covalent inhibitors to target Bruton's tyrosine kinase (BTK) for oncology indications. However, a formidable challenge for the pharmaceutical industry has been the identification of reversible, selective, potent molecules for inhibition of BTK. Herein, we report application of Tethering-fragment-based screens to identify low molecular weight fragments which were further optimized to improve on-target potency and ADME properties leading to the discovery of reversible, selective, potent BTK inhibitors suitable for pre-clinical proof-of-concept studies.
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Affiliation(s)
- Brian T Hopkins
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States.
| | - Eris Bame
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Noah Bell
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Tonika Bohnert
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | | | - Minna Bui
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Mark T Cancilla
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Patrick Conlon
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Patrick Cullen
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Daniel A Erlanson
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Junfa Fan
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Tarra Fuchs-Knotts
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Stig Hansen
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Stacey Heumann
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Tracy J Jenkins
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Douglas Marcotte
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Bob McDowell
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | | | - Ella Negrou
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Kevin L Otipoby
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Urjana Poreci
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Michael J Romanowski
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Daniel Scott
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Laura Silvian
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Wenjin Yang
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
| | - Min Zhong
- Sunesis Pharmaceuticals, Inc., 395 Oyster Point Boulevard, South San Francisco, CA 94080, United States
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13
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Influence Factors of the Pharmacokinetics of Herbal Resourced Compounds in Clinical Practice. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2019; 2019:1983780. [PMID: 30949215 PMCID: PMC6425497 DOI: 10.1155/2019/1983780] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 01/15/2019] [Indexed: 12/12/2022]
Abstract
Herbal medicines have been used to prevent and cure diseases in eastern countries for thousands of years. In recent decades, these phytotherapies are becoming more and more popular in the West. As being nature-derived is the essential attribute of herbal medicines, people believe that taking them for diseases treatment is safe enough and has no side-effects. However, the efficacy of herbal resourced compounds (HRC) depends on the multiple constituents absorbed in the body and their pharmacokinetics. Thus, many factors will influence the clinical practice of HRC, i.e., their absorption, distribution, metabolism, and excretion (ADME). Among these factors, herb-drug interaction has been widely discussed, as these compounds may share the same drug-metabolizing enzymes and drug transporters. Meanwhile there are many other potential factors that can also change the ADME of HRC, including herb pretreatment, herb-herb interactions, pathological status, gender, age of patient, and chemical and physical modification of certain ingredients. With the aim of ensuring the efficacy of HRC and minimizing their clinical risks, this review provides and discusses the influence factors and artificial improvement of the pharmacokinetics of HRC.
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Li H, Toth E, Cherrington NJ. Asking the Right Questions With Animal Models: Methionine- and Choline-Deficient Model in Predicting Adverse Drug Reactions in Human NASH. Toxicol Sci 2019; 161:23-33. [PMID: 29145614 DOI: 10.1093/toxsci/kfx253] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
In the past few decades, great conceptual and technological advances have been made in the field of toxicology, but animal model-based research still remains one of the most widely used and readily available tools for furthering our current knowledge. However, animal models are not perfect in predicting all systemic toxicity in humans. Extrapolating animal data to accurately predict human toxicities remains a challenge, and researchers are obligated to question the appropriateness of their chosen animal model. This paper provides an assessment of the utility of the methionine- and choline-deficient (MCD) diet fed animal model in reflecting human nonalcoholic steatohepatitis (NASH) and the potential risks of adverse drug reactions and toxicities that are associated with the disease. As a commonly used NASH model, the MCD model fails to exhibit most metabolic abnormalities in a similar manner to the human disease. The MCD model, on the other hand, closely resembles human NASH histology and reflects signatures of drug transporter alterations in humans. Due to the nature of the MCD model, it should be avoided in studies of NASH pathogenesis, metabolic parameter evaluation, and biomarker identification. But it can be used to accurately predict altered drug disposition due to NASH-associated transporter alterations.
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Affiliation(s)
- Hui Li
- Department of Pharmacology and Toxicology, University of Arizona, Tucson, Arizona 85721
| | - Erica Toth
- Department of Pharmacology and Toxicology, University of Arizona, Tucson, Arizona 85721
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15
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Ohe T, Umezawa R, Kitagawara Y, Yasuda D, Takahashi K, Nakamura S, Abe A, Sekine S, Ito K, Okunushi K, Morio H, Furihata T, Anzai N, Mashino T. Synthesis of novel benzbromarone derivatives designed to avoid metabolic activation. Bioorg Med Chem Lett 2018; 28:3708-3711. [DOI: 10.1016/j.bmcl.2018.10.023] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Revised: 10/09/2018] [Accepted: 10/15/2018] [Indexed: 10/28/2022]
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16
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Lysenko A, Sharma A, Boroevich KA, Tsunoda T. An integrative machine learning approach for prediction of toxicity-related drug safety. Life Sci Alliance 2018; 1:e201800098. [PMID: 30515477 PMCID: PMC6262234 DOI: 10.26508/lsa.201800098] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Revised: 11/20/2018] [Accepted: 11/20/2018] [Indexed: 01/28/2023] Open
Abstract
Recent trends in drug development have been marked by diminishing returns caused by the escalating costs and falling rates of new drug approval. Unacceptable drug toxicity is a substantial cause of drug failure during clinical trials and the leading cause of drug withdraws after release to the market. Computational methods capable of predicting these failures can reduce the waste of resources and time devoted to the investigation of compounds that ultimately fail. We propose an original machine learning method that leverages identity of drug targets and off-targets, functional impact score computed from Gene Ontology annotations, and biological network data to predict drug toxicity. We demonstrate that our method (TargeTox) can distinguish potentially idiosyncratically toxic drugs from safe drugs and is also suitable for speculative evaluation of different target sets to support the design of optimal low-toxicity combinations.
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Affiliation(s)
- Artem Lysenko
- Laboratory for Medical Science Mathematics, Rikagaku Kenkyūjyo Center for Integrative Medical Sciences, Tsurumi, Japan
| | - Alok Sharma
- Laboratory for Medical Science Mathematics, Rikagaku Kenkyūjyo Center for Integrative Medical Sciences, Tsurumi, Japan
- School of Engineering and Physics, University of the South Pacific, Suva, Fiji
| | - Keith A Boroevich
- Laboratory for Medical Science Mathematics, Rikagaku Kenkyūjyo Center for Integrative Medical Sciences, Tsurumi, Japan
| | - Tatsuhiko Tsunoda
- Laboratory for Medical Science Mathematics, Rikagaku Kenkyūjyo Center for Integrative Medical Sciences, Tsurumi, Japan
- Department of Medical Science Mathematics, Medical Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
- Core Research for Evolutionary Science and Technology Program, Japan Science and Technology Agency, Tokyo, Japan
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17
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Kuna L, Bozic I, Kizivat T, Bojanic K, Mrso M, Kralj E, Smolic R, Wu GY, Smolic M. Models of Drug Induced Liver Injury (DILI) - Current Issues and Future Perspectives. Curr Drug Metab 2018; 19:830-838. [PMID: 29788883 PMCID: PMC6174638 DOI: 10.2174/1389200219666180523095355] [Citation(s) in RCA: 82] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Revised: 03/20/2018] [Accepted: 03/28/2018] [Indexed: 12/13/2022]
Abstract
Background: Drug-induced Liver Injury (DILI) is an important cause of acute liver failure cases in the United States, and remains a common cause of withdrawal of drugs in both preclinical and clinical phases. Methods: A structured search of bibliographic databases – Web of Science Core Collection, Scopus and Medline for peer-reviewed articles on models of DILI was performed. The reference lists of relevant studies was prepared and a citation search for the included studies was carried out. In addition, the characteristics of screened studies were described. Results: One hundred and six articles about the existing knowledge of appropriate models to study DILI in vitro and in vivo with special focus on hepatic cell models, variations of 3D co-cultures, animal models, databases and predictive modeling and translational biomarkers developed to understand the mechanisms and pathophysiology of DILI are described. Conclusion: Besides descriptions of current applications of existing modeling systems, associated advantages and limitations of each modeling system and future directions for research development are discussed as well.
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Affiliation(s)
- Lucija Kuna
- Department of Chemistry and Biochemistry, Faculty of Dental Medicine and Health, J. J. Strossmayer University of Osijek, Crkvena 21, 31000 Osijek, Croatia
| | - Ivana Bozic
- Department of Pharmacology, Faculty of Medicine, J. J. Strossmayer University of Osijek, J. Huttlera 4, 31000 Osijek, Croatia
| | - Tomislav Kizivat
- Department of Pharmacology, Faculty of Medicine, J. J. Strossmayer University of Osijek, J. Huttlera 4, 31000 Osijek, Croatia
| | - Kristina Bojanic
- Department of Pharmacology, Faculty of Medicine, J. J. Strossmayer University of Osijek, J. Huttlera 4, 31000 Osijek, Croatia
| | - Margareta Mrso
- Department of Pharmacology, Faculty of Medicine, J. J. Strossmayer University of Osijek, J. Huttlera 4, 31000 Osijek, Croatia
| | - Edgar Kralj
- Inspecto, LLC, Martina Divalta 193, 31000 Osijek, Croatia
| | - Robert Smolic
- Department of Pharmacology, Faculty of Medicine, J. J. Strossmayer University of Osijek, J. Huttlera 4, 31000 Osijek, Croatia
| | - George Y Wu
- Department of Medicine, Division of Gastroenterology-Hepatology, University of Connecticut Health Center, Farmington, CT, United States
| | - Martina Smolic
- Department of Pharmacology, Faculty of Medicine, J. J. Strossmayer University of Osijek, J. Huttlera 4, 31000 Osijek, Croatia.,Department of Pharmacology, Faculty Of Dental Medicine and Health, J. J. Strossmayer University of Osijek, Crkvena 21, 31000 Osijek, Croatia
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18
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Ramesh M, Bharatam PV. Formation of a Toxic Quinoneimine Metabolite from Diclofenac: A Quantum Chemical Study. Drug Metab Lett 2018; 13:64-76. [PMID: 30210009 DOI: 10.2174/1872312812666180913120736] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Revised: 08/27/2018] [Accepted: 08/27/2018] [Indexed: 01/26/2023]
Abstract
BACKGROUND Diclofenac is a non-steroidal antiinflammatory drug. It is predominantly metabolized by CYP2C9. 4'-hydroxydiclofenac and its quinoneimine are the metabolites of diclofenac. However, few numbers of serious cases of idiosyncratic hepatotoxicity due to diclofenac metabolism were reported. The formation of the quinoneimine metabolite was found to be responsible for this idiosyncratic toxicity. Quinoneimine is an over-oxidized metabolite of diclofenac. METHOD In this work, computational studies were conducted to detail the formation of a quinoneimine metabolite from diclofenac. Further, the idiosyncratic toxicity of quinoneimine due to its reactivity was also investigated by quantum chemical analysis. RESULTS & CONCLUSION The results demonstrate the possibility of formation of quinoneimine metabolite due to various factors that are involved in the metabolism of diclofenac. The present study may provide the structural in-sights during the drug development processes to avoid the metabolism directed idiosyncratic toxicity.
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Affiliation(s)
- Muthusamy Ramesh
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research (NIPER), Sector-67, S.A.S. Nagar (Mohali)-160 062, India
| | - Prasad V Bharatam
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research (NIPER), Sector-67, S.A.S. Nagar (Mohali)-160 062, India
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19
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Kenna JG, Uetrecht J. Do In Vitro Assays Predict Drug Candidate Idiosyncratic Drug-Induced Liver Injury Risk? Drug Metab Dispos 2018; 46:1658-1669. [PMID: 30021844 DOI: 10.1124/dmd.118.082719] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Accepted: 07/05/2018] [Indexed: 12/16/2022] Open
Abstract
In vitro assays are commonly used during drug discovery to try to decrease the risk of idiosyncratic drug-induced liver injury (iDILI). But how effective are they at predicting risk? One of the most widely used methods evaluates cell cytotoxicity. Cytotoxicity assays that used cell lines that are very different from normal hepatocytes, and high concentrations of drug, were not very accurate at predicting idiosyncratic drug reaction risk. Even cytotoxicity assays that use more biologically normal cells resulted in many false-positive and false-negative results. Assays that quantify reactive metabolite formation, mitochondrial injury, and bile salt export pump (BSEP) inhibition have also been described. Although evidence suggests that reactive metabolite formation and BSEP inhibition can play a role in the mechanism of iDILI, these assays are not very accurate at predicting risk. In contrast, inhibition of the mitochondrial electron transport chain appears not to play an important role in the mechanism of iDILI, although other types of mitochondrial injury may do so. It is likely that there are many additional mechanisms by which drugs can cause iDILI. However, simply measuring more parameters is unlikely to provide better predictive assays unless those parameters are actually involved in the mechanism of iDILI. Hence, a better mechanistic understanding of iDILI is required; however, mechanistic studies of iDILI are very difficult. There is substantive evidence that most iDILI is immune mediated; therefore, the most accurate assays may involve those that determine immune responses to drugs. New methods to manipulate immune tolerance may greatly facilitate development of more suitable methods.
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Affiliation(s)
- J Gerry Kenna
- Safer Medicines Trust, Kingsbridge, United Kingdom (J.G.K.); and Faculties of Pharmacy and Medicine, University of Toronto, Toronto, Ontario, Canada (J.U.)
| | - Jack Uetrecht
- Safer Medicines Trust, Kingsbridge, United Kingdom (J.G.K.); and Faculties of Pharmacy and Medicine, University of Toronto, Toronto, Ontario, Canada (J.U.)
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20
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Johnson TW, Gallego RA, Edwards MP. Lipophilic Efficiency as an Important Metric in Drug Design. J Med Chem 2018; 61:6401-6420. [DOI: 10.1021/acs.jmedchem.8b00077] [Citation(s) in RCA: 136] [Impact Index Per Article: 22.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Ted W. Johnson
- Oncology Medicinal Chemistry, Pfizer Inc., 10770 Science Center Drive, La Jolla, California 92121, United States
| | - Rebecca A. Gallego
- Oncology Medicinal Chemistry, Pfizer Inc., 10770 Science Center Drive, La Jolla, California 92121, United States
| | - Martin P. Edwards
- Oncology Medicinal Chemistry, Pfizer Inc., 10770 Science Center Drive, La Jolla, California 92121, United States
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21
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Kwast L, Aida T, Fiechter D, Kruijssen L, Bleumink R, Boon L, Ludwig I, Pieters R. Immune responses induced by diclofenac or carbamazepine in an oral exposure model using TNP-Ficoll as reporter antigen. J Immunotoxicol 2017; 13:918-926. [PMID: 27967303 DOI: 10.1080/1547691x.2016.1247929] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
Immune-mediated drug hypersensitivity reactions (IDHR) may result from immuno-sensitization to a drug-induced neo-antigen. They rarely occur in patients and are usually not predicted preclinically using standard toxicity studies. To assess the potential of a drug to induce T-cell sensitization, trinitrophenyl (TNP)-Ficoll was used here as a bystander antigen in animal experiments. TNP-Ficoll will only elicit TNP-specific IgG antibodies in the presence of non-cognate T-cell help. Therefore, the presence of TNP-specific IgG antibodies after co-injection of drug and TNP-Ficoll was indicative of T-cell sensitization potential. This TNP-Ficoll-approach was used here to characterize T-cell help induced by oral exposure to diclofenac (DF) or carbamazepine (CMZ). DF or CMZ was administered orally to BALB/c mice and after 3 w, the mice were challenged in a hind paw with TNP-Ficoll and a dose of the drug that by itself does only elicit a sub-optimal popliteal lymph node assay (PLNA) response. T-cell-dependent responses were then evaluated in paw-draining popliteal lymph nodes (PLN). Also, shortly after oral exposure, mesenteric lymph nodes (MLN) were excised for evaluation of local responses. Both drugs were able to increase PLN cellularity and TNP-specific IgG1 production after challenge. Both DF and CMZ stimulated CD4+ and CD8+ T-cells and caused shifts of the subsets toward an effector phenotype. DF, but not CMZ, appeared to stimulate interferon (IFN)-γ production. Remarkably, depletion of CD8+, but not CD4+, T-cells reduced TNP-specific IgG1 production, and was more pronounced in CMZ- than in DF-exposed animals. Local responses in the MLN caused by DF or CMZ also showed shifts of CD4+ and CD8+-cells toward a memory phenotype. Together, the data indicate that oral exposure to CMZ and DF differentially induced neo-antigen-specific T-cell reactions in the PLNA.
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Affiliation(s)
- Lydia Kwast
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands.,b TI Pharma, Leiden , The Netherlands
| | - Tetsuo Aida
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands.,c Medicinal Safety Research Laboratories, Daiichi Sankyo Co. Ltd , Tokyo , Japan
| | - Daniëlle Fiechter
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands.,b TI Pharma, Leiden , The Netherlands
| | - Laura Kruijssen
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands
| | - Rob Bleumink
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands
| | | | - Irene Ludwig
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands.,b TI Pharma, Leiden , The Netherlands.,e Department of Infectious Diseases and Immunology , Utrecht University , Utrecht , The Netherlands
| | - Raymond Pieters
- a Division of Toxicology , Institute for Risk Assessment Sciences (IRAS), Utrecht University , Utrecht , The Netherlands
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22
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Lundgren H, Martinsson K, Cederbrant K, Jirholt J, Mucs D, Madeyski-Bengtson K, Havarinasab S, Hultman P. HLA-DR7 and HLA-DQ2: Transgenic mouse strains tested as a model system for ximelagatran hepatotoxicity. PLoS One 2017; 12:e0184744. [PMID: 28934241 PMCID: PMC5608249 DOI: 10.1371/journal.pone.0184744] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2016] [Accepted: 08/30/2017] [Indexed: 01/11/2023] Open
Abstract
The oral thrombin inhibitor ximelagatran was withdrawn in the late clinical trial phase because it adversely affected the liver. In approximately 8% of treated patients, drug-induced liver injury (DILI) was expressed as transient alanine transaminase (ALT) elevations. No evidence of DILI had been revealed in the pre-clinical in vivo studies. A whole genome scan study performed on the clinical study material identified a strong genetic association between the major histocompatibility complex alleles for human leucocyte antigens (HLA) (HLA-DR7 and HLA-DQ2) and elevated ALT levels in treated patients. An immune-mediated pathogenesis was suggested. Here, we evaluated whether HLA transgenic mice models could be used to investigate whether the expression of relevant HLA molecules was enough to reproduce the DILI effects in humans. In silico modelling performed in this study revealed association of both ximelagatran (pro-drug) and melagatran (active drug) to the antigen-presenting groove of the homology modelled HLA-DR7 molecule suggesting “altered repertoire” as a key initiating event driving development of DILI in humans. Transgenic mouse strains (tgms) expressing HLA of serotype HLA-DR7 (HLA-DRB1*0701, -DRA*0102), and HLA-DQ2 (HLA-DQB1*0202,–DQA1*0201) were created. These two lines were crossed with a human (h)CD4 transgenic line, generating the two tgms DR7xhCD4 and DQ2xhCD4. To investigate whether the DILI effects observed in humans could be reproduced in tgms, the mice were treated for 28 days with ximelagatran. Results revealed no signs of DILI when biomarkers for liver toxicity were measured and histopathology was evaluated. In the ximelagatran case, presence of relevant HLA-expression in a pre-clinical model did not fulfil the prerequisite for reproducing DILI observed in patients. Nonetheless, for the first time an HLA-transgenic mouse model has been investigated for use in HLA-associated DILI induced by a low molecular weight compound. This study shows that mimicking of genetic susceptibility, expressed as DILI-associated HLA-types in mice, is not sufficient for reproducing the complex pathogenesis leading to DILI in man.
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Affiliation(s)
- Hanna Lundgren
- Division of Molecular and Immunological Pathology, Department of Clinical and Experimental Medicine, Faculty of Health Sciences, Linköping University, Östergötland County Council, Linköping, Sweden
| | - Klara Martinsson
- AIR/Rheumatology Unit, Department of Clinical and Experimental Medicine, Faculty of Health Sciences, Linköping University, Östergötland County Council, Linköping, Sweden
| | - Karin Cederbrant
- Division of Molecular and Immunological Pathology, Department of Clinical and Experimental Medicine, Faculty of Health Sciences, Linköping University, Östergötland County Council, Linköping, Sweden
- Swetox, Karolinska Institutet, Unit of Toxicology Sciences, Södertälje, Sweden
- * E-mail:
| | | | - Daniel Mucs
- Swetox, Karolinska Institutet, Unit of Toxicology Sciences, Södertälje, Sweden
| | | | - Said Havarinasab
- Division of Molecular and Immunological Pathology, Department of Clinical and Experimental Medicine, Faculty of Health Sciences, Linköping University, Östergötland County Council, Linköping, Sweden
| | - Per Hultman
- Division of Molecular and Immunological Pathology, Department of Clinical and Experimental Medicine, Faculty of Health Sciences, Linköping University, Östergötland County Council, Linköping, Sweden
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23
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Iorga A, Dara L, Kaplowitz N. Drug-Induced Liver Injury: Cascade of Events Leading to Cell Death, Apoptosis or Necrosis. Int J Mol Sci 2017; 18:ijms18051018. [PMID: 28486401 PMCID: PMC5454931 DOI: 10.3390/ijms18051018] [Citation(s) in RCA: 184] [Impact Index Per Article: 26.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2017] [Revised: 05/05/2017] [Accepted: 05/07/2017] [Indexed: 12/11/2022] Open
Abstract
Drug-induced liver injury (DILI) can broadly be divided into predictable and dose dependent such as acetaminophen (APAP) and unpredictable or idiosyncratic DILI (IDILI). Liver injury from drug hepatotoxicity (whether idiosyncratic or predictable) results in hepatocyte cell death and inflammation. The cascade of events leading to DILI and the cell death subroutine (apoptosis or necrosis) of the cell depend largely on the culprit drug. Direct toxins to hepatocytes likely induce oxidative organelle stress (such as endoplasmic reticulum (ER) and mitochondrial stress) leading to necrosis or apoptosis, while cell death in idiosyncratic DILI (IDILI) is usually the result of engagement of the innate and adaptive immune system (likely apoptotic), involving death receptors (DR). Here, we review the hepatocyte cell death pathways both in direct hepatotoxicity such as in APAP DILI as well as in IDILI. We examine the known signaling pathways in APAP toxicity, a model of necrotic liver cell death. We also explore what is known about the genetic basis of IDILI and the molecular pathways leading to immune activation and how these events can trigger hepatotoxicity and cell death.
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Affiliation(s)
- Andrea Iorga
- Research Center for Liver Disease, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
- Division of Gastrointestinal and Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
| | - Lily Dara
- Research Center for Liver Disease, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
- Division of Gastrointestinal and Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
| | - Neil Kaplowitz
- Research Center for Liver Disease, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
- Division of Gastrointestinal and Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
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24
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Ohe T, Takahashi K, Nakamura S, Mashino T. Strategic Drug Design to Avoid the Metabolic Activation of Hepatotoxic Drugs. YAKUGAKU ZASSHI 2017; 137:249-255. [PMID: 28250317 DOI: 10.1248/yakushi.16-00230-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Adverse reactions are one of the most important issues in drug development, as well as in the therapeutic usage of drugs during the post-approval stage. Specifically, idiosyncratic adverse drug reactions (IDR) occur in only a small group of patients who are treated with certain drugs, and are unpredictable. It is widely accepted that drug-induced IDR is often associated with CYP-mediated bioactivation. Benzbromarone (BBR) is effective in the treatment of hyperuricemia, and has been used as an effective drug in Japan for a long time. However, BBR has been associated with hepatotoxicity, including fatal liver injury. We identified 2,6-dibromohydroquinone (DBH) and mono-debrominated catechol (CAT) as novel metabolites of BBR in human and rat liver microsomal systems, by comparison with chemically synthesized authentic compounds via ipso-substitution, which we previously discovered to be a unique metabolic reaction of substituted phenols by CYP. Furthermore, CAT, DBH and the oxidized form of DBH (DBBQ) were highly cytotoxic in human hepatocellular carcinoma cells, compared with BBR. We consider that the formation of these metabolites from BBR is linked to the mechanism involved in BBR-induced hepatotoxicity because catechols, hydroquinones, and their oxidized forms are known to be toxic.
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25
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Kenna JG. Human biology-based drug safety evaluation: scientific rationale, current status and future challenges. Expert Opin Drug Metab Toxicol 2017; 13:567-574. [PMID: 28150517 DOI: 10.1080/17425255.2017.1290082] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
INTRODUCTION Animal toxicity studies used to assess the safety of new candidate pharmaceuticals prior to their progression into human clinical trials are unable to assess the risk of non-pharmacologically mediated idiosyncratic adverse drug reactions (ADRs), the most frequent of which are drug-induced liver injury and cardiotoxicity. Idiosyncratic ADRs occur only infrequently and in certain susceptible humans, but are caused by many hundreds of different drugs and may lead to serious illness. Areas covered: Idiosyncratic ADRs are initiated by drug-related chemical insults, which cause toxicity due to susceptibility factors that manifest only in certain patients. The chemical insults can be detected using in vitro assays. These enable useful discrimination between drugs that cause high versus low levels of idiosyncratic ADR concern. Especially promising assays, which have been described recently in peer-reviewed scientific literature, are highlighted. Expert opinion: Effective interpretation of in vitro toxicity data requires integration of endpoints from multiple assays, which each address different mechanisms, and must also take account of human systemic and tissue drug exposure in vivo. Widespread acceptance and use of such assays has been hampered by the lack of correlation between idiosyncratic human ADR risk and toxicities observed in vivo in animals.
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26
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Iasella CJ, Johnson HJ, Dunn MA. Adverse Drug Reactions: Type A (Intrinsic) or Type B (Idiosyncratic). Clin Liver Dis 2017; 21:73-87. [PMID: 27842776 DOI: 10.1016/j.cld.2016.08.005] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Hepatotoxic adverse drug reactions are associated with significant morbidity and mortality and are the leading cause of postmarketing regulatory action in the United States. They are classified as Type A (intrinsic) or Type B (idiosyncratic). Type A are predictable, dose-related toxicities, often identified in preclinical or clinical trials, and usually occur in overdose settings or with pre-existing hepatic impairment. Type B are not clearly related to increasing dose and are associated with drug-specific and patient-specific characteristics and environmental risks. Rare Type B reactions are often identified postmarketing. Identification and management, including electronic resources, has evolved.
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Affiliation(s)
- Carlo J Iasella
- Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, 3501 Terrace Street, Pittsburgh, PA 15261, USA.
| | - Heather J Johnson
- Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, 3501 Terrace Street, Pittsburgh, PA 15261, USA
| | - Michael A Dunn
- Division of Gastroenterology, Hepatology and Nutrition, Center for Liver Diseases, University of Pittsburgh, 200 Lothrop Street, PUH, M2, C-wing, Pittsburgh, PA 15213, USA
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27
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Abstract
Although safety of drug candidates is carefully monitored in preclinical and clinical studies using a variety of approaches, drug toxicity may still occur in clinical practice. Therefore, novel approaches are needed to complement the current drug safety evaluation system. Metabolomics comprehensively analyzes the metabolites altered by drug exposure, which can therefore be used to profile drug metabolism, endobiotic metabolism, and drug-microbiota interactions. The information from metabolomic analysis can be used to determine the off-targets of a drug candidate, and thus provide a mechanistic understanding of drug toxicity. We herein discuss the opportunities of metabolomics in drug safety evaluation.
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28
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Roth RA, Maiuri AR, Ganey PE. Idiosyncratic Drug-Induced Liver Injury: Is Drug-Cytokine Interaction the Linchpin? J Pharmacol Exp Ther 2016; 360:461-470. [PMID: 28104833 DOI: 10.1124/jpet.116.237578] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2016] [Accepted: 11/11/2016] [Indexed: 12/11/2022] Open
Abstract
Idiosyncratic drug-induced liver injury continues to be a human health problem in part because drugs that cause these reactions are not identified in current preclinical testing and because progress in prevention is hampered by incomplete knowledge of mechanisms that underlie these adverse responses. Several hypotheses involving adaptive immune responses, inflammatory stress, inability to adapt to stress, and multiple, concurrent factors have been proposed. Yet much remains unknown about how drugs interact with the liver to effect death of hepatocytes. Evidence supporting hypotheses implicating adaptive or innate immune responses in afflicted patients has begun to emerge and is bolstered by results obtained in experimental animal models and in vitro systems. A commonality in adaptive and innate immunity is the production of cytokines, including interferon-γ (IFNγ). IFNγ initiates cell signaling pathways that culminate in cell death or inhibition of proliferative repair. Tumor necrosis factor-α, another cytokine prominent in immune responses, can also promote cell death. Furthermore, tumor necrosis factor-α interacts with IFNγ, leading to enhanced cellular responses to each cytokine. In this short review, we propose that the interaction of drugs with these cytokines contributes to idiosyncratic drug-induced liver injury, and mechanisms by which this could occur are discussed.
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Affiliation(s)
- Robert A Roth
- Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan
| | - Ashley R Maiuri
- Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan
| | - Patricia E Ganey
- Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan
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29
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Kumar NB, Pow-Sang J, Spiess PE, Park J, Salup R, Williams CR, Parnes H, Schell MJ. Randomized, placebo-controlled trial evaluating the safety of one-year administration of green tea catechins. Oncotarget 2016; 7:70794-70802. [PMID: 28053292 PMCID: PMC5340117 DOI: 10.18632/oncotarget.12222] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2016] [Accepted: 09/13/2016] [Indexed: 01/24/2023] Open
Abstract
PURPOSE Although preclinical, epidemiological and prior clinical trial data suggest that green tea catechins (GTCs) may reduce prostate cancer (PCa) risk, several preclinical studies and case reports have reported liver toxicities and acute gastrointestinal bleeding. Based on these observations, regulatory bodies have required stringent inclusion criteria with frequent, excessive toxicity monitoring and early stopping rules in clinical trials. These requirements have impeded recruitment and retention of subjects in chemoprevention trials and subsequent progress in agent development efforts. EXPERIMENTAL DESIGN We conducted a placebo-controlled, randomized clinical trial of Polyphenon E® (PolyE®), a proprietary mixture of decaffeinated GTCs, containing 400 mg (-)-epigallocatechin-3-gallate (EGCG) per day, in 97 men with high-grade prostatic intraepithelial neoplasia (HGPIN) and/or atypical small acinar proliferation (ASAP). PolyE® containing 200 mg EGCG was administered with food, BID. A secondary study endpoint in this trial was a comparison of the overall one-year treatment related adverse events and grade 3 or higher adverse event on the two study arms. Monthly assessments of toxicity (CTCAE 4.0), concomitant medications and organ function, including hepatic panel, PT/PTT and LDH, were performed. RESULTS Daily intake of a standardized, decaffeinated, catechin mixture containing 200 mg EGCG BID taken with food for 1 year accumulated in plasma and was well tolerated and did not produce treatment related adverse effects in men with baseline HGPIN or ASAP. CONCLUSION The current data provides evidence of safety of decaffeinated, catechin mixture containing 200 mg EGCG BID to be further tested for prostate cancer prevention or other indications.
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Affiliation(s)
- Nagi B. Kumar
- H. Lee Moffitt Cancer Center & Research Institute, Inc., Cancer Epidemiology, Tampa, FL 33612-9497, USA
- H. Lee Moffitt Cancer Center & Research Institute, Inc., Genitourinary Oncology, Tampa, FL 33612-9497, USA
| | - Julio Pow-Sang
- H. Lee Moffitt Cancer Center & Research Institute, Inc., Genitourinary Oncology, Tampa, FL 33612-9497, USA
| | - Philippe E. Spiess
- H. Lee Moffitt Cancer Center & Research Institute, Inc., Genitourinary Oncology, Tampa, FL 33612-9497, USA
| | - Jong Park
- H. Lee Moffitt Cancer Center & Research Institute, Inc., Cancer Epidemiology, Tampa, FL 33612-9497, USA
| | - Raoul Salup
- University of South Florida College of Medicine, Urology, Tampa, FL 33612, USA
| | - Christopher R. Williams
- University of Florida – Jacksonville, UF Health Jacksonville, Urologic Oncology, Jacksonville, FL 32209, USA
| | - Howard Parnes
- National Cancer Institute, Division of Cancer Prevention, Bethesda, MD 20892, USA
| | - Michael J. Schell
- Moffitt Cancer Center & Research Institute, Inc., Biostatistics and Bioinformatics, Tampa, FL 33612-9497, USA
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30
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Key Challenges and Opportunities Associated with the Use of In Vitro Models to Detect Human DILI: Integrated Risk Assessment and Mitigation Plans. BIOMED RESEARCH INTERNATIONAL 2016; 2016:9737920. [PMID: 27689095 PMCID: PMC5027328 DOI: 10.1155/2016/9737920] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Accepted: 06/22/2016] [Indexed: 01/10/2023]
Abstract
Drug-induced liver injury (DILI) is a major cause of late-stage clinical drug attrition, market withdrawal, black-box warnings, and acute liver failure. Consequently, it has been an area of focus for toxicologists and clinicians for several decades. In spite of considerable efforts, limited improvements in DILI prediction have been made and efforts to improve existing preclinical models or develop new test systems remain a high priority. While prediction of intrinsic DILI has improved, identifying compounds with a risk for idiosyncratic DILI (iDILI) remains extremely challenging because of the lack of a clear mechanistic understanding and the multifactorial pathogenesis of idiosyncratic drug reactions. Well-defined clinical diagnostic criteria and risk factors are also missing. This paper summarizes key data interpretation challenges, practical considerations, model limitations, and the need for an integrated risk assessment. As demonstrated through selected initiatives to address other types of toxicities, opportunities exist however for improvement, especially through better concerted efforts at harmonization of current, emerging and novel in vitro systems or through the establishment of strategies for implementation of preclinical DILI models across the pharmaceutical industry. Perspectives on the incorporation of newer technologies and the value of precompetitive consortia to identify useful practices are also discussed.
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31
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Lawton G, Nussbaumer P. The Evolving Role of the Medicinal Chemist. PROGRESS IN MEDICINAL CHEMISTRY 2016; 55:193-226. [PMID: 26852936 DOI: 10.1016/bs.pmch.2015.11.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Geoff Lawton
- Gardenfields, St Ippolyts, Hertfordshire, United Kingdom
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32
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Thompson RA, Isin EM, Ogese MO, Mettetal JT, Williams DP. Reactive Metabolites: Current and Emerging Risk and Hazard Assessments. Chem Res Toxicol 2016; 29:505-33. [DOI: 10.1021/acs.chemrestox.5b00410] [Citation(s) in RCA: 93] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Richard A. Thompson
- DMPK, Respiratory, Inflammation & Autoimmunity iMed, AstraZeneca R&D, 431 83 Mölndal, Sweden
| | - Emre M. Isin
- DMPK, Cardiovascular & Metabolic Diseases iMed, AstraZeneca R&D, 431 83 Mölndal, Sweden
| | - Monday O. Ogese
- Translational Safety, Drug Safety and Metabolism, AstraZeneca R&D, Darwin Building 310, Cambridge Science Park, Milton Rd, Cambridge CB4 0FZ, United Kingdom
| | - Jerome T. Mettetal
- Translational Safety, Drug Safety and Metabolism, AstraZeneca R&D, 35 Gatehouse Dr, Waltham, Massachusetts 02451, United States
| | - Dominic P. Williams
- Translational Safety, Drug Safety and Metabolism, AstraZeneca R&D, Darwin Building 310, Cambridge Science Park, Milton Rd, Cambridge CB4 0FZ, United Kingdom
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Gómez-Lechón MJ, Tolosa L, Donato MT. Metabolic activation and drug-induced liver injury: in vitro approaches for the safety risk assessment of new drugs. J Appl Toxicol 2015; 36:752-68. [PMID: 26691983 DOI: 10.1002/jat.3277] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Revised: 10/21/2015] [Accepted: 11/11/2015] [Indexed: 12/13/2022]
Abstract
Drug-induced liver injury (DILI) is a significant leading cause of hepatic dysfunction, drug failure during clinical trials and post-market withdrawal of approved drugs. Many cases of DILI are unexpected reactions of an idiosyncratic nature that occur in a small group of susceptible individuals. Intensive research efforts have been made to understand better the idiosyncratic DILI and to identify potential risk factors. Metabolic bioactivation of drugs to form reactive metabolites is considered an initiation mechanism for idiosyncratic DILI. Reactive species may interact irreversibly with cell macromolecules (covalent binding, oxidative damage), and alter their structure and activity. This review focuses on proposed in vitro screening strategies to predict and reduce idiosyncratic hepatotoxicity associated with drug bioactivation. Compound incubation with metabolically competent biological systems (liver-derived cells, subcellular fractions), in combination with methods to reveal the formation of reactive intermediates (e.g., formation of adducts with liver proteins, metabolite trapping or enzyme inhibition assays), are approaches commonly used to screen the reactivity of new molecules in early drug development. Several cell-based assays have also been proposed for the safety risk assessment of bioactivable compounds. Copyright © 2015 John Wiley & Sons, Ltd.
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MESH Headings
- Activation, Metabolic
- Animals
- Cell Culture Techniques/trends
- Cell Line
- Cells, Cultured
- Chemical and Drug Induced Liver Injury/epidemiology
- Chemical and Drug Induced Liver Injury/metabolism
- Chemical and Drug Induced Liver Injury/pathology
- Coculture Techniques/trends
- Drug Evaluation, Preclinical/trends
- Drugs, Investigational/adverse effects
- Drugs, Investigational/chemistry
- Drugs, Investigational/pharmacokinetics
- Humans
- In Vitro Techniques/trends
- Liver/cytology
- Liver/drug effects
- Liver/metabolism
- Liver/pathology
- Microfluidics/methods
- Microfluidics/trends
- Microsomes, Liver/drug effects
- Microsomes, Liver/enzymology
- Microsomes, Liver/metabolism
- Models, Biological
- Pluripotent Stem Cells/cytology
- Pluripotent Stem Cells/drug effects
- Pluripotent Stem Cells/metabolism
- Pluripotent Stem Cells/pathology
- Recombinant Proteins/metabolism
- Risk Assessment
- Risk Factors
- Tissue Scaffolds/trends
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Affiliation(s)
- M José Gómez-Lechón
- Unidad de Hepatología Experimental, Instituto de Investigación Sanitaria La Fe (IIS La Fe), Valencia, Spain
- CIBEREHD, FIS, Spain
| | - Laia Tolosa
- Unidad de Hepatología Experimental, Instituto de Investigación Sanitaria La Fe (IIS La Fe), Valencia, Spain
| | - M Teresa Donato
- Unidad de Hepatología Experimental, Instituto de Investigación Sanitaria La Fe (IIS La Fe), Valencia, Spain
- CIBEREHD, FIS, Spain
- Departamento de Bioquímica y Biología Molecular, Facultad de Medicina, Universidad de Valencia, Spain
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de Boer A, van Hunsel F, Bast A. Adverse food–drug interactions. Regul Toxicol Pharmacol 2015; 73:859-65. [DOI: 10.1016/j.yrtph.2015.10.009] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2015] [Revised: 10/11/2015] [Accepted: 10/13/2015] [Indexed: 01/13/2023]
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Siramshetty VB, Nickel J, Omieczynski C, Gohlke BO, Drwal MN, Preissner R. WITHDRAWN--a resource for withdrawn and discontinued drugs. Nucleic Acids Res 2015; 44:D1080-6. [PMID: 26553801 PMCID: PMC4702851 DOI: 10.1093/nar/gkv1192] [Citation(s) in RCA: 161] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Accepted: 10/25/2015] [Indexed: 01/03/2023] Open
Abstract
Post-marketing drug withdrawals can be associated with various events, ranging from safety issues such as reported deaths or severe side-effects, to a multitude of non-safety problems including lack of efficacy, manufacturing, regulatory or business issues. During the last century, the majority of drugs voluntarily withdrawn from the market or prohibited by regulatory agencies was reported to be related to adverse drug reactions. Understanding the underlying mechanisms of toxicity is of utmost importance for current and future drug discovery. Here, we present WITHDRAWN, a resource for withdrawn and discontinued drugs publicly accessible at http://cheminfo.charite.de/withdrawn. Today, the database comprises 578 withdrawn or discontinued drugs, their structures, important physico-chemical properties, protein targets and relevant signaling pathways. A special focus of the database lies on the drugs withdrawn due to adverse reactions and toxic effects. For approximately one half of the drugs in the database, safety issues were identified as the main reason for withdrawal. Withdrawal reasons were extracted from the literature and manually classified into toxicity types representing adverse effects on different organs. A special feature of the database is the presence of multiple search options which will allow systematic analyses of withdrawn drugs and their mechanisms of toxicity.
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Affiliation(s)
- Vishal B Siramshetty
- Structural Bioinformatics Group, ECRC Experimental and Clinical Research Center, Charité - University Medicine Berlin, 13125 Berlin, Germany
| | - Janette Nickel
- Structural Bioinformatics Group, Institute of Physiology, Charité - University Medicine Berlin, 13125 Berlin, Germany German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Christian Omieczynski
- Structural Bioinformatics Group, Institute of Physiology, Charité - University Medicine Berlin, 13125 Berlin, Germany
| | - Bjoern-Oliver Gohlke
- Structural Bioinformatics Group, Institute of Physiology, Charité - University Medicine Berlin, 13125 Berlin, Germany German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Malgorzata N Drwal
- Structural Bioinformatics Group, Institute of Physiology, Charité - University Medicine Berlin, 13125 Berlin, Germany
| | - Robert Preissner
- Structural Bioinformatics Group, Institute of Physiology, Charité - University Medicine Berlin, 13125 Berlin, Germany German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany BB3R - Berlin Brandenburg 3R Graduate School, Freie Universität Berlin, 14195 Berlin, Germany
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Kitagawara Y, Ohe T, Tachibana K, Takahashi K, Nakamura S, Mashino T. Novel Bioactivation Pathway of Benzbromarone Mediated by Cytochrome P450. Drug Metab Dispos 2015; 43:1303-6. [DOI: 10.1124/dmd.115.065037] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2015] [Accepted: 06/23/2015] [Indexed: 01/30/2023] Open
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Ramm S, Morissey B, Hernandez B, Rooney C, Pennington SR, Mally A. Application of a discovery to targeted LC-MS proteomics approach to identify deregulated proteins associated with idiosyncratic liver toxicity in a rat model of LPS/diclofenac co-administration. Toxicology 2015; 331:100-11. [PMID: 25772430 DOI: 10.1016/j.tox.2015.03.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2015] [Revised: 02/25/2015] [Accepted: 03/09/2015] [Indexed: 12/30/2022]
Abstract
Increasing experimental and clinical evidence suggest a contribution of non-drug related risk factors (e.g., underlying disease, bacterial/viral infection) to idiosyncratic drug reactions (IDR). Our previous work showed that co-treatment with bacterial endotoxin (LPS) and therapeutic doses of diclofenac (Dcl), an analgesic associated with drug idiosyncrasy in patients, induced severe hepatotoxicity in rats. Here, we used an integrated discovery to targeted LC-MS proteomics approach to identify mechanistically relevant liver and plasma proteins modulated by LPS/Dcl treatment, potentially applicable as early markers for IDRs. Based on pre-screening results and their role in liver toxicity, 47 liver and 15 plasma proteins were selected for targeted LC-MS analysis. LPS alone significantly changed the levels of 19 and 3 of these proteins, respectively. T-kininogen-1, previously suggested as a marker of drug-induced liver injury, was markedly elevated in plasma after repeated Dcl treatment in the absence of hepatotoxicity, possibly indicating clinically silent stress. Dcl both alone and in combination with LPS, caused up-regulation of the ATP synthase subunits (ATP5J, ATPA, and ATPB), suggesting that Dcl may sensitize cells against additional stress factors, such as LPS through generation of mitochondrial stress. Additionally, depletion of plasma fibrinogen was observed in the co-treatment group, consistent with an increased hepatic fibrin deposition and suspected contribution of the hemostatic system to IDRs. In contrast, several proteins previously suggested as liver biomarkers, such as clusterin, did not correlate with liver injury in this model. Taken together, these analyses revealed proteomic changes in a rat model of LPS/Dcl co-administration that could offer mechanistic insight and may serve as biomarkers or safety alert for a drug's potential to cause IDRs.
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Affiliation(s)
- S Ramm
- Department of Toxicology, University of Würzburg, Würzburg, Germany
| | - B Morissey
- UCD School of Medicine and Medical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - B Hernandez
- UCD School of Medicine and Medical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - C Rooney
- UCD School of Medicine and Medical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - S R Pennington
- UCD School of Medicine and Medical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - A Mally
- Department of Toxicology, University of Würzburg, Würzburg, Germany.
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Khetani SR, Berger DR, Ballinger KR, Davidson MD, Lin C, Ware BR. Microengineered liver tissues for drug testing. ACTA ACUST UNITED AC 2015; 20:216-50. [PMID: 25617027 DOI: 10.1177/2211068214566939] [Citation(s) in RCA: 86] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2014] [Indexed: 01/09/2023]
Abstract
Drug-induced liver injury (DILI) is a leading cause of drug attrition. Significant and well-documented differences between animals and humans in liver pathways now necessitate the use of human-relevant in vitro liver models for testing new chemical entities during preclinical drug development. Consequently, several human liver models with various levels of in vivo-like complexity have been developed for assessment of drug metabolism, toxicity, and efficacy on liver diseases. Recent trends leverage engineering tools, such as those adapted from the semiconductor industry, to enable precise control over the microenvironment of liver cells and to allow for miniaturization into formats amenable for higher throughput drug screening. Integration of liver models into organs-on-a-chip devices, permitting crosstalk between tissue types, is actively being pursued to obtain a systems-level understanding of drug effects. Here, we review the major trends, challenges, and opportunities associated with development and implementation of engineered liver models created from primary cells, cell lines, and stem cell-derived hepatocyte-like cells. We also present key applications where such models are currently making an impact and highlight areas for improvement. In the future, engineered liver models will prove useful for selecting drugs that are efficacious, safer, and, in some cases, personalized for specific patient populations.
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Affiliation(s)
- Salman R Khetani
- Department of Mechanical Engineering, Colorado State University, Fort Collins, CO, USA School of Biomedical Engineering, Colorado State University, Fort Collins, CO, USA
| | - Dustin R Berger
- School of Biomedical Engineering, Colorado State University, Fort Collins, CO, USA
| | - Kimberly R Ballinger
- Department of Mechanical Engineering, Colorado State University, Fort Collins, CO, USA
| | - Matthew D Davidson
- School of Biomedical Engineering, Colorado State University, Fort Collins, CO, USA
| | - Christine Lin
- School of Biomedical Engineering, Colorado State University, Fort Collins, CO, USA
| | - Brenton R Ware
- School of Biomedical Engineering, Colorado State University, Fort Collins, CO, USA
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Grove JI, Aithal GP. Human leukocyte antigen genetic risk factors of drug-induced liver toxicology. Expert Opin Drug Metab Toxicol 2014; 11:395-409. [PMID: 25491399 DOI: 10.1517/17425255.2015.992414] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
INTRODUCTION Drug-induced liver injury (DILI) is a rare adverse drug reaction, which impacts significantly on patients. Human leukocyte antigen (HLA) risk alleles have been found to be associated with DILI supporting an immunological basis to DILI pathogenesis. AREAS COVERED HLA alleles associated with risk of liver injury induced by specific therapeutic drugs are described. The evidence for a role of the adaptive immune system in DILI is presented; case-control studies showing an association between DILI and HLA alleles are reviewed. Clinical applications of pharmacogenomics are considered. EXPERT OPINION Increasing evidence points to a crucial role for the adaptive immune system in the pathogenesis of DILI. Identification of specific HLA alleles as risk factors through large genome-wide association studies has been instrumental in this and in vitro analyses have facilitated improved understanding of the molecular mechanisms. This provides the basis for developing clinical pharmacogenomic applications. Already, genotyping for hypersensitivity HLA risk alleles has been implemented and opportunities for pre-prescription testing in DILI identified. However, although associations are strong, the rarity of DILI means routine testing has not been formally evaluated. Nevertheless, enhanced understanding of how HLA alleles contribute to injury risk is valuable for drug development. Translation of this research into effective pre-emption and primary prevention remains the goal.
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Affiliation(s)
- Jane I Grove
- Nottingham University Hospitals NHS Trust and University of Nottingham, NIHR Nottingham Digestive Diseases Biomedical Research Unit , Nottingham, NG7 2UH , UK +01159249924 Ext: 63822 ; +01159709012 ;
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40
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Dalvie D, Kalgutkar AS, Chen W. Practical approaches to resolving reactive metabolite liabilities in early discovery. Drug Metab Rev 2014; 47:56-70. [DOI: 10.3109/03602532.2014.984813] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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41
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Aleo MD, Luo Y, Swiss R, Bonin PD, Potter DM, Will Y. Human drug-induced liver injury severity is highly associated with dual inhibition of liver mitochondrial function and bile salt export pump. Hepatology 2014; 60:1015-22. [PMID: 24799086 DOI: 10.1002/hep.27206] [Citation(s) in RCA: 158] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2014] [Accepted: 05/02/2014] [Indexed: 12/12/2022]
Abstract
UNLABELLED Drug-induced liver injury (DILI) accounts for 20-40% of all instances of clinical hepatic failure and is a common reason for withdrawal of an approved drug or discontinuation of a potentially new drug from clinical/nonclinical development. Numerous individual risk factors contribute to the susceptibility to human DILI and its severity that are either compound- and/or patient-specific. Compound-specific primary mechanisms linked to DILI include: cytotoxicity, reactive metabolite formation, inhibition of bile salt export pump (BSEP), and mitochondrial dysfunction. Since BSEP is an energy-dependent protein responsible for the efflux of bile acids from hepatocytes, it was hypothesized that humans exposed to drugs that impair both mitochondrial energetics and BSEP functional activity are more sensitive to more severe manifestations of DILI than drugs that only have a single liability factor. As annotated in the United States National Center for Toxicological Research Liver Toxicity Knowledge Base (NCTR-LTKB), the inhibitory properties of 24 Most-DILI-, 28 Less-DILI-, and 20 No-DILI-concern drugs were investigated. Drug potency for inhibiting BSEP or mitochondrial activity was generally correlated across human DILI concern categories. However, drugs with dual potency as mitochondrial and BSEP inhibitors were highly associated with more severe human DILI, more restrictive product safety labeling related to liver injury, and appear more sensitive to the drug exposure (Cmax) where more restrictive labeling occurs. CONCLUSION These data affirm that severe manifestations of human DILI are multifactorial, highly associated with combinations of drug potency specifically related to known mechanisms of DILI (like mitochondrial and BSEP inhibition), and, along with patient-specific factors, lead to differences in the severity and exposure thresholds associated with clinical DILI.
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Affiliation(s)
- Michael D Aleo
- Investigative Toxicology, Drug Safety Research and Development, Pfizer Inc, Groton, CT
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42
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Atienzar FA, Novik EI, Gerets HH, Parekh A, Delatour C, Cardenas A, MacDonald J, Yarmush ML, Dhalluin S. Predictivity of dog co-culture model, primary human hepatocytes and HepG2 cells for the detection of hepatotoxic drugs in humans. Toxicol Appl Pharmacol 2013; 275:44-61. [PMID: 24333257 DOI: 10.1016/j.taap.2013.11.022] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2013] [Revised: 11/20/2013] [Accepted: 11/27/2013] [Indexed: 12/19/2022]
Abstract
Drug induced liver injury (DILI) is a major cause of attrition during early and late stage drug development. Consequently, there is a need to develop better in vitro primary hepatocyte models from different species for predicting hepatotoxicity in both animals and humans early in drug development. Dog is often chosen as the non-rodent species for toxicology studies. Unfortunately, dog in vitro models allowing long term cultures are not available. The objective of the present manuscript is to describe the development of a co-culture dog model for predicting hepatotoxic drugs in humans and to compare the predictivity of the canine model along with primary human hepatocytes and HepG2 cells. After rigorous optimization, the dog co-culture model displayed metabolic capacities that were maintained up to 2 weeks which indicates that such model could be also used for long term metabolism studies. Most of the human hepatotoxic drugs were detected with a sensitivity of approximately 80% (n=40) for the three cellular models. Nevertheless, the specificity was low approximately 40% for the HepG2 cells and hepatocytes compared to 72.7% for the canine model (n=11). Furthermore, the dog co-culture model showed a higher superiority for the classification of 5 pairs of close structural analogs with different DILI concerns in comparison to both human cellular models. Finally, the reproducibility of the canine system was also satisfactory with a coefficient of correlation of 75.2% (n=14). Overall, the present manuscript indicates that the dog co-culture model may represent a relevant tool to perform chronic hepatotoxicity and metabolism studies.
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Affiliation(s)
- Franck A Atienzar
- UCB Pharma SA, Non-Clinical Development, Chemin du Foriest, 1420 Braine-l'Alleud, Belgium.
| | - Eric I Novik
- Hμrel Corporation, 675 U.S. Highway 1, North Brunswick, NJ 08902, USA
| | - Helga H Gerets
- UCB Pharma SA, Non-Clinical Development, Chemin du Foriest, 1420 Braine-l'Alleud, Belgium
| | - Amit Parekh
- Hμrel Corporation, 675 U.S. Highway 1, North Brunswick, NJ 08902, USA
| | - Claude Delatour
- UCB Pharma SA, Non-Clinical Development, Chemin du Foriest, 1420 Braine-l'Alleud, Belgium
| | - Alvaro Cardenas
- UCB Pharma SA, Non-Clinical Development, Chemin du Foriest, 1420 Braine-l'Alleud, Belgium
| | - James MacDonald
- Chrysalis Pharma Consulting, LLC, 385 Route 24, Suite 1G, Chester, NJ 07930, USA
| | - Martin L Yarmush
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854, USA
| | - Stéphane Dhalluin
- UCB Pharma SA, Non-Clinical Development, Chemin du Foriest, 1420 Braine-l'Alleud, Belgium
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Laifenfeld D, Qiu L, Swiss R, Park J, Macoritto M, Will Y, Younis HS, Lawton M. Utilization of causal reasoning of hepatic gene expression in rats to identify molecular pathways of idiosyncratic drug-induced liver injury. Toxicol Sci 2013; 137:234-48. [PMID: 24136188 DOI: 10.1093/toxsci/kft232] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Drug-induced liver injury (DILI) represents a leading cause of acute liver failure. Although DILI can be discovered in preclinical animal toxicology studies and/or early clinical trials, some human DILI reactions, termed idiosyncratic DILI (IDILI), are less predictable, occur in a small number of individuals, and do not follow a clear dose-response relationship. The emergence of IDILI poses a critical health challenge for patients and a financial challenge for the pharmaceutical industry. Understanding the cellular and molecular mechanisms underlying IDILI is key to the development of models that can assess potential IDILI risk. This study used Reverse Causal Reasoning (RCR), a method to assess activation of molecular signaling pathways, on gene expression data from rats treated with IDILI or pharmacologic/chemical comparators (NON-DILI) at the maximum tolerated dose to identify mechanistic pathways underlying IDILI. Detailed molecular networks involved in mitochondrial injury, inflammation, and endoplasmic reticulum (ER) stress were found in response to IDILI drugs but not negative controls (NON-DILI). In vitro assays assessing mitochondrial or ER function confirmed the effect of IDILI compounds on these systems. Together our work suggests that using gene expression data can aid in understanding mechanisms underlying IDILI and can guide in vitro screening for IDILI. Specifically, RCR should be considered for compounds that do not show evidence of DILI in preclinical animal studies positive for mitochondrial dysfunction and ER stress assays, especially when the therapeutic index toward projected human maximum drug plasma concentration is low.
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Ramm S, Mally A. Role of drug-independent stress factors in liver injury associated with diclofenac intake. Toxicology 2013; 312:83-96. [PMID: 23939143 DOI: 10.1016/j.tox.2013.08.002] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2013] [Revised: 07/26/2013] [Accepted: 08/01/2013] [Indexed: 01/08/2023]
Abstract
Although a basic understanding of the chemical and biological events leading to idiosyncratic drug toxicity is still lacking, it appears that drug-independent risk factors that increase reactive metabolite formation or alter cellular stress and immune response may be critical determinants in the response to an otherwise non-toxic drug. Thus, we were interested to determine the impact of various drug-independent stress factors - lipopolysaccharide (LPS), poly I:C (PIC) or glutathione depletion via buthionine sulfoximine (BSO) - on the toxicity of diclofenac (Dcl), a model drug associated with rare but significant cases of serious hepatotoxicity, and to understand if enhanced toxicity occurs through alterations of drug metabolism and/or modulation of stress response pathways. Co-treatment of rats repeatedly given therapeutic doses of Dcl for 7 days with a single dose of LPS 2h before the last Dcl dose resulted in severe liver toxicity. Neither LPS nor diclofenac alone or in combination with PIC or BSO had such an effect. While it is thought that bioactivation to reactive Dcl acyl glucuronides (AG) and subsequent protein adduct formation contribute to Dcl induced liver injury, LC-MS/MS analyses did not reveal increased formation of 4'- and 5-hydroxy-Dcl, Dcl-AG or Dcl-AG dependent protein adducts in animals treated with LPS/Dcl. Hepatic gene expression analysis suggested enhanced activation of NFκB and MAPK pathways and up-regulation of co-stimulatory molecules (IL-1β, TNF-α, CINC-1) by LPS/Dcl and PIC/Dcl, while protective factors (HSPs, SOD2) were down-regulated. LPS/Dcl led to extensive release of pro-inflammatory cytokines (IL-1β, IL-6, IFN-γ, TNF-α) and factors thought to constitute danger signals (HMGB1, CINC-1) into plasma. Taken together, our results show that Dcl enhanced the inflammatory response induced by LPS - and to a lesser extent by PIC - through up-regulation of pro-inflammatory molecules and down-regulation of protective factors. This suggests sensitization of cells to cellular stress mediated by non-drug-related risk factors by therapeutic doses of Dcl, rather than potentiation of Dcl toxicity by the stress factors.
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Affiliation(s)
- Susanne Ramm
- Department of Toxicology, University of Würzburg, Germany
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45
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Lee YH, Goh WWB, Ng CK, Raida M, Wong L, Lin Q, Boelsterli UA, Chung MCM. Integrative toxicoproteomics implicates impaired mitochondrial glutathione import as an off-target effect of troglitazone. J Proteome Res 2013; 12:2933-45. [PMID: 23659346 PMCID: PMC3805328 DOI: 10.1021/pr400219s] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
![]()
Troglitazone,
a first-generation thiazolidinedione of antihyperglycaemic
properties, was withdrawn from the market due to unacceptable idiosyncratic
hepatotoxicity. Despite intensive research, the underlying mechanism
of troglitazone-induced liver toxicity remains unknown. Here we report
the use of the Sod2+/– mouse model of silent mitochondrial oxidative-stress-based
and quantitative mass spectrometry-based proteomics to track the mitochondrial
proteome changes induced by physiologically relevant troglitazone
doses. By quantitative untargeted proteomics, we first globally profiled
the Sod2+/– hepatic
mitochondria proteome and found perturbations including GSH metabolism
that enhanced the toxicity of the normally nontoxic troglitazone.
Short- and long-term troglitazone administration in Sod2+/– mouse led to a mitochondrial
proteome shift from an early compensatory response to an eventual
phase of intolerable oxidative stress, due to decreased mitochondrial
glutathione (mGSH) import protein, decreased dicarboxylate ion carrier
(DIC), and the specific activation of ASK1-JNK and FOXO3a with prolonged
troglitazone exposure. Furthermore, mapping of the detected proteins
onto mouse specific protein-centered networks revealed lipid-associated
proteins as contributors to overt mitochondrial and liver injury when
under prolonged exposure to the lipid-normalizing troglitazone. By
integrative toxicoproteomics, we demonstrated a powerful systems approach
in identifying the collapse of specific fragile nodes and activation
of crucial proteome reconfiguration regulators when targeted by an
exogenous toxicant.
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Affiliation(s)
- Yie Hou Lee
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228
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Han D, Dara L, Win S, Than TA, Yuan L, Abbasi SQ, Liu ZX, Kaplowitz N. Regulation of drug-induced liver injury by signal transduction pathways: critical role of mitochondria. Trends Pharmacol Sci 2013; 34:243-53. [PMID: 23453390 DOI: 10.1016/j.tips.2013.01.009] [Citation(s) in RCA: 137] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2012] [Revised: 01/23/2013] [Accepted: 01/30/2013] [Indexed: 12/13/2022]
Abstract
Drugs that cause liver injury often 'stress' mitochondria and activate signal transduction pathways important in determining cell survival or death. In most cases, hepatocytes adapt to the drug-induced stress by activating adaptive signaling pathways, such as mitochondrial adaptive responses and nuclear factor erythroid 2-related factor 2 (Nrf-2), a transcription factor that upregulates antioxidant defenses. Owing to adaptation, drugs alone rarely cause liver injury, with acetaminophen (APAP) being the notable exception. Drug-induced liver injury (DILI) usually involves other extrinsic factors, such as the adaptive immune system, that cause 'stressed' hepatocytes to become injured, leading to idiosyncratic DILI, the rare and unpredictable adverse drug reaction in the liver. Hepatocyte injury, due to drug and extrinsic insult, causes a second wave of signaling changes associated with adaptation, cell death, and repair. If the stress and injury reach a critical threshold, then death signaling pathways such as c-Jun N-terminal kinase (JNK) become dominant and hepatocytes enter a failsafe mode to undergo self-destruction. DILI can be seen as an active process involving recruitment of death signaling pathways that mediate cell death rather than a passive process due to overwhelming biochemical injury. In this review, we highlight the role of signal transduction pathways, which frequently involve mitochondria, in the development of DILI.
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Affiliation(s)
- Derick Han
- University of Southern California Research Center for Liver Diseases and Southern California Research Center for ALPD, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089-9121, USA.
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47
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Zhang M, Resuello CM, Guo J, Powell ME, Elmore CS, Hu J, Vishwanathan K. Contribution of Artifacts to N-Methylated Piperazine Cyanide Adduct Formation In Vitro from N-Alkyl Piperazine Analogs. Drug Metab Dispos 2013; 41:1023-34. [DOI: 10.1124/dmd.112.050450] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Affiliation(s)
- Minli Zhang
- Drug Metabolism and Pharmacokinetics, AstraZeneca Pharmaceuticals, 35 Gatehouse Dr., Waltham, MA 02451, USA.
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Gonzalvo-Cirac M, Roqué MV, Fuertes F, Pacheco M, Segarra I. Is the precautionary principle adaptable to emergency scenarios to speed up research, risking the individual informed consent? THE AMERICAN JOURNAL OF BIOETHICS : AJOB 2013; 13:17-19. [PMID: 23952824 DOI: 10.1080/15265161.2013.813604] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
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Foster AJ, Prime LH, Gustafsson F, Temesi DG, Isin EM, Midlöv J, Castagnoli N, Kenna JG. Bioactivation of the Cannabinoid Receptor Antagonist Rimonabant to a Cytotoxic Iminium Ion Metabolite. Chem Res Toxicol 2012; 26:124-35. [DOI: 10.1021/tx300418w] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
| | | | | | | | - Emre M. Isin
- CVGI Innovative Medicine DMPK, AstraZeneca, Mölndal 431 83, Sweden
| | - Johanna Midlöv
- CVGI Innovative Medicine DMPK, AstraZeneca, Mölndal 431 83, Sweden
| | - Neal Castagnoli
- Department of Chemistry, Virginia Tech, Blacksburg, Virginia 24061, United States
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Khetani SR, Kanchagar C, Ukairo O, Krzyzewski S, Moore A, Shi J, Aoyama S, Aleo M, Will Y. Use of Micropatterned Cocultures to Detect Compounds That Cause Drug-Induced Liver Injury in Humans. Toxicol Sci 2012; 132:107-17. [DOI: 10.1093/toxsci/kfs326] [Citation(s) in RCA: 158] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
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