52
|
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.
Collapse
|
53
|
Chen M, Borlak J, Tong W. A Model to predict severity of drug-induced liver injury in humans. Hepatology 2016; 64:931-40. [PMID: 27302180 DOI: 10.1002/hep.28678] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2016] [Revised: 04/27/2016] [Accepted: 05/14/2016] [Indexed: 12/11/2022]
Abstract
UNLABELLED Drug-induced liver injury (DILI) is a major public health concern, and improving its prediction remains an unmet challenge. Recently, we reported the Rule-of-2 (RO2) and found lipophilicity (logP ≥3) and daily dose ≥100 mg of oral medications to be associated with significant risk for DILI; however, the RO2 failed to estimate grades of DILI severity. In an effort to develop a quantitative metrics, we analyzed the association of daily dose, logP, and formation of reactive metabolites (RM) in a large set of Food and Drug Administration-approved oral medications and found factoring RM into the RO2 to highly improve DILI prediction. Based on these parameters and by considering n = 354 drugs, an algorithm to assign a DILI score was developed. In univariate and multivariate logistic regression analyses the algorithm (i.e., DILI score model) defined the relative contribution of daily dose, logP, and RM and permitted a quantitative assessment of risk of clinical DILI. Furthermore, a clear relationship between calculated DILI scores and DILI risk was obtained when applied to three independent studies. The DILI score model was also functional with drug pairs defined by similar chemical structure and mode of action but divergent toxicities. Specifically, for drug pairs where the RO2 failed, the DILI score correctly identified toxic drugs. Finally, the model was applied to n = 159 clinical cases collected from the National Institutes of Health's LiverTox database to demonstrate that the DILI score correlated with the severity of clinical outcome. CONCLUSIONS Based on daily dose, lipophilicity, and RM, a DILI score algorithm was developed that provides a scale of assessing the severity of DILI risk in humans associated with oral medications. (Hepatology 2016;64:931-940).
Collapse
Affiliation(s)
- Minjun Chen
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, US Food and Drug Administration, Jefferson, AR
| | - Jürgen Borlak
- Center of Pharmacology and Toxicology, Hannover Medical School, Hannover, Germany
| | - Weida Tong
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, US Food and Drug Administration, Jefferson, AR
| |
Collapse
|
54
|
Burbank MG, Burban A, Sharanek A, Weaver RJ, Guguen-Guillouzo C, Guillouzo A. Early Alterations of Bile Canaliculi Dynamics and the Rho Kinase/Myosin Light Chain Kinase Pathway Are Characteristics of Drug-Induced Intrahepatic Cholestasis. ACTA ACUST UNITED AC 2016; 44:1780-1793. [PMID: 27538918 DOI: 10.1124/dmd.116.071373] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2016] [Accepted: 08/11/2016] [Indexed: 01/01/2023]
Abstract
Intrahepatic cholestasis represents 20%-40% of drug-induced injuries from which a large proportion remains unpredictable. We aimed to investigate mechanisms underlying drug-induced cholestasis and improve its early detection using human HepaRG cells and a set of 12 cholestatic drugs and six noncholestatic drugs. In this study, we analyzed bile canaliculi dynamics, Rho kinase (ROCK)/myosin light chain kinase (MLCK) pathway implication, efflux inhibition of taurocholate [a predominant bile salt export pump (BSEP) substrate], and expression of the major canalicular and basolateral bile acid transporters. We demonstrated that 12 cholestatic drugs classified on the basis of reported clinical findings caused disturbances of both bile canaliculi dynamics, characterized by either dilatation or constriction, and alteration of the ROCK/MLCK signaling pathway, whereas noncholestatic compounds, by contrast, had no effect. Cotreatment with ROCK inhibitor Y-27632 [4-(1-aminoethyl)-N-(4-pyridyl) cyclohexanecarboxamide dihydrochloride] and MLCK activator calmodulin reduced bile canaliculi constriction and dilatation, respectively, confirming the role of these pathways in drug-induced intrahepatic cholestasis. By contrast, inhibition of taurocholate efflux and/or human BSEP overexpressed in membrane vesicles was not observed with all cholestatic drugs; moreover, examples of noncholestatic compounds were reportedly found to inhibit BSEP. Transcripts levels of major bile acid transporters were determined after 24-hour treatment. BSEP, Na+-taurocholate cotransporting polypeptide, and organic anion transporting polypeptide B were downregulated with most cholestatic and some noncholestatic drugs, whereas deregulation of multidrug resistance-associated proteins was more variable, probably mainly reflecting secondary effects. Together, our results show that cholestatic drugs consistently cause an early alteration of bile canaliculi dynamics associated with modulation of ROCK/MLCK and these changes are more specific than efflux inhibition measurements alone as predictive nonclinical markers of drug-induced cholestasis.
Collapse
Affiliation(s)
- Matthew G Burbank
- INSERM UMR991, Foie, Métabolismes et Cancer, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Université Rennes 1, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Biologie Servier, Gidy, France (M.G.B.); Institut de Recherches Internationales Servier, Suresnes, France (R.J.W.); and Biopredic International, St. Grégoire, Rennes, France (C.G.-G.)
| | - Audrey Burban
- INSERM UMR991, Foie, Métabolismes et Cancer, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Université Rennes 1, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Biologie Servier, Gidy, France (M.G.B.); Institut de Recherches Internationales Servier, Suresnes, France (R.J.W.); and Biopredic International, St. Grégoire, Rennes, France (C.G.-G.)
| | - Ahmad Sharanek
- INSERM UMR991, Foie, Métabolismes et Cancer, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Université Rennes 1, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Biologie Servier, Gidy, France (M.G.B.); Institut de Recherches Internationales Servier, Suresnes, France (R.J.W.); and Biopredic International, St. Grégoire, Rennes, France (C.G.-G.)
| | - Richard J Weaver
- INSERM UMR991, Foie, Métabolismes et Cancer, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Université Rennes 1, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Biologie Servier, Gidy, France (M.G.B.); Institut de Recherches Internationales Servier, Suresnes, France (R.J.W.); and Biopredic International, St. Grégoire, Rennes, France (C.G.-G.)
| | - Christiane Guguen-Guillouzo
- INSERM UMR991, Foie, Métabolismes et Cancer, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Université Rennes 1, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Biologie Servier, Gidy, France (M.G.B.); Institut de Recherches Internationales Servier, Suresnes, France (R.J.W.); and Biopredic International, St. Grégoire, Rennes, France (C.G.-G.)
| | - André Guillouzo
- INSERM UMR991, Foie, Métabolismes et Cancer, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Université Rennes 1, Rennes, France (M.G.B., A.B., A.S., C.G.-G., A.G.); Biologie Servier, Gidy, France (M.G.B.); Institut de Recherches Internationales Servier, Suresnes, France (R.J.W.); and Biopredic International, St. Grégoire, Rennes, France (C.G.-G.)
| |
Collapse
|
56
|
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
| |
Collapse
|
57
|
Dambach DM, Misner D, Brock M, Fullerton A, Proctor W, Maher J, Lee D, Ford K, Diaz D. Safety Lead Optimization and Candidate Identification: Integrating New Technologies into Decision-Making. Chem Res Toxicol 2015; 29:452-72. [DOI: 10.1021/acs.chemrestox.5b00396] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Donna M. Dambach
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Dinah Misner
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Mathew Brock
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Aaron Fullerton
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - William Proctor
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Jonathan Maher
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Dong Lee
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Kevin Ford
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| | - Dolores Diaz
- Department of Safety Assessment, Genentech, Inc., 1 DNA
Way, South San Francisco, California 94080, United States
| |
Collapse
|