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Fontana RJ, Li YJ, Vuppalanchi R, Kleiner DE, Gu J, Shroff H, Van Wagner LB, Watkins PB. ERAP-1 and ERAP-2 Variants in Liver Injury After COVID-19 mRNA Vaccination: A US Multicenter Study. Am J Gastroenterol 2024:00000434-990000000-01022. [PMID: 38314748 DOI: 10.14309/ajg.0000000000002702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Accepted: 01/23/2024] [Indexed: 02/07/2024]
Abstract
INTRODUCTION The aim of this study is to describe the presenting features, genetic factors, and outcomes of 23 adults who developed liver injury after coronavirus disease 2019 (COVID-19) mRNA vaccination. METHODS Patients with suspected COVID-19 vaccine hepatitis were enrolled into the Drug-Induced Liver Injury Network. Causality was assessed using the Drug-Induced Liver Injury Network expert opinion score. High-resolution HLA sequencing was undertaken using Illumina platform. RESULTS Amongst the 16 high causality cases, median time to onset was 16 days, median age was 63 years, and 75% were female. The injury was hepatocellular in 75% with a median alanine aminotransferase of 497 U/L, and 37% had jaundice. An antinuclear antibody and smooth muscle antibody were detectable in 27% and 36%, but only 12% had an elevated immunoglobulin G level. During follow-up, 37% received a short course of corticosteroids, and 88% fully recovered by 6 months with no deaths observed. HLA alleles associated with autoimmune hepatitis were not overrepresented compared with controls, but an ERAP-2 variant (rs1263907) and the ERAP-1 Hap6 haplotype were significantly overrepresented in the high causality cases vs controls ( P = 0.026 and 5 × 10 -5 , respectively). DISCUSSION Acute liver injury may arise within 8 weeks of COVID-19 mRNA vaccination that is generally mild and self-limited in most patients. The absence of an association with the AIH HLA alleles combined with the significant ERAP-2 and ERAP-1 Hap6 haplotype associations implicates a unique but very rare host immune response to vaccine-derived antigens in the pathogenesis of COVID-19 vaccine hepatotoxicity.
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Affiliation(s)
- Robert J Fontana
- Division of Gastroenterology and Hepatology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Yi Ju Li
- Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, USA
| | - Raj Vuppalanchi
- Department of Medicine, Indiana University, Indianapolis, Indiana, USA
| | - David E Kleiner
- Laboratory of Pathology, National Cancer Institute (NCI), Bethesda, Maryland, USA
| | - Jiezhun Gu
- Duke Clinical Research Institute, Duke University, Durham, North Carolina, USA
| | - Hersh Shroff
- Department of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Lisa B Van Wagner
- Division of Digestive Diseases, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Paul B Watkins
- Department of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
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Yang K, Kong R, Spiegel R, Baird JD, O'Keefe K, Howell BA, Watkins PB. Quantitative Systems Toxicology Modeling Informed Safe Dose Selection of Emvododstat in Acute Myeloid Leukemia Patients. Clin Pharmacol Ther 2024; 115:525-534. [PMID: 38065572 DOI: 10.1002/cpt.3136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 12/03/2023] [Indexed: 12/23/2023]
Abstract
Clinical investigation of emvododstat for the treatment of solid tumors was halted after two patients who were heavily treated with other anticancer therapies experienced drug-induced liver failure. However, preclinical investigations supported that emvododstat at lower doses might be effective in treating acute myeloid leukemia (AML) and against severe acute respiratory syndrome-coronavirus 2 as a dihydroorotate dehydrogenase inhibitor. Therefore, a quantitative systems toxicology model, DILIsym, was used to predict liver safety of the proposed dosing of emvododstat in AML clinical trials. In vitro mechanistic toxicity data of emvododstat and its desmethyl metabolite were integrated with in vivo exposure within DILIsym to predict hepatotoxicity responses in a simulated human population. DILIsym simulations predicted alanine aminotransferase elevations observed in prior emvododstat clinical trials in patients with solid tumors, but not in the prospective AML clinical trial with the proposed dosing regimens. Exposure predictions based on physiologically-based pharmacokinetic modeling suggested that reduced doses of emvododstat would produce clinical exposures that would be efficacious to treat AML. In the AML clinical trial, only eight patients experienced aminotransferase elevations, all of which were mild (grade 1), all resolving within a short period of time, and no patient showed symptoms of hepatotoxicity, confirming the prospective prediction of liver safety. Overall, retrospective DILIsym simulations adequately predicted the liver safety liabilities of emvododstat in solid tumor trials and prospective simulations predicted the liver safety of reduced doses in an AML clinical trial. The modeling was critical to enabling regulatory approval to proceed with the AML clinical trial wherein the predicted liver safety was confirmed.
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Affiliation(s)
- Kyunghee Yang
- Quantitative Systems Pharmacology Solutions, Simulations Plus Inc., Research Triangle Park, North Carolina, USA
| | - Ronald Kong
- PTC Therapeutics, Inc., South Plainfield, New Jersey, USA
| | - Robert Spiegel
- PTC Therapeutics, Inc., South Plainfield, New Jersey, USA
| | - John D Baird
- PTC Therapeutics, Inc., South Plainfield, New Jersey, USA
| | - Kylie O'Keefe
- PTC Therapeutics, Inc., South Plainfield, New Jersey, USA
| | - Brett A Howell
- Quantitative Systems Pharmacology Solutions, Simulations Plus Inc., Research Triangle Park, North Carolina, USA
| | - Paul B Watkins
- UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Zaidman CM, Goedeker NL, Aqul AA, Butterfield RJ, Connolly AM, Crystal RG, Godwin KE, Hor KN, Mathews KD, Proud CM, Kula Smyth E, Veerapandiyan A, Watkins PB, Mendell JR. Management of Select Adverse Events Following Delandistrogene Moxeparvovec Gene Therapy for Patients With Duchenne Muscular Dystrophy. J Neuromuscul Dis 2024; 11:687-699. [PMID: 38607761 DOI: 10.3233/jnd-230185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2024]
Abstract
BACKGROUND Duchenne muscular dystrophy (DMD) is a rare, degenerative, recessive X-linked neuromuscular disease. Mutations in the gene encoding dystrophin lead to the absence of functional dystrophin protein. Individuals living with DMD exhibit progressive muscle weakness resulting in loss of ambulation and limb function, respiratory insufficiency, and cardiomyopathy, with multiorgan involvement. Adeno-associated virus vector-mediated gene therapy designed to enable production of functional dystrophin protein is a new therapeutic strategy. Delandistrogene moxeparvovec (Sarepta Therapeutics, Cambridge, MA) is indicated for treatment of ambulatory pediatric patients aged 4 through 5 years with DMD who have an indicated mutation in the DMD gene. OBJECTIVE Evidence-based considerations for management of potential adverse events following gene therapy treatment for DMD are lacking in clinical literature. Our goal was to provide interdisciplinary consensus considerations for selected treatment-related adverse events (TRAEs) (vomiting, acute liver injury, myocarditis, and immune-mediated myositis) that may arise following gene therapy dosing with delandistrogene moxeparvovec. METHODS An interdisciplinary panel of 12 specialists utilized a modified Delphi process to develop consensus considerations for the evaluation and management of TRAEs reported in delandistrogene moxeparvovec clinical studies. Panelists completed 2 Questionnaires prior to gathering for an in-person discussion. Consensus was defined as a majority (≥58% ; 7/12) of panelists either agreeing or disagreeing. RESULTS Panelists agreed that the choice of baseline assessments should be informed by individual clinical indications, the treating provider's judgment, and prescribing information. Corticosteroid dosing for treatment of TRAEs should be optimized by considering individual risk versus benefit for each indication. In all cases involving patients with a confirmed TRAE, consultations with appropriate specialists were suggested. CONCLUSIONS The Delphi Panel established consensus considerations for the evaluation and management of potential TRAEs for patients receiving delandistrogene moxeparvovec, including vomiting, acute liver injury, myocarditis, and immune-mediated myositis.
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Affiliation(s)
- Craig M Zaidman
- Washington University School of Medicine and St. Louis Children's Hospital, St Louis, MO, USA
| | - Natalie L Goedeker
- Washington University School of Medicine and St. Louis Children's Hospital, St Louis, MO, USA
| | - Amal A Aqul
- University of Texas Southwestern Medical Center, Dallas, TX, USA
| | | | - Anne M Connolly
- Center for Gene Therapy, The Abigail Wexner Research Institute, Nationwide Children's Hospital, Columbus, OH, USA; The Ohio State University, Columbus, OH, USA
| | | | | | - Kan N Hor
- The Heart Center, Nationwide Children's Hospital, Columbus, OH, USA; The Ohio State University, Columbus, OH, USA
| | | | - Crystal M Proud
- Children's Hospital of the King's Daughters, Norfolk, VA, USA
| | | | | | - Paul B Watkins
- Eshelman School of Pharmacy, University of North Carolina Institute for Drug Safety Sciences, Chapel Hill, NC, USA
| | - Jerry R Mendell
- Center for Gene Therapy, The Abigail Wexner Research Institute, Nationwide Children's Hospital, Columbus, OH, USA; The Ohio State University, Columbus, OH, USA
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Battista C, Shoda LKM, Watkins PB, Groettrup-Wolfers E, Rottmann A, Raschke M, Generaux GT. Quantitative Systems Toxicology Identifies Independent Mechanisms for Hepatotoxicity and Bilirubin Elevations Due to AKR1C3 Inhibitor BAY1128688. Clin Pharmacol Ther 2023; 114:1023-1032. [PMID: 37501650 DOI: 10.1002/cpt.3010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 07/19/2023] [Indexed: 07/29/2023]
Abstract
BAY1128688 is a selective inhibitor of AKR1C3, investigated recently in a trial that was prematurely terminated due to drug-induced liver injury. These unexpected observations prompted use of the quantitative systems toxicology model, DILIsym, to determine possible mechanisms of hepatotoxicity. Using mechanistic in vitro toxicity data as well as clinical exposure data, DILIsym predicted the potential for BAY1128688 to cause liver toxicity (elevations in serum alanine aminotransferase (ALT)) and elevations in serum bilirubin. Initial simulations overpredicted hepatotoxicity and bilirubin elevations, so the BAY1128688 representation within DILIsym underwent optimization. The liver partition coefficient Kp was altered to align simulated bilirubin elevations with those observed clinically. Altering the mode of bile acid canalicular and basolateral efflux inhibition was necessary to accurately predict ALT elevations. Optimization results support that bilirubin elevations observed early during treatment are due to altered bilirubin metabolism and transporter inhibition, which is independent of liver injury. The modeling further supports that on-treatment ALT elevations result from inhibition of bile acid transporters, particularly the bile salt excretory pump, leading to accumulation of toxic bile acids. The predicted dose-dependent intrinsic hepatotoxicity may increase patient susceptibility to an adaptive immune response, accounting for ALT elevations observed after completion of treatment. These BAY1128688 simulations provide insight into the mechanisms behind hepatotoxicity and bilirubin elevations and may inform the potential risk posed by future compounds.
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Affiliation(s)
- Christina Battista
- DILIsym Services division, Simulations Plus, Inc., Durham, North Carolina, USA
| | - Lisl K M Shoda
- DILIsym Services division, Simulations Plus, Inc., Durham, North Carolina, USA
| | - Paul B Watkins
- Eshelman School of Pharmacy, Institute for Drug Safety Sciences, University of North Carolina, Chapel Hill, North Carolina, USA
| | | | - Antje Rottmann
- Pharmaceuticals Division, Research & Early Development, Bayer AG, Berlin, Germany
| | - Marian Raschke
- Pharmaceuticals Division, Research & Early Development, Bayer AG, Berlin, Germany
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Lakhani VV, Generaux G, Howell BA, Longo DM, Watkins PB. Assessing Liver Effects of Cannabidiol and Valproate Alone and in Combination Using Quantitative Systems Toxicology. Clin Pharmacol Ther 2023; 114:1006-1014. [PMID: 37458709 DOI: 10.1002/cpt.3004] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 07/10/2023] [Indexed: 07/30/2023]
Abstract
In clinical trials of cannabidiol (CBD) for the treatment of seizures in patients with Dravet syndrome, Lennox-Gastaut syndrome, and tuberous sclerosis complex, elevations in serum alanine aminotransferase (ALT) > 3× the upper limit of normal were observed in some patents, but the incidence was much greater in patients who were receiving treatment with valproate (VPA) before starting CBD. To explore potential mechanisms underlying this interaction, we used DILIsym, a quantitative systems toxicology model, to predict ALT elevations in a simulated human population treated with CBD alone, VPA alone, and when CBD dosing was starting during treatment with VPA. We gathered in vitro data assessing the potential for CBD, the two major CBD metabolites, and VPA to cause hepatotoxicity via inhibition of bile acid transporters, mitochondrial dysfunction, and production of reactive oxygen species (ROS). Physiologically-based pharmacokinetic models for CBD and VPA were used to predict liver exposure. DILIsym simulations predicted dose-dependent ALT elevations from CBD treatment and this was predominantly driven by ROS production from the parent molecule. DILIsym also predicted VPA treatment to cause ALT elevations which were transient when mitochondrial biogenesis was incorporated into the model. Contrary to the clinical experience, simulation of 2 weeks treatment with VPA prior to introduction of CBD treatment did not predict an increase of the incidence of ALT elevations relative to CBD treatment alone. We conclude that the marked increased incidence of CBD-associated ALT elevations in patients already receiving VPA is unlikely to involve the three major mechanisms of direct hepatotoxicity.
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Affiliation(s)
- Vinal V Lakhani
- DILIsym Services Inc., A Simulations-Plus Company, Durham, North Carolina, USA
| | - Grant Generaux
- DILIsym Services Inc., A Simulations-Plus Company, Durham, North Carolina, USA
| | - Brett A Howell
- DILIsym Services Inc., A Simulations-Plus Company, Durham, North Carolina, USA
| | - Diane M Longo
- DILIsym Services Inc., A Simulations-Plus Company, Durham, North Carolina, USA
| | - Paul B Watkins
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- UNC Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Fecho K, Bizon C, Issabekova T, Moxon S, Thessen AE, Abdollahi S, Baranzini SE, Belhu B, Byrd WE, Chung L, Crouse A, Duby MP, Ferguson S, Foksinska A, Forero L, Friedman J, Gardner V, Glusman G, Hadlock J, Hanspers K, Hinderer E, Hobbs C, Hyde G, Huang S, Koslicki D, Mease P, Muller S, Mungall CJ, Ramsey SA, Roach J, Rubin I, Schurman SH, Shalev A, Smith B, Soman K, Stemann S, Su AI, Ta C, Watkins PB, Williams MD, Wu C, Xu CH. An approach for collaborative development of a federated biomedical knowledge graph-based question-answering system: Question-of-the-Month challenges. J Clin Transl Sci 2023; 7:e214. [PMID: 37900350 PMCID: PMC10603356 DOI: 10.1017/cts.2023.619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 08/21/2023] [Indexed: 10/31/2023] Open
Abstract
Knowledge graphs have become a common approach for knowledge representation. Yet, the application of graph methodology is elusive due to the sheer number and complexity of knowledge sources. In addition, semantic incompatibilities hinder efforts to harmonize and integrate across these diverse sources. As part of The Biomedical Translator Consortium, we have developed a knowledge graph-based question-answering system designed to augment human reasoning and accelerate translational scientific discovery: the Translator system. We have applied the Translator system to answer biomedical questions in the context of a broad array of diseases and syndromes, including Fanconi anemia, primary ciliary dyskinesia, multiple sclerosis, and others. A variety of collaborative approaches have been used to research and develop the Translator system. One recent approach involved the establishment of a monthly "Question-of-the-Month (QotM) Challenge" series. Herein, we describe the structure of the QotM Challenge; the six challenges that have been conducted to date on drug-induced liver injury, cannabidiol toxicity, coronavirus infection, diabetes, psoriatic arthritis, and ATP1A3-related phenotypes; the scientific insights that have been gleaned during the challenges; and the technical issues that were identified over the course of the challenges and that can now be addressed to foster further development of the prototype Translator system. We close with a discussion on Large Language Models such as ChatGPT and highlight differences between those models and the Translator system.
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Affiliation(s)
- Karamarie Fecho
- Renaissance Computing Institute (RENCI), University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Copperline Professional Solutions, Pittsboro, NC, USA
| | - Chris Bizon
- Renaissance Computing Institute (RENCI), University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Tursynay Issabekova
- Department of Biomedical Informatics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Sierra Moxon
- Biosystems Data Science Department, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Anne E. Thessen
- Department of Biomedical Informatics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Shervin Abdollahi
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, USA
| | - Sergio E. Baranzini
- Department of Neurology, Weill Institute for Neuroscience, University of California - San Francisco, San Francisco, CA, USA
| | | | - William E. Byrd
- The Hugh Kaul Precision Medicine Institute, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Lawrence Chung
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Andrew Crouse
- The Hugh Kaul Precision Medicine Institute, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Marc P. Duby
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Stephen Ferguson
- National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC, USA
| | - Aleksandra Foksinska
- The Hugh Kaul Precision Medicine Institute, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Laura Forero
- Rady Children’s Institute for Genomic Medicine, Rady Children’s Hospital, San Diego, CA, USA
- University of California at San Diego, San Diego, CA, USA
| | - Jennifer Friedman
- Rady Children’s Institute for Genomic Medicine, Rady Children’s Hospital, San Diego, CA, USA
- University of California at San Diego, San Diego, CA, USA
| | - Vicki Gardner
- Renaissance Computing Institute (RENCI), University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - Kristina Hanspers
- Gladstone Institutes, University of California - San Francisco, San Francisco, CA, USA
| | - Eugene Hinderer
- Tufts Clinical and Translational Science Institute, Tufts Medical Center, Boston, MA, USA
| | - Charlotte Hobbs
- Rady Children’s Institute for Genomic Medicine, Rady Children’s Hospital, San Diego, CA, USA
| | - Gregory Hyde
- Thayer School of Engineering at Dartmouth College, Hanover, NH, USA
| | - Sui Huang
- Institute for Systems Biology, Seattle, WA, USA
| | - David Koslicki
- Departments of Computer Science and Engineering, Biology, and the Huck Institutes of the Life Sciences, Penn State University, University Park, PA, USA
| | - Philip Mease
- Swedish Medical Center, St. Joseph Health, Seattle, WA, USA
- University of Washington, Seattle, WA, USA
| | | | - Christopher J. Mungall
- Biosystems Data Science Department, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | | | - Jared Roach
- Institute for Systems Biology, Seattle, WA, USA
| | - Irit Rubin
- Institute for Systems Biology, Seattle, WA, USA
| | | | - Anath Shalev
- The Hugh Kaul Precision Medicine Institute, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Brett Smith
- Institute for Systems Biology, Seattle, WA, USA
| | - Karthik Soman
- Department of Neurology, Weill Institute for Neuroscience, University of California - San Francisco, San Francisco, CA, USA
| | - Sarah Stemann
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, USA
| | - Andrew I. Su
- The Scripps Research Institute, La Jolla, CA, USA
| | - Casey Ta
- Columbia University Irving Medical Center, New York, NY, USA
| | - Paul B. Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Mark D. Williams
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, USA
| | - Chunlei Wu
- The Scripps Research Institute, La Jolla, CA, USA
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Ghany MG, Watkins PB. Moving the Needle to Reduce Acetaminophen (Paracetamol) Hepatotoxicity. JAMA 2023; 329:713-715. [PMID: 36881043 DOI: 10.1001/jama.2023.1002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/08/2023]
Affiliation(s)
- Marc G Ghany
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland
| | - Paul B Watkins
- Eshelman School of Pharmacy, University of North Carolina at Chapel Hill
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Nicoletti P, Dellinger A, Li YJ, Barnhart HX, Chalasani N, Fontana RJ, Odin JA, Serrano J, Stolz A, Etheridge AS, Innocenti F, Govaere O, Grove JI, Stephens C, Aithal GP, Andrade RJ, Bjornsson ES, Daly AK, Lucena MI, Watkins PB. Identification of Reduced ERAP2 Expression and a Novel HLA Allele as Components of a Risk Score for Susceptibility to Liver Injury Due to Amoxicillin-Clavulanate. Gastroenterology 2023; 164:454-466. [PMID: 36496055 PMCID: PMC9974860 DOI: 10.1053/j.gastro.2022.11.036] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 11/21/2022] [Accepted: 11/28/2022] [Indexed: 01/05/2023]
Abstract
BACKGROUND & AIMS Drug-induced liver injury (DILI) due to amoxicillin-clavulanate (AC) has been associated with HLA-A∗02:01, HLA-DRB1∗15:01, and rs2476601, a missense variant in PTPN22. The aim of this study was to identify novel risk factors for AC-DILI and to construct a genetic risk score (GRS). METHODS Transcriptome-wide association study and genome-wide association study analyses were performed on 444 AC-DILI cases and 10,397 population-based controls of European descent. Associations were confirmed in a validation cohort (n = 133 cases and 17,836 population-based controls). Discovery and validation AC-DILI cases were also compared with 1358 and 403 non-AC-DILI cases. RESULTS Transcriptome-wide association study revealed a significant association of AC-DILI risk with reduced liver expression of ERAP2 (P = 3.7 × 10-7), coding for an aminopeptidase involved in antigen presentation. The lead eQTL single nucleotide polymorphism, rs1363907 (G), was associated with AC-DILI risk in the discovery (odds ratio [OR], 1.68; 95% CI, 1.23-1.66; P = 1.7 × 10-7) and validation cohorts (OR, 1.2; 95% CI, 1.04-2.05; P = .03), following a recessive model. We also identified HLA-B∗15:18 as a novel AC-DILI risk factor in both discovery (OR, 4.19; 95% CI, 2.09-8.36; P = 4.9 × 10-5) and validation (OR, 7.78; 95% CI, 2.75-21.99; P = .0001) cohorts. GRS, incorporating rs1363907, rs2476601, HLA-B∗15:18, HLA-A∗02:01, and HLA-DRB1∗15:01, was highly predictive of AC-DILI risk when cases were analyzed against both general population and non-AC-DILI control cohorts. GRS was the most significant predictor in a regression model containing known AC-DILI clinical risk characteristics and significantly improved the predictive model. CONCLUSIONS We identified novel associations of AC-DILI risk with ERAP2 low expression and with HLA-B∗15:18. GRS based on the 5 risk variants may assist AC-DILI causality assessment and risk management.
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Affiliation(s)
- Paola Nicoletti
- Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, New York.
| | - Andrew Dellinger
- Duke Molecular Physiology Institute, Duke University, Durham, North Carolina
| | - Yi Ju Li
- Duke Molecular Physiology Institute, Duke University, Durham, North Carolina; Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina
| | - Huiman X Barnhart
- Duke Molecular Physiology Institute, Duke University, Durham, North Carolina; Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina
| | - Naga Chalasani
- Division of Gastroenterology and Hepatology, Indiana University School of Medicine, Indianapolis, Indiana
| | | | - Joseph A Odin
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Jose Serrano
- National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda, Maryland
| | - Andrew Stolz
- University of Southern California, Los Angeles, California
| | - Amy S Etheridge
- University of North Carolina Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Federico Innocenti
- University of North Carolina Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Olivier Govaere
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Jane I Grove
- Nottingham Digestive Diseases Centre and National Institute for Health Research Nottingham Biomedical Research Centre at the Nottingham University Hospital National Health Service Trust, Nottingham, United Kingdom; University of Nottingham, Nottingham, United Kingdom
| | - Camilla Stephens
- Servicios de Digestivo y Farmacologia Clínica, Instituto de Investigación Biomédica de Málaga (IBIMA_Plataforma Bionand), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Guruprasad P Aithal
- Nottingham Digestive Diseases Centre and National Institute for Health Research Nottingham Biomedical Research Centre at the Nottingham University Hospital National Health Service Trust, Nottingham, United Kingdom; University of Nottingham, Nottingham, United Kingdom
| | - Raul J Andrade
- Servicios de Digestivo y Farmacologia Clínica, Instituto de Investigación Biomédica de Málaga (IBIMA_Plataforma Bionand), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Einar S Bjornsson
- Department of Internal Medicine, Landspitali University Hospital, Reykjavik, Iceland; Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Ann K Daly
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - M Isabel Lucena
- Servicios de Digestivo y Farmacologia Clínica, Instituto de Investigación Biomédica de Málaga (IBIMA_Plataforma Bionand), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Paul B Watkins
- University of North Carolina Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; University of North Carolina Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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Turner J, Pound P, Owen C, Hutchinson I, Hop M, Chau DYS, Barrios Silva LV, Coleman M, Dubourg A, Harries LW, Hutter V, Kenna JG, Lauschke VM, Neuhaus W, Roper C, Watkins PB, Welch J, Alvarez LR, Taylor K. Incorporating new approach methodologies into regulatory nonclinical pharmaceutical safety assessment. ALTEX 2023. [PMID: 36692187 DOI: 10.14573/altex.2212081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 12/23/2022] [Indexed: 01/25/2023]
Abstract
New approach methodologies (NAMs) based on human biology enable the assessment of adverse biological effects of pharmaceuticals and other chemicals. Currently, however, it is unclear how NAMs should be used during drug development to improve human safety evaluation. A series of 5 workshops with 13 international experts (regulators, preclinical scientists and NAMs developers) were conducted to identify feasible NAMs and to discuss how to exploit them in specific safety assessment contexts. Participants generated four 'maps' of how NAMs can be exploited in the safety assessment of the liver, respiratory, cardiovascular and central nervous systems. Each map shows relevant end points measured, tools used (e.g., cells, assays, platforms), and highlights gaps where further development and validation of NAMs remains necessary. Each map addresses the fundamental scientific requirements for the safety assessment of that organ system, providing users with guidance on the selection of appropriate NAMs. In addition to generating the maps, participants offered suggestions for encouraging greater NAM adoption within drug development and their inclusion in regulatory guidelines. A specific recommendation was that pharmaceutical companies should be more transparent about how they use NAMs in-house. As well as giving guidance for the four organ systems, the maps provide a template that could be used for additional organ safety testing contexts. Moreover, their conversion to an interactive format would enable users to drill down to the detail necessary to answer specific scientific and regulatory questions.
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Affiliation(s)
| | | | | | | | | | - David Y S Chau
- Division of Biomaterials and Tissue Engineering, UCL Eastman Dental Institute, London, UK
| | - Lady V Barrios Silva
- Division of Biomaterials and Tissue Engineering, UCL Eastman Dental Institute, London, UK
| | - Mike Coleman
- College of Health and Life Sciences, Aston University, Birmingham, UK
| | | | | | - Victoria Hutter
- ImmuONE Limited, Hatfield, UK; Centre for Topical Drug Delivery and Toxicology, University of Hertfordshire, Hatfield, UK
| | | | - Volker M Lauschke
- Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden; Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; University of Tuebingen, Tuebingen, Germany
| | - Winfried Neuhaus
- Austrian Institute of Technology GmbH, Competence Unit Molecular Diagnostics, Vienna, Austria; Department of Medicine, Danube Private University, Krems, Austria
| | - Clive Roper
- Roper Toxicology Consulting Limited, Edinburgh, UK
| | - Paul B Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School Of Pharmacy, Chapel Hill NC, USA
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10
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Beaudoin JJ, Yang K, Adiwidjaja J, Taneja G, Watkins PB, Siler SQ, Howell BA, Woodhead JL. Investigating bile acid-mediated cholestatic drug-induced liver injury using a mechanistic model of multidrug resistance protein 3 (MDR3) inhibition. Front Pharmacol 2023; 13:1085621. [PMID: 36733378 PMCID: PMC9887159 DOI: 10.3389/fphar.2022.1085621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 12/23/2022] [Indexed: 01/18/2023] Open
Abstract
Inhibition of the canalicular phospholipid floppase multidrug resistance protein 3 (MDR3) has been implicated in cholestatic drug-induced liver injury (DILI), which is clinically characterized by disrupted bile flow and damage to the biliary epithelium. Reduction in phospholipid excretion, as a consequence of MDR3 inhibition, decreases the formation of mixed micelles consisting of bile acids and phospholipids in the bile duct, resulting in a surplus of free bile acids that can damage the bile duct epithelial cells, i.e., cholangiocytes. Cholangiocytes may compensate for biliary increases in bile acid monomers via the cholehepatic shunt pathway or bicarbonate secretion, thereby influencing viability or progression to toxicity. To address the unmet need to predict drug-induced bile duct injury in humans, DILIsym, a quantitative systems toxicology model of DILI, was extended by representing key features of the bile duct, cholangiocyte functionality, bile acid and phospholipid disposition, and cholestatic hepatotoxicity. A virtual, healthy representative subject and population (n = 285) were calibrated and validated utilizing a variety of clinical data. Sensitivity analyses were performed for 1) the cholehepatic shunt pathway, 2) biliary bicarbonate concentrations and 3) modes of MDR3 inhibition. Simulations showed that an increase in shunting may decrease the biliary bile acid burden, but raise the hepatocellular concentrations of bile acids. Elevating the biliary concentration of bicarbonate may decrease bile acid shunting, but increase bile flow rate. In contrast to competitive inhibition, simulations demonstrated that non-competitive and mixed inhibition of MDR3 had a profound impact on phospholipid efflux, elevations in the biliary bile acid-to-phospholipid ratio, cholangiocyte toxicity, and adaptation pathways. The model with its extended bile acid homeostasis representation was furthermore able to predict DILI liability for compounds with previously studied interactions with bile acid transport. The cholestatic liver injury submodel in DILIsym accounts for several processes pertinent to bile duct viability and toxicity and hence, is useful for predictions of MDR3 inhibition-mediated cholestatic DILI in humans.
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Affiliation(s)
- James J. Beaudoin
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States
| | - Kyunghee Yang
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States
| | - Jeffry Adiwidjaja
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States,Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Guncha Taneja
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States
| | - Paul B. Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Scott Q. Siler
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States
| | - Brett A. Howell
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States
| | - Jeffrey L. Woodhead
- DILIsym Services Division, Simulations Plus Inc., Research Triangle Park, NC, United States,*Correspondence: Jeffrey L. Woodhead,
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11
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McLaughlin JE, Layton RL, Watkins PB, Nicholas RA, Brouwer KLR. Developing evidence-based resources for evaluating postgraduate trainees in the biomedical sciences. PLoS One 2022; 17:e0278297. [PMID: 36512576 PMCID: PMC9746972 DOI: 10.1371/journal.pone.0278297] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Accepted: 11/14/2022] [Indexed: 12/15/2022] Open
Abstract
Postgraduate trainees elevate the academic strength of institutions by conducting research, promoting innovation, securing grant funding, training undergraduate students, and building alliances. Rigorous and systematic program evaluation can help ensure that postgraduate training programs are achieving the program's intended outcomes. The purpose of this project was to develop evidence-based evaluation tools that could be shared across federally funded biomedical training programs to enhance program evaluation capacity. This manuscript describes the evidence-based process used to determine program evaluation needs of these programs at a research-intensive university. Using a multi-phased sequential exploratory mixed methods approach, data were collected from trainees, employers, leaders, and program directors. Data analyses included document analysis of program plans, inductive coding of focus groups and interviews, and descriptive analysis of surveys. Two overarching categories-Trainee Skills and Program Characteristics-were identified including six themes each. Program directors prioritized communication, social and behavioral skills, and collaboration as the trainee skills that they needed the most help evaluating. Furthermore, program directors prioritized the following program characteristics as those that they needed the most help evaluating: training environment, trainee outcomes, and opportunities offered. Surveys, interview scripts, and related resources for the categories and themes were developed and curated on a publicly available website for program directors to use in their program evaluations.
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Affiliation(s)
- Jacqueline E. McLaughlin
- Division of Practice Advancement and Clinical Education, Center for Innovative Pharmacy Education and Research, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Rebekah L. Layton
- Office of Graduate Education, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Paul B. Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Robert A. Nicholas
- Office of Graduate Education, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Pharmacology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Kim L. R. Brouwer
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
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12
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Unni DR, Moxon SAT, Bada M, Brush M, Bruskiewich R, Caufield JH, Clemons PA, Dancik V, Dumontier M, Fecho K, Glusman G, Hadlock JJ, Harris NL, Joshi A, Putman T, Qin G, Ramsey SA, Shefchek KA, Solbrig H, Soman K, Thessen AE, Haendel MA, Bizon C, Mungall CJ, Acevedo L, Ahalt SC, Alden J, Alkanaq A, Amin N, Avila R, Balhoff J, Baranzini SE, Baumgartner A, Baumgartner W, Belhu B, Brandes M, Brandon N, Burtt N, Byrd W, Callaghan J, Cano MA, Carrell S, Celebi R, Champion J, Chen Z, Chen M, Chung L, Cohen K, Conlin T, Corkill D, Costanzo M, Cox S, Crouse A, Crowder C, Crumbley ME, Dai C, Dančík V, De Miranda Azevedo R, Deutsch E, Dougherty J, Duby MP, Duvvuri V, Edwards S, Emonet V, Fehrmann N, Flannick J, Foksinska AM, Gardner V, Gatica E, Glen A, Goel P, Gormley J, Greyber A, Haaland P, Hanspers K, He K, He K, Henrickson J, Hinderer EW, Hoatlin M, Hoffman A, Huang S, Huang C, Hubal R, Huellas‐Bruskiewicz K, Huls FB, Hunter L, Hyde G, Issabekova T, Jarrell M, Jenkins L, Johs A, Kang J, Kanwar R, Kebede Y, Kim KJ, Kluge A, Knowles M, Koesterer R, Korn D, Koslicki D, Krishnamurthy A, Kvarfordt L, Lee J, Leigh M, Lin J, Liu Z, Liu S, Ma C, Magis A, Mamidi T, Mandal M, Mantilla M, Massung J, Mauldin D, McClelland J, McMurry J, Mease P, Mendoza L, Mersmann M, Mesbah A, Might M, Morton K, Muller S, Muluka AT, Osborne J, Owen P, Patton M, Peden DB, Peene RC, Persaud B, Pfaff E, Pico A, Pollard E, Price G, Raj S, Reilly J, Riutta A, Roach J, Roper RT, Rosenblatt G, Rubin I, Rucka S, Rudavsky‐Brody N, Sakaguchi R, Santos E, Schaper K, Schmitt CP, Schurman S, Scott E, Seitanakis S, Sharma P, Shmulevich I, Shrestha M, Shrivastava S, Sinha M, Smith B, Southall N, Southern N, Stillwell L, Strasser M"M, Su AI, Ta C, Thessen AE, Tinglin J, Tonstad L, Tran‐Nguyen T, Tropsha A, Vaidya G, Veenhuis L, Viola A, Grotthuss M, Wang M, Wang P, Watkins PB, Weber R, Wei Q, Weng C, Whitlock J, Williams MD, Williams A, Womack F, Wood E, Wu C, Xin JK, Xu H, Xu C, Yakaboski C, Yao Y, Yi H, Yilmaz A, Zheng M, Zhou X, Zhou E, Zhu Q, Zisk T. Biolink Model: A universal schema for knowledge graphs in clinical, biomedical, and translational science. Clin Transl Sci 2022; 15:1848-1855. [PMID: 36125173 PMCID: PMC9372416 DOI: 10.1111/cts.13302] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 04/27/2022] [Accepted: 05/02/2022] [Indexed: 12/12/2022] Open
Abstract
Within clinical, biomedical, and translational science, an increasing number of projects are adopting graphs for knowledge representation. Graph‐based data models elucidate the interconnectedness among core biomedical concepts, enable data structures to be easily updated, and support intuitive queries, visualizations, and inference algorithms. However, knowledge discovery across these “knowledge graphs” (KGs) has remained difficult. Data set heterogeneity and complexity; the proliferation of ad hoc data formats; poor compliance with guidelines on findability, accessibility, interoperability, and reusability; and, in particular, the lack of a universally accepted, open‐access model for standardization across biomedical KGs has left the task of reconciling data sources to downstream consumers. Biolink Model is an open‐source data model that can be used to formalize the relationships between data structures in translational science. It incorporates object‐oriented classification and graph‐oriented features. The core of the model is a set of hierarchical, interconnected classes (or categories) and relationships between them (or predicates) representing biomedical entities such as gene, disease, chemical, anatomic structure, and phenotype. The model provides class and edge attributes and associations that guide how entities should relate to one another. Here, we highlight the need for a standardized data model for KGs, describe Biolink Model, and compare it with other models. We demonstrate the utility of Biolink Model in various initiatives, including the Biomedical Data Translator Consortium and the Monarch Initiative, and show how it has supported easier integration and interoperability of biomedical KGs, bringing together knowledge from multiple sources and helping to realize the goals of translational science.
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Affiliation(s)
- Deepak R. Unni
- Genome Biology Unit, European Molecular Biology Laboratory Heidelberg Germany
- Division of Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley California USA
| | - Sierra A. T. Moxon
- Division of Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley California USA
| | - Michael Bada
- Center for Health AI University of Colorado Anschutz Medical Campus Aurora Colorado USA
| | - Matthew Brush
- Center for Health AI University of Colorado Anschutz Medical Campus Aurora Colorado USA
| | | | - J. Harry Caufield
- Division of Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley California USA
| | - Paul A. Clemons
- Chemical Biology and Therapeutics Science Program Broad Institute Cambridge Massachusetts USA
| | - Vlado Dancik
- Chemical Biology and Therapeutics Science Program Broad Institute Cambridge Massachusetts USA
| | - Michel Dumontier
- Institute of Data Science Maastricht University Maastricht The Netherlands
| | - Karamarie Fecho
- Renaissance Computing Institute University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | | | | | - Nomi L. Harris
- Division of Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley California USA
| | - Arpita Joshi
- Institute for Systems Biology Seattle Washington USA
| | - Tim Putman
- Center for Health AI University of Colorado Anschutz Medical Campus Aurora Colorado USA
| | - Guangrong Qin
- Institute for Systems Biology Seattle Washington USA
| | - Stephen A. Ramsey
- Department of Biomedical Sciences Oregon State University Corvallis Oregon USA
| | - Kent A. Shefchek
- Center for Health AI University of Colorado Anschutz Medical Campus Aurora Colorado USA
| | | | - Karthik Soman
- Department of Neurology University of California San Francisco San Francisco California USA
| | - Anne E. Thessen
- Center for Health AI University of Colorado Anschutz Medical Campus Aurora Colorado USA
| | - Melissa A. Haendel
- Center for Health AI University of Colorado Anschutz Medical Campus Aurora Colorado USA
| | - Chris Bizon
- Renaissance Computing Institute University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Christopher J. Mungall
- Division of Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley California USA
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13
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Fecho K, Thessen AE, Baranzini SE, Bizon C, Hadlock JJ, Huang S, Roper RT, Southall N, Ta C, Watkins PB, Williams MD, Xu H, Byrd W, Dančík V, Duby MP, Dumontier M, Glusman G, Harris NL, Hinderer EW, Hyde G, Johs A, Su AI, Qin G, Zhu Q. Progress toward a universal biomedical data translator. Clin Transl Sci 2022; 15:1838-1847. [PMID: 35611543 PMCID: PMC9372428 DOI: 10.1111/cts.13301] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 04/27/2022] [Accepted: 05/02/2022] [Indexed: 11/28/2022] Open
Abstract
Clinical, biomedical, and translational science has reached an inflection point in the breadth and diversity of available data and the potential impact of such data to improve human health and well-being. However, the data are often siloed, disorganized, and not broadly accessible due to discipline-specific differences in terminology and representation. To address these challenges, the Biomedical Data Translator Consortium has developed and tested a pilot knowledge graph-based "Translator" system capable of integrating existing biomedical data sets and "translating" those data into insights intended to augment human reasoning and accelerate translational science. Having demonstrated feasibility of the Translator system, the Translator program has since moved into development, and the Translator Consortium has made significant progress in the research, design, and implementation of an operational system. Herein, we describe the current system's architecture, performance, and quality of results. We apply Translator to several real-world use cases developed in collaboration with subject-matter experts. Finally, we discuss the scientific and technical features of Translator and compare those features to other state-of-the-art, biomedical graph-based question-answering systems.
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Grants
- OT3TR002019 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- ZIA TR000276-05 National Center for Advancing Translational Sciences, Intramural Research Program
- OT2TR003449 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- U01 DK065201 NIDDK NIH HHS
- OT2TR002515 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003443 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR002584 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003434 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2 TR003449 NCATS NIH HHS
- OT2TR003433 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003435 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR002517 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT3TR002027 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003422 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003441 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT3TR002020 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003448 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003428 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003445 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- I75N95021P00636 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR002520 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003427 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003436 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- ZIA TR000276 Intramural NIH HHS
- OT2TR002514 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT3TR002025 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2 TR003428 NCATS NIH HHS
- 5U01DK065201 NIDDK NIH HHS
- OT2TR003437 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003450 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT3TR002026 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- OT2TR003430 National Center for Advancing Translational Sciences, Biomedical Data Translator Program
- National Institute of Diabetes and Digestive and Kidney Diseases
- National Center for Advancing Translational Sciences, Biomedical Data Translator Program
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Affiliation(s)
- Karamarie Fecho
- Renaissance Computing InstituteUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Anne E. Thessen
- Center for Health AIUniversity of Colorado Anschutz Medical CampusAuroraColoradoUSA
| | - Sergio E. Baranzini
- Weill Institute for Neurosciences, Department of NeurologyUniversity of California at San FranciscoSan FranciscoCaliforniaUSA
| | - Chris Bizon
- Renaissance Computing InstituteUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | | | - Sui Huang
- Institute for Systems BiologySeattleWashingtonUSA
| | | | - Noel Southall
- Division of Preclinical Innovation, National Center for Advancing Translational SciencesNational Institutes of HealthRockvilleMarylandUSA
| | - Casey Ta
- Department of Biomedical InformaticsColumbia UniversityNew YorkNew YorkUSA
| | - Paul B. Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Mark D. Williams
- Division of Preclinical Innovation, National Center for Advancing Translational SciencesNational Institutes of HealthRockvilleMarylandUSA
| | - Hao Xu
- Renaissance Computing InstituteUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - William Byrd
- Hugh Kaul Precision Medicine InstituteUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Vlado Dančík
- Chemical Biology and Therapeutics Science ProgramBroad InstituteCambridgeMassachusettsUSA
| | - Marc P. Duby
- Medical and Population Genetics ProgramBroad InstituteCambridgeMassachusettsUSA
| | - Michel Dumontier
- Institute of Data ScienceMaastricht UniversityMaastrichtThe Netherlands
| | | | - Nomi L. Harris
- Division of Environmental Genomics and Systems BiologyLawrence Berkeley National LaboratoryBerkeleyCaliforniaUSA
| | - Eugene W. Hinderer
- Tufts Clinical and Translational Science InstituteTufts Medical CenterBostonMassachusettsUSA
| | - Greg Hyde
- Thayer School of EngineeringDartmouth CollegeHanoverNew HampshireUSA
| | - Adam Johs
- Department of Information Science, College of Computing and InformaticsDrexel UniversityPhiladelphiaPennsylvaniaUSA
| | - Andrew I. Su
- Department of Integrative Structural and Computational BiologyThe Scripps Research InstituteLa JollaCaliforniaUSA
| | | | - Qian Zhu
- Division of Preclinical Innovation, National Center for Advancing Translational SciencesNational Institutes of HealthRockvilleMarylandUSA
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Affiliation(s)
- Mark Avigan
- FDAOffice of Pharmacovigilance and Epidemiology/CDERSilver SpringMarylandUSA
| | - Paul B Watkins
- Institute for Drug Safety SciencesUniversity of North Carolina - Chapel HillNorth CarolinaUSA
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15
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Abstract
Calcitonin gene-related peptide (CGRP) signaling inhibitors have shown efficacy in both the acute and preventive treatment of migraine. Telcagepant, a first-generation CGRP receptor antagonist, was effective but failed in clinical trials due to hepatotoxicity. Subsequently, although 4 next-generation CGRP receptor antagonists (rimegepant, zavegepant, atogepant, and ubrogepant) were being advanced into late-stage clinical trials, due to telcagepant’s failure, more confidence in the liver safety of these compounds was needed. DILIsym v6A, a quantitative systems toxicology (QST) model of drug-induced liver injury (DILI), was used to model all 5 compounds and thus to compare the 4 next-generation CGRP receptor antagonists to telcagepant. In vitro experiments were performed to measure the potential for each compound to inhibit bile acid transporters, produce oxidative stress, and cause mitochondrial dysfunction. Physiologically based pharmacokinetic models were produced for each compound in order to appropriately estimate liver exposure. DILIsym predicted clinical elevations of liver enzymes and bilirubin for telcagepant, correctly predicting the observed DILI liability of the first-generation compound. By contrast, DILIsym predicted that each of the 4 next-generation compounds would be significantly less likely to cause DILI than telcagepant. Subsequent clinical trials have validated these predictions for each of the 4 compounds, and all 3 of the compounds submitted to FDA to date (rimegepant, ubrogepant, and atogepant) have since been approved by the FDA with no warning for hepatotoxicity. This work demonstrates the potential for QST modeling to prospectively differentiate between hepatotoxic and nonhepatotoxic molecules within the same class.
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Affiliation(s)
- Jeffrey L Woodhead
- To whom correspondence should be addressed at DILIsym Services, Inc., A Simulations Plus Company, 6 Davis Drive, Research Triangle Park, NC 27709, USA. E-mail:
| | - Scott Q Siler
- DILIsym Services, Inc., A Simulations Plus Company, Research Triangle Park, North Carolina 27706, USA
| | - Brett A Howell
- DILIsym Services, Inc., A Simulations Plus Company, Research Triangle Park, North Carolina 27706, USA
| | - Paul B Watkins
- Institute for Drug Safety Sciences, UNC-Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599, USA
| | - Charles Conway
- Biohaven Pharmaceuticals, Inc., New Haven, Connecticut 06510, USA
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16
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Watkins PB. Liver Injury Due to Drugs and Viruses: Mechanistic Similarities and Implications for AAV Gene Therapy. Clin Pharmacol Ther 2021; 112:751-753. [PMID: 34910298 DOI: 10.1002/cpt.2500] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 11/24/2021] [Indexed: 01/25/2023]
Affiliation(s)
- Paul B Watkins
- Institute for Drug Safety Sciences, University of North Carolina - Chapel Hill, Chapel Hill, North Carolina, USA
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17
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Li YJ, Phillips E, Dellinger A, Nicoletti P, Schutte R, Li D, Ostrov DA, Fontana RJ, Watkins PB, Stolz A, Daly AK, Aithal GP, Barnhart H, Chalasani N. Human Leukocyte Antigen B*14:01 and B*35:01 Are Associated With Trimethoprim-Sulfamethoxazole Induced Liver Injury. Hepatology 2021; 73:268-281. [PMID: 32270503 PMCID: PMC7544638 DOI: 10.1002/hep.31258] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 03/05/2020] [Accepted: 03/12/2020] [Indexed: 12/19/2022]
Abstract
BACKGROUND AND AIMS Trimethoprim (TMP)-sulfamethoxazole (SMX) is an important cause of idiosyncratic drug-induced liver injury (DILI), but its genetic risk factors are not well understood. This study investigated the relationship between variants in the human leukocyte antigen (HLA) class 1 and 2 genes and well-characterized cases of TMP-SMX DILI. APPROACH AND RESULTS European American and African American persons with TMP-SMX DILI were compared with respective population controls. HLA sequencing was performed by Illumina MiSeq (Illumina, San Diego, CA) for cases. The HLA genotype imputation with attribute bagging program was used to impute HLA alleles for controls. The allele frequency difference between case patients and controls was tested by Fisher's exact tests for each ethnic group. For European Americans, multivariable logistic regression with Firth penalization was used to test the HLA allelic effect after adjusting for age and the top two principal components. Molecular docking was performed to assess HLA binding with TMP and SMX. The European American subset had 51 case patients and 12,156 controls, whereas the African American subset had 10 case patients and 5,439 controls. Four HLA alleles were significantly associated in the European American subset, with HLA-B*14:01 ranking at the top (odds ratio, 9.20; 95% confidence interval, 3.16, 22.35; P = 0.0003) after covariate adjustment. All carriers of HLA-B*14:01 with TMP-SMX DILI possessed HLA-C*08:02, another significant allele (P = 0.0026). This pattern was supported by HLA-B*14:01-HLA-C*08:02 haplotype association (P = 1.33 × 10-5 ). For the African American patients, HLA-B*35:01 had 2.8-fold higher frequency in case patients than in controls, with 5 of 10 patients carrying this allele. Molecular docking showed cysteine at position 67 in HLA-B*14:01 and phenylalanine at position 67 in HLA-B*35:01 to be the predictive binding sites for SMX metabolites. CONCLUSIONS HLA-B*14:01 is associated with TMP-SMX DILI in European Americans, and HLA-B*35:01 may be a potential genetic risk factor for African Americans.
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Affiliation(s)
- Yi-Ju Li
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC,Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC
| | | | - Andrew Dellinger
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC
| | - Paola Nicoletti
- Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Ryan Schutte
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, FL
| | - Danmeng Li
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, FL
| | - David A. Ostrov
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, FL
| | | | - Paul B. Watkins
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC
| | - Andrew Stolz
- University of Southern California, Los Angeles, CA
| | - Ann K Daly
- Institute of Translational and Clinical Research, Newcastle University, Newcastle upon Tyne, UK
| | - Guruprasad P Aithal
- Nottingham Digestive Diseases Centre and National Institute for Health Research (NIHR) Nottingham Biomedical Research Centre at the Nottingham University Hospital NHS Trust and University of Nottingham, Nottingham, UK
| | - Huiman Barnhart
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC,Duke Clinical Research Institute, Duke University Medical Center, Durham, NC
| | - Naga Chalasani
- Division of Gastroenterology and Hepatology, Indiana University School of Medicine, Indianapolis, IN
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18
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Nicoletti P, Devarbhavi H, Goel A, Venkatesan R, Eapen CE, Grove JI, Zafer S, Bjornsson E, Lucena MI, Andrade RJ, Pirmohamed M, Wadelius M, Larrey D, Maitland-van der Zee AH, Ibanez L, Watkins PB, Daly AK, Aithal GP. Genetic Risk Factors in Drug-Induced Liver Injury Due to Isoniazid-Containing Antituberculosis Drug Regimens. Clin Pharmacol Ther 2020; 109:1125-1135. [PMID: 33135175 DOI: 10.1002/cpt.2100] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 10/15/2020] [Indexed: 12/11/2022]
Abstract
Drug-induced liver injury (DILI) is a complication of treatment with antituberculosis (TB) drugs, especially in isoniazid (INH)-containing regimens. To investigate genetic risk factors, we performed a genomewide association study (GWAS) involving anti-TB DILI cases (55 Indian and 70 European) and controls (1,199 Indian and 10,397 European). Most cases were treated with a standard anti-TB drug regimen; all received INH. We imputed single nucleotide polymorphism and HLA genotypes and performed trans-ethnic meta-analysis on GWAS and candidate gene genotypes. GWAS found one significant association (rs117491755) in Europeans only. For HLA, HLA-B*52:01 was significant (meta-analysis odds ratio (OR) 2.67, 95% confidence interval (CI) 1.63-4.37, P = 9.4 × 10-5 ). For N-acetyltransferase 2 (NAT2), NAT2*5 frequency was lower in cases (OR 0.69, 95% CI 0.57-0.83, P = 0.01). NAT2*6 and NAT2*7 were more common, with homozygotes for NAT2*6 and/or NAT2*7 enriched among cases (OR 1.89, 95% CI 0.84-4.22, P = 0.004). We conclude HLA genotype makes a small contribution to TB drug-related DILI and that the NAT2 contribution is complex, but consistent with previous reports when differences in the metabolic effect of NAT2*5 compared with those of NAT2*6 and NAT2*7 are considered.
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Affiliation(s)
- Paola Nicoletti
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Harshad Devarbhavi
- Department of Gastroenterology, St John's Medical College Hospital, Bangalore, India
| | | | - Radha Venkatesan
- Department of Molecular Genetics, Madras Diabetes Research Foundation, Chennai, India
| | | | - Jane I Grove
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust, University of Nottingham, UK.,Nottingham Digestive Diseases Centre, School of Medicine, University of Nottingham, Nottingham, UK
| | - Samreen Zafer
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Einar Bjornsson
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, The National University Hospital of Iceland, Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - M Isabel Lucena
- UGC Digestivo y Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Raul J Andrade
- UGC Digestivo y Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Munir Pirmohamed
- Department of Pharmacology and Therapeutics, Liverpool University Hospitals and Liverpool Health Partners, University of Liverpool, Liverpool, UK
| | - Mia Wadelius
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | | | - Anke-Hilse Maitland-van der Zee
- Department of Respiratory Medicine, Academic Medical Center (AMC), University of Amsterdam, Amsterdam, Netherlands.,Division of Pharmacoepidemiology and Clinical Pharmacology, Department of Pharmaceutical Sciences, Utrecht University, Utrecht, Netherlands
| | - Luisa Ibanez
- Fundació Institut Català de Farmacologia, Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Paul B Watkins
- Eshelman School of Pharmacy, University of North Carolina Institute for Drug Safety Sciences, Chapel Hill, North Carolina, USA
| | - Ann K Daly
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Guruprasad P Aithal
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust, University of Nottingham, UK.,Nottingham Digestive Diseases Centre, School of Medicine, University of Nottingham, Nottingham, UK
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19
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Watkins PB, Church RJ, Li J, Knappertz V. Cannabidiol and Abnormal Liver Chemistries in Healthy Adults: Results of a Phase I Clinical Trial. Clin Pharmacol Ther 2020; 109:1224-1231. [PMID: 33022751 PMCID: PMC8246741 DOI: 10.1002/cpt.2071] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 09/27/2020] [Indexed: 12/15/2022]
Abstract
Liver safety concerns were raised in randomized controlled trials of cannabidiol (CBD) in patients with Lennox-Gastaut and Dravet syndromes, but the relevance of these concerns to healthy adults consuming CBD is unclear. The objective of this manuscript is to report on liver safety findings from healthy adults who received therapeutic daily doses of CBD for ~ 3.5 weeks and to investigate any correlation between transaminase elevations and baseline characteristics, pharmacogenetic, and pharmacokinetic data. Sixteen healthy adults were enrolled in a phase I, open-label, fixed single-sequence drug-drug interaction trial to investigate the effect of repeated dose administration of CBD (1,500 mg/day) on cytochrome P450 (CYP) 1A2 activity. Seven (44%) participants experienced peak serum alanine aminotransferase (ALT) values greater than the upper limit of normal (ULN). For five (31%) participants, the value exceeded 5 × ULN, therefore meeting the international consensus criteria for drug-induced liver injury. There was no correlation between transaminase elevations and baseline characteristics, CYP2C19 genotype, or CBD plasma concentrations. All ALT elevations above the ULN began within 2-4 weeks of initial exposure to CBD. Among the six participants with ALT elevations who were discontinued from the protocol, some had symptoms consistent with hepatitis or hypersensitivity. We conclude that healthy adults consuming CBD may experience elevations in serum ALT consistent with drug-induced liver injury. Given the demonstrated interindividual variation in susceptibility, clinicians should be alert to this potential effect from CBD, which is increasingly available in various nonprescription forms and doses to consumers.
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Affiliation(s)
- Paul B Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy and Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Rachel J Church
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy and Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jie Li
- Greenwich Biosciences, 5750 Fleet St Ste 200, Carlsbad, CA, USA
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20
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Regev A, Avigan MI, Kiazand A, Vierling JM, Lewis JH, Omokaro SO, Di Bisceglie AM, Fontana RJ, Bonkovsky HL, Freston JW, Uetrecht JP, Miller ED, Pehlivanov ND, Haque SA, Harrison MJ, Kullak-Ublick GA, Li H, Patel NN, Patwardhan M, Price KD, Watkins PB, Chalasani NP. Best practices for detection, assessment and management of suspected immune-mediated liver injury caused by immune checkpoint inhibitors during drug development. J Autoimmun 2020; 114:102514. [DOI: 10.1016/j.jaut.2020.102514] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Accepted: 07/07/2020] [Indexed: 02/07/2023]
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21
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Church RJ, Watkins PB. The Challenge of Interpreting Alanine Aminotransferase Elevations in Clinical Trials of New Drug Candidates. Clin Transl Sci 2020; 14:434-436. [PMID: 33113257 PMCID: PMC7993316 DOI: 10.1111/cts.12900] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 09/12/2020] [Indexed: 12/11/2022] Open
Affiliation(s)
- Rachel J Church
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy and Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Paul B Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy and Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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22
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Church RJ, Schomaker SJ, Eaddy JS, Boucher GG, Kreeger JM, Aubrecht J, Watkins PB. Glutamate dehydrogenase as a biomarker for mitotoxicity; insights from furosemide hepatotoxicity in the mouse. PLoS One 2020; 15:e0240562. [PMID: 33035276 PMCID: PMC7546462 DOI: 10.1371/journal.pone.0240562] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Accepted: 09/28/2020] [Indexed: 01/04/2023] Open
Abstract
Glutamate dehydrogenase (GLDH) is a liver-specific biomarker of hepatocellular damage currently undergoing qualification as a drug development tool. Since GLDH is located within the mitochondrial matrix, it has been hypothesized that it might also be useful in assessing mitotoxicity as an initiating event during drug-induced liver injury. According to this hypothesis, hepatocyte death that does not involve primary mitochondrial injury would result in release of intact mitochondria into circulation that could be removed by high speed centrifugation and result in lower GLDH activity measured in spun serum vs un-spun serum. A single prior study in mice has provided some support for this hypothesis. We sought to repeat and extend the findings of this study. Accordingly, mice were treated with the known mitochondrial toxicant, acetaminophen (APAP), or with furosemide (FS), a toxicant believed to cause hepatocyte death through mechanisms not involving mitotoxicity as initiating event. We measured GLDH levels in fresh plasma before and after high speed centrifugation to remove intact mitochondria. We found that both APAP and FS treatments caused substantial hepatocellular necrosis that correlated with plasma alanine aminotransferase (ALT) and GLDH elevations. The plasma GLDH activity in both the APAP- and FS- treated mice was not affected by high-speed centrifugation. Interestingly, the ratio of GLDH:ALT was 5-fold lower during FS compared to APAP hepatotoxicity. Electron microscopy confirmed that both APAP- and FS-treatments had resulted in mitochondrial injury. Mitochondria within vesicles were only observed in the FS-treated mice raising the possibility that mitophagy might account for reduced release of GLDH in the FS-treated mice. Although our results show that plasma GLDH is not clinically useful for evaluating mitotoxicity, the GLDH:ALT ratio as a measure of mitophagy needs to be further studied.
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Affiliation(s)
- Rachel J. Church
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail:
| | | | - J. Scott Eaddy
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | | | | | - Jiri Aubrecht
- Pfizer Inc., Groton, Connecticut, United States of America
| | - Paul B. Watkins
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
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23
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24
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Beaudoin JJ, Brock WJ, Watkins PB, Brouwer KLR. Quantitative Systems Toxicology Modeling Predicts that Reduced Biliary Efflux Contributes to Tolvaptan Hepatotoxicity. Clin Pharmacol Ther 2020; 109:433-442. [PMID: 32748396 DOI: 10.1002/cpt.2007] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 07/25/2020] [Indexed: 12/12/2022]
Abstract
Patients with autosomal dominant polycystic kidney disease (ADPKD) exhibit enhanced susceptibility to tolvaptan hepatotoxicity relative to other patient populations. In a rodent model of ADPKD, the expression and function of the biliary efflux transporter Mrp2 was reduced, and biliary excretion of a major tolvaptan metabolite (DM-4103) was decreased. The current study investigated whether reduced biliary efflux could contribute to increased susceptibility to tolvaptan-associated hepatotoxicity using a quantitative systems toxicology (QST) model (DILIsym). QST simulations revealed that decreased biliary excretion of DM-4103, but not tolvaptan, resulted in substantial hepatic accumulation of bile acids, decreased electron transport chain activity, reduced hepatic adenosine triphosphate concentrations, and an increased incidence of hepatotoxicity. In vitro experiments (C-DILI) with sandwich-cultured human hepatocytes and HepaRG cells were performed to assess tolvaptan-associated hepatotoxic effects when MRP2 was impaired by chemical inhibition (MK571, 50 µM) or genetic knockout, respectively. Tolvaptan (64 µM, 24-hour) treatment of these cells increased cytotoxicity markers up to 27.9-fold and 1.6-fold, respectively, when MRP2 was impaired, indicating that MRP2 dysfunction may be involved in tolvaptan-associated cytotoxicity. In conclusion, QST modeling supported the hypothesis that reduced biliary efflux of tolvaptan and/or DM-4103 could account for increased susceptibility to tolvaptan-associated hepatotoxicity; in vitro experiments implicated MRP2 dysfunction as a key factor in susceptibility. QST simulations revealed that DM-4103 may contribute to hepatotoxicity more than the parent compound. ADPKD progression and gradual reduction in MRP2 activity may explain why acute liver events can occur well after one year of tolvaptan treatment.
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Affiliation(s)
- James J Beaudoin
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | - William J Brock
- Brock Scientific Consulting, LLC, Montgomery Village, Maryland, USA
| | - Paul B Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Kim L R Brouwer
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
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25
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Koido M, Kawakami E, Fukumura J, Noguchi Y, Ohori M, Nio Y, Nicoletti P, Aithal GP, Daly AK, Watkins PB, Anayama H, Dragan Y, Shinozawa T, Takebe T. Polygenic architecture informs potential vulnerability to drug-induced liver injury. Nat Med 2020; 26:1541-1548. [DOI: 10.1038/s41591-020-1023-0] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Accepted: 07/20/2020] [Indexed: 12/12/2022]
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26
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Abstract
Small-molecule calcitonin gene-related peptide (CGRP) receptor antagonists have demonstrated therapeutic efficacy for the treatment of migraine. However, previously investigated CGRP receptor antagonists, telcagepant and MK-3207, were discontinued during clinical development because of concerns about drug-induced liver injury. A subsequent effort to identify novel CGRP receptor antagonists less likely to cause hepatotoxicity led to the development of ubrogepant. The selection of ubrogepant, following a series of mechanistic studies conducted with MK-3207 and telcagepant, was focused on key structural modifications suggesting that ubrogepant was less prone to forming reactive metabolites than previous compounds. The potential for each drug to cause liver toxicity was subsequently assessed using a quantitative systems toxicology approach (DILIsym) that incorporates quantitative assessments of mitochondrial dysfunction, disruption of bile acid homeostasis, and oxidative stress, along with estimates of dose-dependent drug exposure to and within liver cells. DILIsym successfully modeled liver toxicity for telcagepant and MK-3207 at the dosing regimens used in clinical trials. In contrast, DILIsym predicted no hepatotoxicity during treatment with ubrogepant, even at daily doses up to 1000 mg (10-fold higher than the approved clinical dose of 100 mg). These predictions are consistent with clinical trial experience showing that ubrogepant has lower potential to cause hepatotoxicity than has been observed with telcagepant and MK-3207.
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Affiliation(s)
| | | | - Paul B Watkins
- Eshelman School of Pharmacy and Institute for Drug Safety Sciences, University
of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Messoud Ashina
- Department of Neurology, Danish Headache Center, Faculty of Health and Medical
Sciences, University of Copenhagen, København, Denmark
| | | | | | - Peter J Goadsby
- NIHR-Wellcome Trust King’s Clinical Research Facility, SLaM Biomedical Research
Centre, King’s College London, London, UK
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27
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Holman NS, Church RJ, Nautiyal M, Rose KA, Thacker SE, Otieno MA, Wolf KK, LeCluyse E, Watkins PB, Mosedale M. Hepatocyte-Derived Exosomes Promote Liver Immune Tolerance: Possible Implications for Idiosyncratic Drug-Induced Liver Injury. Toxicol Sci 2020; 170:499-508. [PMID: 31093666 DOI: 10.1093/toxsci/kfz112] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Most idiosyncratic drug-induced liver injury appears to result from an adaptive immune attack on the liver. Recent evidence suggests that the T-cell response may be facilitated by the loss of immune tolerance. In this study, we explored the hypothesis that constitutively released hepatocyte-derived exosomes (HDE) are important for maintaining normal liver immune tolerance. Exosomes were isolated from the conditioned medium of primary human hepatocytes via polymer precipitation. Mock controls were prepared by processing fresh medium that was not hepatocyte exposed with precipitation reagent. THP-1 monocytes were then treated with HDE or an equivalent volume of mock control for 24 h, followed by a 6-h stimulation with LPS. HDE exposure resulted in a significant decrease in the LPS-induced media levels of interleukin-1β and interleukin-8. Gene expression profiling performed in THP-1 cells just prior to LPS-induced stimulation identified a significant decrease among genes associated with innate immune response. MicroRNA (miRNA) profiling was performed on the HDE to identify exosome contents that may drive immune suppression. Many of the predicted mRNA target genes for the most abundant microRNAs in HDE were among the differentially expressed genes in THP-1 cells. Taken together, our data suggest that HDE play a role in maintaining normal liver immune tolerance. Future experiments will explore the possibility that drugs causing idiosyncratic liver injury promote the loss of homeostatic HDE signaling.
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Affiliation(s)
- Natalie S Holman
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Curriculum in Toxicology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599
| | - Rachel J Church
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599
| | - Manisha Nautiyal
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Kelly A Rose
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Sarah E Thacker
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Monicah A Otieno
- Preclinical Development and Safety, Janssen Research and Development, LLC, Spring House, Pennsylvania 19477
| | - Kristina K Wolf
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Edward LeCluyse
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Curriculum in Toxicology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599
| | - Paul B Watkins
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Curriculum in Toxicology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599.,Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599
| | - Merrie Mosedale
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599
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28
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Mosedale M, Cai Y, Eaddy JS, Corty RW, Nautiyal M, Watkins PB, Valdar W. Identification of Candidate Risk Factor Genes for Human Idelalisib Toxicity Using a Collaborative Cross Approach. Toxicol Sci 2020; 172:265-278. [PMID: 31501888 DOI: 10.1093/toxsci/kfz199] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Idelalisib is a phosphatidylinositol 3-kinase inhibitor highly selective for the delta isoform that has shown good efficacy in treating chronic lymphocytic leukemia and follicular lymphoma. In clinical trials, however, idelalisib was associated with rare, but potentially serious liver and lung toxicities. In this study, we used the Collaborative Cross (CC) mouse population to identify genetic factors associated with the drug response that may inform risk management strategies for idelalisib in humans. Eight male mice (4 matched pairs) from 50 CC lines were treated once daily for 14 days by oral gavage with either vehicle or idelalisib at a dose selected to achieve clinically relevant peak plasma concentrations (150 mg/kg/day). The drug was well tolerated across all CC lines, and there were no observations of overt liver injury. Differences across CC lines were seen in drug concentration in plasma samples collected at the approximate Tmax on study Days 1, 7, and 14. There were also small but statistically significant treatment-induced alterations in plasma total bile acids and microRNA-122, and these may indicate early hepatocellular stress required for immune-mediated hepatotoxicity in humans. Idelalisib treatment further induced significant elevations in the total cell count of terminal bronchoalveolar lavage fluid, which may be analogous to pneumonitis observed in the clinic. Genetic mapping identified loci associated with interim plasma idelalisib concentration and the other 3 treatment-related endpoints. Thirteen priority candidate quantitative trait genes identified in CC mice may now guide interrogation of risk factors for adverse drug responses associated with idelalisib in humans.
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Affiliation(s)
- Merrie Mosedale
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599
| | - Yanwei Cai
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Department of Genetics
| | - John Scott Eaddy
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | | | - Manisha Nautiyal
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Paul B Watkins
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709.,Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599
| | - William Valdar
- Department of Genetics.,Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599
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29
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Watkins PB. The DILI-sim Initiative: Insights into Hepatotoxicity Mechanisms and Biomarker Interpretation. Clin Transl Sci 2020; 12:122-129. [PMID: 30762301 PMCID: PMC6440570 DOI: 10.1111/cts.12629] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Revised: 02/04/2019] [Accepted: 02/05/2019] [Indexed: 12/16/2022] Open
Abstract
The drug‐induced liver injury (DILI)‐sim Initiative is a public‐private partnership involving scientists from industry, academia, and the US Food and Drug Administration (FDA). The Initiative uses quantitative systems toxicology (QST) to build and refine a model (DILIsym) capable of understanding and predicting liver safety liabilities in new drug candidates and to optimize interpretation of liver safety biomarkers used in clinical studies. Insights gained to date include the observation that most dose‐dependent hepatotoxicity can be accounted for by combinations of just three mechanisms (oxidative stress, interference with mitochondrial respiration, and alterations in bile acid homeostasis) and the importance of noncompetitive inhibition of bile acid transporters. The effort has also provided novel insight into species and interpatient differences in susceptibility, structure‐activity relationships, and the role of nonimmune mechanisms in delayed idiosyncratic hepatotoxicity. The model is increasingly used to evaluate new drug candidates and several clinical trials are underway that will test the model's ability to prospectively predict liver safety. With more refinement, in the future, it may be possible to use the DILIsym predictions to justify reduction in the size of some clinical trials. The mature model could also potentially assist physicians in managing the liver safety of their patients as well as aid in the diagnosis of DILI.
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Affiliation(s)
- Paul B Watkins
- Institute for Drug Safety Sciences, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.,Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Tyson RJ, Park CC, Powell JR, Patterson JH, Weiner D, Watkins PB, Gonzalez D. Precision Dosing Priority Criteria: Drug, Disease, and Patient Population Variables. Front Pharmacol 2020; 11:420. [PMID: 32390828 PMCID: PMC7188913 DOI: 10.3389/fphar.2020.00420] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Accepted: 03/19/2020] [Indexed: 12/12/2022] Open
Abstract
The administered dose of a drug modulates whether patients will experience optimal effectiveness, toxicity including death, or no effect at all. Dosing is particularly important for diseases and/or drugs where the drug can decrease severe morbidity or prolong life. Likewise, dosing is important where the drug can cause death or severe morbidity. Since we believe there are many examples where more precise dosing could benefit patients, it is worthwhile to consider how to prioritize drug–disease targets. One key consideration is the quality of information available from which more precise dosing recommendations can be constructed. When a new more precise dosing scheme is created and differs significantly from the approved label, it is important to consider the level of proof necessary to either change the label and/or change clinical practice. The cost and effort needed to provide this proof should also be considered in prioritizing drug–disease precision dosing targets. Although precision dosing is being promoted and has great promise, it is underutilized in many drugs and disease states. Therefore, we believe it is important to consider how more precise dosing is going to be delivered to high priority patients in a timely manner. If better dosing schemes do not change clinical practice resulting in better patient outcomes, then what is the use? This review paper discusses variables to consider when prioritizing precision dosing candidates while highlighting key examples of precision dosing that have been successfully used to improve patient care.
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Affiliation(s)
- Rachel J Tyson
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Christine C Park
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - J Robert Powell
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - J Herbert Patterson
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Daniel Weiner
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Paul B Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Institute for Drug Safety Sciences, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Daniel Gonzalez
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
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31
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Abstract
Idiosyncratic adverse drug reactions (IADRs) encompass a diverse group of toxicities that can vary by drug and patient. The complex and unpredictable nature of IADRs combined with the fact that they are rare makes them particularly difficult to predict, diagnose, and treat. Common clinical characteristics, the identification of human leukocyte antigen risk alleles, and drug-induced proliferation of lymphocytes isolated from patients support a role for the adaptive immune system in the pathogenesis of IADRs. Significant evidence also suggests a requirement for direct, drug-induced stress, neoantigen formation, and stimulation of an innate response, which can be influenced by properties intrinsic to both the drug and the patient. This Perspective will provide an overview of the clinical profile, mechanisms, and risk factors underlying IADRs as well as new approaches to study these reactions, focusing on idiosyncratic drug-induced liver injury.
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Affiliation(s)
- Merrie Mosedale
- Institute for Drug Safety Sciences and Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599, United States
| | - Paul B Watkins
- Institute for Drug Safety Sciences and Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina 27599, United States
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32
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Bruno CD, Fremd B, Church RJ, Daly AK, Aithal GP, Björnsson ES, Larrey D, Watkins PB, Chow CR. HLA associations with infliximab-induced liver injury. Pharmacogenomics J 2020; 20:681-686. [PMID: 32024945 DOI: 10.1038/s41397-020-0159-0] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Revised: 01/22/2020] [Accepted: 01/27/2020] [Indexed: 11/09/2022]
Abstract
Biomarkers that are able to identify patients at risk of drug-induced liver injury (DILI) after treatment with infliximab could be important in increasing the safety of infliximab use. We performed a genetic analysis to identify possible human leukocyte antigen (HLA) associations with DILI in European Caucasian users of infliximab in a retrospective study of 16 infliximab-DILI patients and 60 matched controls. In infliximab-associated liver injury, multiple potentially causal individual HLA associations were observed, as well as possible haplotypes. The strongest associated HLA allele was HLA-B*39:01 (P = 0.001; odds ratio [OR] 43.6; 95% confidence interval [CI] 2.8-infinity), which always appeared with another associated allele C*12:03 (P = 0.032; OR 6.1; 95% CI 0.9-47.4). Other associations were observed with HLAs DQB1*02:01 (P = 0.007; OR 5.7; 95% CI 1.4-24.8), DRB1*03:01 (P = 0.012; OR 4.9; 95% CI 1.2-20.5), and B*08:01 (P = 0.048; OR 3.4; 95% CI 0.9-13.2), which also appeared together whenever present in cases. Additional associations were found with HLA-DPB1*10:01 (P = 0.042; OR 20.9; 95% CI 0.7-infinity) and HLA-DRB1*04:04 (P = 0.042; OR 20.9; 95% CI 0.7-infinity). A strong association with HLA-B*39:01 was identified as a potentially causal risk factor for infliximab-induced DILI. Future work should aim to validate this finding and explore possible mechanisms through which the biologic interacts with this particular allele.
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Affiliation(s)
| | | | - Rachel J Church
- Eshelman School of Pharmacy, University of North Carolina Institute for Drug Safety Sciences, Chapel Hill, NC, USA
| | - Ann K Daly
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Guruprasad P Aithal
- National Institute for Health Research (NIHR) Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and University of Nottingham, Nottingham, UK
| | - Einar S Björnsson
- Department of Internal Medicine, Landspitali University Hospital, Reykjavik, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Paul B Watkins
- Eshelman School of Pharmacy, University of North Carolina Institute for Drug Safety Sciences, Chapel Hill, NC, USA
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Roth SE, Avigan MI, Bourdet D, Brott D, Church R, Dash A, Keller D, Sherratt P, Watkins PB, Westcott‐Baker L, Lentini S, Merz M, Ramaiah L, Ramaiah SK, Stanley AM, Marcinak J. Next-Generation DILI Biomarkers: Prioritization of Biomarkers for Qualification and Best Practices for Biospecimen Collection in Drug Development. Clin Pharmacol Ther 2020; 107:333-346. [PMID: 31314926 PMCID: PMC7006882 DOI: 10.1002/cpt.1571] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 06/12/2019] [Indexed: 12/14/2022]
Abstract
The diagnosis and management of drug-induced liver injury (DILI) remains a challenge in clinical trials in drug development. The qualification of emerging biomarkers capable of predicting DILI soon after the initiation of treatment, differentiating DILI from underlying liver disease, identifying the causal entity, and assigning appropriate treatment options after DILI is diagnosed are needed. Qualification efforts have been hindered by lack of properly stored and consented biospecimens that are linked to clinical data relevant to a specific context of use. Recommendations are made for biospecimen collection procedures, with the focus on clinical trials, and for specific emerging biomarkers to focus qualification efforts.
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Affiliation(s)
| | | | - David Bourdet
- Theravance BiopharmaSouth San FranciscoCaliforniaUSA
| | | | - Rachel Church
- Department of Pharmacotherapy and Experimental TherapeuticsEshelman School of PharmacyUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | - Ajit Dash
- GenentechSouth San FranciscoCaliforniaUSA
| | | | | | - Paul B. Watkins
- Department of Pharmacotherapy and Experimental TherapeuticsEshelman School of PharmacyUniversity of North CarolinaChapel HillNorth CarolinaUSA
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34
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Abstract
The DILI-sim Initiative is a public-private partnership using quantitative systems toxicology to build a model (DILIsym) capable of understanding and predicting liver safety liabilities in drug candidates. The effort has provided insights into mechanisms underlying dose-dependent drug-induced liver injury (DILI) and interpatient differences in susceptibility to dose-dependent DILI. DILIsym may be useful in identifying drugs capable of causing idiosyncratic hepatotoxicity. DILIsym is used to optimize interpretation of traditional and newer serum biomarkers of DILI. DILIsym results are considered in drug development decisions. In the future, it may be possible to use DILsym predictions to justify reduction in size of some clinical trials.
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Affiliation(s)
- Paul B Watkins
- Institute for Drug Safety Sciences, Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, 6 Davis Drive, PO Box 12137, Research Triangle Park, NC 27709, USA.
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Longo DM, Woodhead JL, Walker P, Herédi-Szabó K, Mogyorósi K, Wolenski FS, Dragan YP, Mosedale M, Siler SQ, Watkins PB, Howell BA. Quantitative Systems Toxicology Analysis of In Vitro Mechanistic Assays Reveals Importance of Bile Acid Accumulation and Mitochondrial Dysfunction in TAK-875-Induced Liver Injury. Toxicol Sci 2020; 167:458-467. [PMID: 30289550 PMCID: PMC6358270 DOI: 10.1093/toxsci/kfy253] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
TAK-875 (fasiglifam), a GPR40 agonist in development for the treatment of type 2 diabetes (T2D), was voluntarily terminated in Phase III trials due to adverse liver effects. The potential mechanisms of TAK-875 toxicity were explored by combining in vitro experiments with quantitative systems toxicology (QST) using DILIsym, a mathematical representation of drug-induced liver injury. In vitro assays revealed that bile acid transporters were inhibited by both TAK-875 and its metabolite, TAK-875-Glu. Experimental data indicated that human bile salt export pump (BSEP) inhibition by TAK-875 was mixed whereas sodium taurocholate co-transporting polypeptide (NTCP) inhibition by TAK-875 was competitive. Furthermore, experimental data demonstrated that both TAK-875 and TAK-875-Glu inhibit mitochondrial electron transport chain (ETC) enzymes. These mechanistic data were combined with a physiologically based pharmacokinetic (PBPK) model constructed within DILIsym to estimate liver exposure of TAK-875 and TAK-875-Glu. In a simulated population (SimPops) constructed to reflect T2D patients, 16/245 (6.5%) simulated individuals developed alanine aminotransferase (ALT) elevations, an incidence similar to that observed with 200 mg daily dosing in clinical trials. Determining the mode of bile acid transporter inhibition (Ki) was critical to accurate predictions. In addition, simulations conducted on a sensitive subset of individuals (SimCohorts) revealed that when either BSEP or ETC inhibition was inactive, ALT elevations were not predicted to occur, suggesting that the two mechanisms operate synergistically to produce the observed clinical response. These results demonstrate how utilizing QST methods to interpret in vitro experimental results can lead to an improved understanding of the clinically relevant mechanisms underlying drug-induced toxicity.
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Affiliation(s)
- Diane M Longo
- DILIsym Services, Inc., Research Triangle Park, North Carolina 27709
| | | | | | | | | | - Francis S Wolenski
- Takeda Pharmaceuticals International, Inc., Cambridge, Massachusetts 02139
| | - Yvonne P Dragan
- Takeda Pharmaceuticals International, Inc., Cambridge, Massachusetts 02139
| | - Merrie Mosedale
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599.,UNC Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Scott Q Siler
- DILIsym Services, Inc., Research Triangle Park, North Carolina 27709
| | - Paul B Watkins
- DILIsym Services, Inc., Research Triangle Park, North Carolina 27709.,UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599.,UNC Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, North Carolina 27709
| | - Brett A Howell
- DILIsym Services, Inc., Research Triangle Park, North Carolina 27709
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36
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Generaux G, Lakhani VV, Yang Y, Nadanaciva S, Qiu L, Riccardi K, Di L, Howell BA, Siler SQ, Watkins PB, Barton HA, Aleo MD, Shoda LKM. Quantitative systems toxicology (QST) reproduces species differences in PF-04895162 liver safety due to combined mitochondrial and bile acid toxicity. Pharmacol Res Perspect 2019; 7:e00523. [PMID: 31624633 PMCID: PMC6785660 DOI: 10.1002/prp2.523] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2019] [Revised: 08/17/2019] [Accepted: 08/19/2019] [Indexed: 01/15/2023] Open
Abstract
Many compounds that appear promising in preclinical species, fail in human clinical trials due to safety concerns. The FDA has strongly encouraged the application of modeling in drug development to improve product safety. This study illustrates how DILIsym, a computational representation of liver injury, was able to reproduce species differences in liver toxicity due to PF-04895162 (ICA-105665). PF-04895162, a drug in development for the treatment of epilepsy, was terminated after transaminase elevations were observed in healthy volunteers (NCT01691274). Liver safety concerns had not been raised in preclinical safety studies. DILIsym, which integrates in vitro data on mechanisms of hepatotoxicity with predicted in vivo liver exposure, reproduced clinical hepatotoxicity and the absence of hepatotoxicity observed in the rat. Simulated differences were multifactorial. Simulated liver exposure was greater in humans than rats. The simulated human hepatotoxicity was demonstrated to be due to the interaction between mitochondrial toxicity and bile acid transporter inhibition; elimination of either mechanism from the simulations abrogated injury. The bile acid contribution occurred despite the fact that the IC50 for bile salt export pump (BSEP) inhibition by PF-04895162 was higher (311 µmol/L) than that has been generally thought to contribute to hepatotoxicity. Modeling even higher PF-04895162 liver exposures than were measured in the rat safety studies aggravated mitochondrial toxicity but did not result in rat hepatotoxicity due to insufficient accumulation of cytotoxic bile acid species. This investigative study highlights the potential for combined in vitro and computational screening methods to identify latent hepatotoxic risks and paves the way for similar and prospective studies.
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Affiliation(s)
- Grant Generaux
- DILIsym Services Inc.Research Triangle ParkNorth Carolina
| | | | - Yuching Yang
- DILIsym Services Inc.Research Triangle ParkNorth Carolina
- Present address:
Division of PharmacometricsOffice of Clinical PharmacologyOffice of Translational SciencesCenter for Drug Evaluation and ResearchFood and Drug Administration Food and Drug AdministrationSilver SpringMaryland
| | - Sashi Nadanaciva
- Compound Safety PredictionWorldwide Medicinal ChemistryPfizer Inc.GrotonConnecticut
| | - Luping Qiu
- Investigative ToxicologyDrug Safety Research and DevelopmentPfizer Inc.GrotonConnecticut
| | - Keith Riccardi
- Pharmacokinetics, Dynamics and MetabolismMedicinal SciencesPfizer Inc.GrotonConnecticut
| | - Li Di
- Pharmacokinetics, Dynamics and MetabolismMedicinal SciencesPfizer Inc.GrotonConnecticut
| | | | - Scott Q. Siler
- DILIsym Services Inc.Research Triangle ParkNorth Carolina
| | - Paul B. Watkins
- UNC Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth Carolina
- UNC Institute for Drug Safety SciencesUniversity of North Carolina at Chapel HillChapel HillNorth Carolina
| | - Hugh A. Barton
- Translational Modeling and SimulationBiomedicine DesignPfizer, Inc.GrotonConnecticut
| | - Michael D. Aleo
- Investigative ToxicologyDrug Safety Research and DevelopmentPfizer Inc.GrotonConnecticut
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Goadsby PJ, Tepper SJ, Watkins PB, Ayele G, Miceli R, Butler M, Severt L, Finnegan M, Szegedi A, Trugman JM, Jakate A. Safety and tolerability of ubrogepant following intermittent, high-frequency dosing: Randomized, placebo-controlled trial in healthy adults. Cephalalgia 2019; 39:1753-1761. [PMID: 31537107 PMCID: PMC6900570 DOI: 10.1177/0333102419869918] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Revised: 07/15/2019] [Accepted: 07/17/2019] [Indexed: 11/18/2022]
Abstract
BACKGROUND Ubrogepant is a novel, oral calcitonin gene-related peptide (CGRP) receptor antagonist in development for the acute treatment of migraine. This trial evaluated the safety and tolerability of ubrogepant, focusing on hepatic safety, when administered intermittently with high-frequency dosing to healthy participants. METHODS In this phase 1, multicenter, double-blind, parallel-group trial, healthy adults (age 18-50 years) were randomized 1:1 to placebo or ubrogepant. Ubrogepant was dosed at 100 mg (2 × 50 mg tablets) on 2 consecutive days followed by 2 consecutive days of placebo, alternating for 8 weeks. Primary outcome measures were safety and tolerability. RESULTS Of participants randomized (n = 518), 516 were included in the safety population (n = 260 placebo; n = 256 ubrogepant). Treatment-emergent adverse events were reported in 45% of placebo and 44% of ubrogepant participants. The most common was headache (10% placebo; 11% ubrogepant). Overall, seven cases of alanine aminotransferase and/or aspartate aminotransferase levels ≥ 3 × the upper limit of normal (five placebo, two ubrogepant) were reported and adjudicated by a panel of independent liver experts blinded to treatment. Four cases were judged unlikely related to treatment. Two cases (one placebo, one ubrogepant) were judged possibly related, and one (ubrogepant) probably related. Alanine aminotransferase increases to ≥ 3 × the upper limit of normal in the two ubrogepant cases (possibly or probably related) were transient and resolved with continued dosing; both cases were asymptomatic, with no concurrent bilirubin elevation. CONCLUSION Ubrogepant was well tolerated following intermittent, high-frequency dosing in healthy participants, with no clinically relevant signal of hepatotoxicity. TRIAL REGISTRATION NA.
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Affiliation(s)
- Peter J Goadsby
- NIHR-Wellcome Trust King's Clinical
Research Facility, SLaM Biomedical Research Centre, King's College London, London,
UK
| | | | - Paul B Watkins
- Institute for Drug Safety Sciences,
University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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Abstract
This is a review of the macrolide and ketolide field focusing on differentiating the pharmacodynamics and especially the toxicology of the macrolides and ketolides. We emphasize the diversity in pharmacodynamics and toxicity of the macrolides and ketolides, resulting from even small structural changes, which makes it important to consider the various different compounds separately, not necessarily as a class. The ketolide, telithromycin, was developed because of rising bacterial macrolide resistance but was withdrawn postapproval after visual disturbances, syncope, myasthenia gravis, and hepatotoxicity were noted. These diverse adverse effects could be attributed to inhibition of nicotinic acetylcholine receptors. Solithromycin, a later generation ketolide, was effective in treating bacterial pneumonia, but it was not approved by the U.S. Food and Drug Administration owing, in part, to its structural similarity to telithromycin. This Miniperspective describes that structurally similar macrolides/ketolides have clearly mechanistically distinct effects. Understanding these effects could help in developing and securing regulatory approval of a new macrolide/ketolide that is active against macrolide-resistant pathogenic bacteria.
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Affiliation(s)
| | - David Pereira
- Ponce De Leon Health, Fernandina Beach, Florida 32034, United States
| | - Paul B Watkins
- Schools of Pharmacy, Medicine and Public Health, Institute for Drug Safety Sciences, University of North Carolina, Chapel Hill, North Carolina 27514, United States
| | - Daniel Bertrand
- HiQScreen SÃrl, 6, Route de Compois, Vesenaz, 1222 Geneva, Switzerland
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Battista C, Yang K, Stahl SH, Mettetal JT, Watkins PB, Siler SQ, Howell BA. Using Quantitative Systems Toxicology to Investigate Observed Species Differences in CKA-Mediated Hepatotoxicity. Toxicol Sci 2019; 166:123-130. [PMID: 30060248 PMCID: PMC6204762 DOI: 10.1093/toxsci/kfy191] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
CKA, a chemokine receptor antagonist intended for treating inflammatory conditions, produced dose-dependent hepatotoxicity in rats but advanced into the clinic where single doses of CKA up to 600 mg appeared safe in humans. Because existing toxicological platforms used during drug development are not perfectly predictive, a quantitative systems toxicology model investigated the hepatotoxic potential of CKA in humans and rats through in vitro assessments of CKA on mitochondrial respiration, oxidative stress, and bile acid transporters. DILIsym predicted that single doses of CKA caused serum ALT >3xULN in a subset of the simulated rat population, while single doses in a simulated human population did not produce serum ALT elevations. Species differences were largely attributed to differences in liver exposure, but increased sensitivity to inhibition of mitochondrial respiration in the rat also contributed. We conclude that mechanistic modeling can elucidate species differences in the hepatotoxic potential of drug candidates.
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Affiliation(s)
- Christina Battista
- DILIsym Services, Inc., Research Triangle Park, North Carolina.,Division of Pharmacotherapy and Experimental Therapeutics, UNC Institute for Drug Safety Sciences, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Kyunghee Yang
- DILIsym Services, Inc., Research Triangle Park, North Carolina
| | - Simone H Stahl
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, IMED Biotech Unit, Astra Zeneca R&D, Cambridge CB4 0WG, UK
| | - Jerome T Mettetal
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, IMED Biotech Unit, Astra Zeneca R&D, Waltham, Massachusetts
| | - Paul B Watkins
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Institute for Drug Safety Sciences, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Scott Q Siler
- DILIsym Services, Inc., Research Triangle Park, North Carolina
| | - Brett A Howell
- DILIsym Services, Inc., Research Triangle Park, North Carolina.,DILIsym Services, Inc., Six Davis Drive, PO BOX 12317, Research Triangle Park, NC 27709
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Kenna JG, Taskar KS, Battista C, Bourdet DL, Brouwer KLR, Brouwer KR, Dai D, Funk C, Hafey MJ, Lai Y, Maher J, Pak YA, Pedersen JM, Polli JW, Rodrigues AD, Watkins PB, Yang K, Yucha RW. Can Bile Salt Export Pump Inhibition Testing in Drug Discovery and Development Reduce Liver Injury Risk? An International Transporter Consortium Perspective. Clin Pharmacol Ther 2019; 104:916-932. [PMID: 30137645 PMCID: PMC6220754 DOI: 10.1002/cpt.1222] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 08/06/2018] [Indexed: 12/15/2022]
Abstract
Bile salt export pump (BSEP) inhibition has emerged as an important mechanism that may contribute to the initiation of human drug‐induced liver injury (DILI). Proactive evaluation and understanding of BSEP inhibition is recommended in drug discovery and development to aid internal decision making on DILI risk. BSEP inhibition can be quantified using in vitro assays. When interpreting assay data, it is important to consider in vivo drug exposure. Currently, this can be undertaken most effectively by consideration of total plasma steady state drug concentrations (Css,plasma). However, because total drug concentrations are not predictive of pharmacological effect, the relationship between total exposure and BSEP inhibition is not causal. Various follow‐up studies can aid interpretation of in vitro BSEP inhibition data and may be undertaken on a case‐by‐case basis. BSEP inhibition is one of several mechanisms by which drugs may cause DILI, therefore, it should be considered alongside other mechanisms when evaluating possible DILI risk.
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Affiliation(s)
| | - Kunal S Taskar
- Mechanistic Safety and Disposition, IVIVT, GlaxoSmithKline, Ware, Hertfordshire, UK
| | - Christina Battista
- DILIsym Services Inc., a Simulations Plus Company, Research Triangle Park, North Carolina, USA
| | - David L Bourdet
- Drug Metabolism and Pharmacokinetics, Theravance Biopharma, South San Francisco, California, USA
| | - Kim L R Brouwer
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | | | - David Dai
- Clinical Pharmacology, Research and Development Sciences, Agios Pharmaceuticals, Cambridge, Massachusetts, USA
| | - Christoph Funk
- Roche Pharmaceutical Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Michael J Hafey
- Department of Pharmacokinetics, Pharmacodynamics, and Drug Metabolism, Merck & Co., Inc, Kenilworth, New Jersey, USA
| | - Yurong Lai
- Drug Metabolism, Gilead Sciences Inc., Foster City, California, USA
| | - Jonathan Maher
- Safety Assessment, Genentech, South San Francisco, California, USA
| | - Y Anne Pak
- Lilly Research Laboratory, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Jenny M Pedersen
- Department of Neurobiology, Care Sciences and Society, Karolinska Institute, Novum, Huddinge, Sweden
| | - Joseph W Polli
- Mechanistic Safety and Drug Disposition, GlaxoSmithKline, King of Prussia, Pennsylvania, USA
| | | | - Paul B Watkins
- Institute for Drug Safety Sciences, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Kyunghee Yang
- DILIsym Services Inc., a Simulations Plus Company, Research Triangle Park, North Carolina, USA
| | - Robert W Yucha
- Takeda Pharmaceuticals, Global Drug Metabolism and Pharmacokinetics, Cambridge, Massachusetts, USA
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Andrade RJ, Chalasani N, Björnsson ES, Suzuki A, Kullak-Ublick GA, Watkins PB, Devarbhavi H, Merz M, Lucena MI, Kaplowitz N, Aithal GP. Drug-induced liver injury. Nat Rev Dis Primers 2019; 5:58. [PMID: 31439850 DOI: 10.1038/s41572-019-0105-0] [Citation(s) in RCA: 303] [Impact Index Per Article: 60.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/04/2019] [Indexed: 02/06/2023]
Abstract
Drug-induced liver injury (DILI) is an adverse reaction to drugs or other xenobiotics that occurs either as a predictable event when an individual is exposed to toxic doses of some compounds or as an unpredictable event with many drugs in common use. Drugs can be harmful to the liver in susceptible individuals owing to genetic and environmental risk factors. These risk factors modify hepatic metabolism and excretion of the DILI-causative agent leading to cellular stress, cell death, activation of an adaptive immune response and a failure to adapt, with progression to overt liver injury. Idiosyncratic DILI is a relative rare hepatic disorder but can be severe and, in some cases, fatal, presenting with a variety of phenotypes, which mimic other hepatic diseases. The diagnosis of DILI relies on the exclusion of other aetiologies of liver disease as specific biomarkers are still lacking. Clinical scales such as CIOMS/RUCAM can support the diagnostic process but need refinement. A number of clinical variables, validated in prospective cohorts, can be used to predict a more severe DILI outcome. Although no pharmacological therapy has been adequately tested in randomized clinical trials, corticosteroids can be useful, particularly in the emergent form of DILI related to immune-checkpoint inhibitors in patients with cancer.
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Affiliation(s)
- Raul J Andrade
- Unidad de Gestión Clínica de Enfermedades Digestivas, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Malaga, Spain. .,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain.
| | - Naga Chalasani
- Division of Gastroenterology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Einar S Björnsson
- Department of Gastroenterology, Landspitali University Hospital Reykjavik, University of Iceland, Reykjavík, Iceland.,Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Ayako Suzuki
- Gastroenterology, Duke University, Durham, NC, USA.,Gastroenterology, Durham VA Medical Centre, Durham, NC, USA
| | - Gerd A Kullak-Ublick
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.,Mechanistic Safety, CMO & Patient Safety, Global Drug Development, Novartis Pharma, Basel, Switzerland
| | - Paul B Watkins
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA.,University of North Carolina Institute for Drug Safety Sciences, Research Triangle Park, Chapel Hill, NC, USA
| | - Harshad Devarbhavi
- Department of Gastroenterology and Hepatology, St. John's Medical College Hospital, Bangalore, India
| | - Michael Merz
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.,Patient Safety, AstraZeneca, Gaithersburg, MD, USA
| | - M Isabel Lucena
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain. .,Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, UICEC SCReN, Universidad de Málaga, Málaga, Spain.
| | - Neil Kaplowitz
- Division of Gastroenterology and Liver Diseases, Department of Medicine, Keck School of Medicine, Los Angeles, CA, USA
| | - Guruprasad P Aithal
- National Institute for Health Research (NIHR) Nottingham Digestive Diseases Biomedical Research Centre, Nottingham University Hospital NHS Trust and University of Nottingham, Nottingham, UK
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Fu D, Cardona P, Ho H, Watkins PB, Brouwer KLR. Novel Mechanisms of Valproate Hepatotoxicity: Impaired Mrp2 Trafficking and Hepatocyte Depolarization. Toxicol Sci 2019; 171:431-442. [PMID: 31368504 PMCID: PMC6760262 DOI: 10.1093/toxsci/kfz154] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 07/02/2019] [Accepted: 07/03/2019] [Indexed: 12/14/2022] Open
Abstract
Drug-induced liver injury (DILI) remains a major challenge in drug development. Although numerous mechanisms for DILI have been identified, few studies have focused on loss of hepatocyte polarization as a DILI mechanism. The current study investigated the effects of valproate, an antiepileptic drug with DILI risk, on the cellular mechanisms responsible for loss of hepatocyte polarization. Fully polarized collagen sandwich-cultured rat hepatocytes were treated with valproate (1-20mM) for specified times (3-24hr). Hepatocyte viability was significantly decreased by 10mM and 20mM valproate. Valproate depolarized hepatocytes, even at non-cytotoxic concentrations (=5mM). Depolarization was associated with significantly decreased canalicular levels of multidrug resistance-associated protein 2 (Mrp2) resulting in reduced canalicular excretion of the Mrp2 substrate carboxydichlorofluorescein. The decreased canalicular Mrp2 was associated with intracellular accumulation of Mrp2 in Rab11-positive recycling endosomes and early endosomes. Mechanistic studies suggested that valproate inhibited canalicular trafficking of Mrp2. This effect of valproate on Mrp2 appeared to be selective in that valproate had less impact on canalicular levels of the bile salt export pump (Bsep) and no detectable effect on P-glycoprotein (P-gp) canalicular levels. Treatment with valproate for 24hr also significantly downregulated levels of tight junction-associated protein, zonula occludens 2 (ZO2), but appeared to have no effect on the levels of tight junction proteins claudin 1, claudin 2, occludin, ZO1 and ZO3. These findings reveal that two novel mechanisms may contribute to valproate hepatotoxicity: impaired canalicular trafficking of Mrp2 and disruption of ZO2-associated hepatocyte polarization.
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Affiliation(s)
- Dong Fu
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Panli Cardona
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Henry Ho
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Paul B Watkins
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Kim L R Brouwer
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
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43
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Nicoletti P, Barrett S, McEvoy L, Daly AK, Aithal G, Lucena MI, Andrade RJ, Wadelius M, Hallberg P, Stephens C, Bjornsson ES, Friedmann P, Kainu K, Laitinen T, Marson A, Molokhia M, Phillips E, Pichler W, Romano A, Shear N, Sills G, Tanno LK, Swale A, Floratos A, Shen Y, Nelson MR, Watkins PB, Daly MJ, Morris AP, Alfirevic A, Pirmohamed M. Shared Genetic Risk Factors Across Carbamazepine-Induced Hypersensitivity Reactions. Clin Pharmacol Ther 2019; 106:1028-1036. [PMID: 31066027 PMCID: PMC7156285 DOI: 10.1002/cpt.1493] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Accepted: 04/17/2019] [Indexed: 12/19/2022]
Abstract
Carbamazepine (CBZ) causes life‐threating T‐cell‐mediated hypersensitivity reactions, including serious cutaneous adverse reactions (SCARs) and drug‐induced liver injury (CBZ‐DILI). In order to evaluate shared or phenotype‐specific genetic predisposing factors for CBZ hypersensitivity reactions, we performed a meta‐analysis of two genomewide association studies (GWAS) on a total of 43 well‐phenotyped Northern and Southern European CBZ‐SCAR cases and 10,701 population controls and a GWAS on 12 CBZ‐DILI cases and 8,438 ethnically matched population controls. HLA‐A*31:01 was identified as the strongest genetic predisposing factor for both CBZ‐SCAR (odds ratio (OR) = 8.0; 95% CI 4.10–15.80; P = 1.2 × 10−9) and CBZ‐DILI (OR = 7.3; 95% CI 2.47–23.67; P = 0.0004) in European populations. The association with HLA‐A*31:01 in patients with SCAR was mainly driven by hypersensitivity syndrome (OR = 12.9; P = 2.1 × 10−9) rather than by Stevens‐Johnson syndrome/toxic epidermal necrolysis cases, which showed an association with HLA‐B*57:01. We also identified a novel risk locus mapping to ALK only for CBZ‐SCAR cases, which needs replication in additional cohorts and functional evaluation.
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Affiliation(s)
- Paola Nicoletti
- Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Sema4, a Mount Sinai Venture, Stamford, Connecticut, USA
| | - Sarah Barrett
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | - Laurence McEvoy
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | - Ann K Daly
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Guruprasad Aithal
- National Institute for Health Research (NIHR) Nottingham Biomedical Research Unit, Center at the Nottingham University Hospital NHS Trust and University of Nottingham, Nottingham, UK
| | - M Isabel Lucena
- UGC Digestivo, Clinical Pharmacology Service, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Raul J Andrade
- UGC Digestivo, Clinical Pharmacology Service, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Mia Wadelius
- Department of Medical Sciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Pär Hallberg
- Department of Medical Sciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Camilla Stephens
- UGC Digestivo, Clinical Pharmacology Service, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Einar S Bjornsson
- Department of Internal Medicine, Landspitali University Hospital, Reykjavik, Iceland
| | - Peter Friedmann
- Dermatology Unit, School of Medicine, University of Southampton, Southampton, UK
| | - Kati Kainu
- Clinical Research Unit for Pulmonary Diseases, Helsinki University Central Hospital, Helsinki, Finland
| | - Tarja Laitinen
- Clinical Research Unit for Pulmonary Diseases, Helsinki University Central Hospital, Helsinki, Finland
| | - Anthony Marson
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | - Mariam Molokhia
- School of Population Sciences and Health Services Research, King's College, London, UK
| | - Elizabeth Phillips
- Departiment of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | | | | | - Neil Shear
- Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Graeme Sills
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | | | - Ashley Swale
- Department of Systems Biology, Columbia University, New York, New York, USA
| | - Aris Floratos
- Department of Systems Biology, Columbia University, New York, New York, USA
| | - Yufeng Shen
- Department of Systems Biology, Columbia University, New York, New York, USA
| | | | - Paul B Watkins
- Eshelman School of Pharmacy, University of North Carolina Institute for Drug Safety Sciences, Chapel Hill, North Carolina, USA
| | - Mark J Daly
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Andrew P Morris
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK.,Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Ana Alfirevic
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | - Munir Pirmohamed
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
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Bonkovsky HL, Severson T, Nicoletti P, Barnhart H, Serrano J, Chalasani N, Fontana RJ, Watkins PB, Navarro V, Stolz A, Daly AK, Aithal GP, Odin J. Genetic Polymorphisms Implicated in Nonalcoholic Liver Disease or Selected Other Disorders Have No Influence on Drug-Induced Liver Injury. Hepatol Commun 2019; 3:1032-1035. [PMID: 31388624 PMCID: PMC6671782 DOI: 10.1002/hep4.1382] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Accepted: 05/06/2019] [Indexed: 01/23/2023] Open
Abstract
With the application of genetic testing to contemporary medical diagnostics and practice, it has become apparent that the phenotypes of many disorders are modulated by host genetic factors. The aim of the current study was to determine whether selected single nucleotide polymorphisms (SNPs) unrelated to the human leukocyte antigen region or other immune pathways, including those associated with nonalcoholic fatty liver disease (NAFLD), may influence development, severity, or outcomes of drug‐induced liver injury (DILI). Thirteen variants previously associated with NAFLD and/or selected other liver diseases were tested in 832 Caucasian DILI cases and 10,397 Caucasian population controls. DILI cases were attributed to multiple agents (177 individual drugs), with 56 cases due to herbal/dietary supplement products. Allele frequencies were imputed from recent genome‐wide association studies and compared to those for European control samples from the Gnomad database. Significance was tested by linear regression or logistic regression, depending on the nature of the trait. Any variant that passed the Bonferroni threshold of P < 0.0004 (0.0513) was considered a significant association. None of the variants proved to be significantly associated with DILI as phenotype nor with any of the selected severity traits. Among the variants studied, rs1421085, found in the fat mass and obesity associated (FTO) gene, showed a marginal protective effect (odds ratio, 0.8; 95% confidence interval, 0.77‐0.95; P = 0.005). None of the genetic polymorphisms tested were significantly associated with the risk of development, severity, or outcome of DILI. Conclusion: SNPs implicated in common liver diseases, such as NAFLD, do not play a substantial role in DILI pathogenesis across agents. It remains possible that these variants could be involved with DILI due to single agents, but this will require the evaluation of larger numbers of bona fide cases. We found no association of genetic variations in PNPLA3, TMSF6, FTO, HSD17B13, or other genes that have been reported to influence NAFLD or other liver disorders and the development or progression /outcome of drug‐induced liver injury.
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Affiliation(s)
- Herbert L Bonkovsky
- Department of Medicine, Gastroenterology and Hepatology Section Wake Forest University School of Medicine Winston-Salem NC
| | - Tyler Severson
- Department of Medicine, Gastroenterology and Hepatology Section Wake Forest University School of Medicine Winston-Salem NC.,Present address: Present address for Tyler Severson is Department of Medicine St. Luke's Hospital Duluth MN
| | - Paola Nicoletti
- Icahn School of Medicine at Mount Sinai Medical Center New York NY.,Sema4 Stamford CT
| | | | - Jose Serrano
- National Institute of Diabetes and Digestive and Kidney Diseases Bethesda MD
| | - Naga Chalasani
- Division of Gastroenterology Indiana University School of Medicine Indianapolis IN
| | - Robert J Fontana
- Division of Gastroenterology University of Michigan School of Medicine Ann Arbor MI
| | - Paul B Watkins
- Departments of Pharmacology and Medicine University of North Carolina School of Medicine Chapel Hill NC
| | - Victor Navarro
- Department of Medicine Einstein Medical Center Philadelphia PA
| | - Andrew Stolz
- Division of Gastroenterology and Hepatology University of Southern California School of Medicine Los Angeles CA
| | - Ann K Daly
- Newcastle University Newcastle-upon-Tyne United Kingdom
| | - Guruparasad P Aithal
- National Institute for Health Research, Nottingham Biomedical Research Centre Nottingham University Hospitals National Health Service Trust and the University of Nottingham Nottingham United Kingdom
| | - Joseph Odin
- Icahn School of Medicine at Mount Sinai Medical Center New York NY
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45
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Shen T, Liu Y, Shang J, Xie Q, Li J, Yan M, Xu J, Niu J, Liu J, Watkins PB, Aithal GP, Andrade RJ, Dou X, Yao L, Lv F, Wang Q, Li Y, Zhou X, Zhang Y, Zong P, Wan B, Zou Z, Yang D, Nie Y, Li D, Wang Y, Han X, Zhuang H, Mao Y, Chen C. Incidence and Etiology of Drug-Induced Liver Injury in Mainland China. Gastroenterology 2019; 156:2230-2241.e11. [PMID: 30742832 DOI: 10.1053/j.gastro.2019.02.002] [Citation(s) in RCA: 282] [Impact Index Per Article: 56.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 02/04/2019] [Accepted: 02/05/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND & AIMS We performed a nationwide, retrospective study to determine the incidence and causes of drug-induced liver injury (DILI) in mainland China. METHODS We collected data on a total of 25,927 confirmed DILI cases, hospitalized from 2012 through 2014 at 308 medical centers in mainland China. We collected demographic, medical history, treatment, laboratory, disease severity, and mortality data from all patients. Investigators at each site were asked to complete causality assessments for each case whose diagnosis at discharge was DILI (n = 29,478) according to the Roussel Uclaf Causality Assessment Method. RESULTS Most cases of DILI presented with hepatocellular injury (51.39%; 95% confidence interval [CI] 50.76-52.03), followed by mixed injury (28.30%; 95% CI 27.73-28.87) and cholestatic injury (20.31%; 95% CI 19.80-20.82). The leading single classes of implicated drugs were traditional Chinese medicines or herbal and dietary supplements (26.81%) and antituberculosis medications (21.99%). Chronic DILI occurred in 13.00% of the cases and, although 44.40% of the hepatocellular DILI cases fulfilled Hy's Law criteria, only 280 cases (1.08%) progressed to hepatic failure, 2 cases underwent liver transplantation (0.01%), and 102 patients died (0.39%). Among deaths, DILI was judged to have a primary role in 72 (70.59%), a contributory role in 21 (20.59%), and no role in 9 (8.82%). Assuming the proportion of DILI in the entire hospitalized population of China was represented by that observed in the 66 centers where DILI capture was complete, we estimated the annual incidence in the general population to be 23.80 per 100,000 persons (95% CI 20.86-26.74). Only hospitalized patients were included in this analysis, so the true incidence is likely to be higher. CONCLUSIONS In a retrospective study to determine the incidence and causes of DILI in mainland China, the annual incidence in the general population was estimated to be 23.80 per 100,000 persons; higher than that reported from Western countries. Traditional Chinese medicines, herbal and dietary supplements, and antituberculosis drugs were the leading causes of DILI in mainland China.
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Affiliation(s)
- Tao Shen
- Department of Microbiology and Center of Infectious Disease, School of Basic Medical Sciences, Peking University Health Science Center, Beijing, China
| | - Yingxia Liu
- Department of Liver Disease, Third People's Hospital of Shenzhen, Shenzhen, China
| | - Jia Shang
- Department of Infectious Diseases, Henan Provincial People's Hospital, Zhengzhou, Henan, China
| | - Qing Xie
- Department of Infectious Diseases, Ruijin Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
| | - Jun Li
- Department of Infectious Diseases, Jiangsu Province Hospital, Nanjing, China
| | - Ming Yan
- Department of Elderly Digestive System, Qilu Hospital of Shandong University, Jinan, China
| | - Jianming Xu
- Department of Gastroenterology, First Affiliated Hospital of Medical University of Anhui, Hefei, China
| | - Junqi Niu
- Department of Hepatology, First Affiliated Hospital of Jilin University, Changchun, China
| | - Jiajun Liu
- Department of Infectious Diseases, First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Paul B Watkins
- Institute for Drug Safety Sciences, University of North Carolina at Chapel Hill, Research Triangle Park, and Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina
| | - Guruprasad P Aithal
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and the University Of Nottingham, Nottingham, UK
| | - Raúl J Andrade
- Unidad de Gestión Clínica de Enfermedades Digestivas, Instituto de Investigación Biomédica de Malaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Xiaoguang Dou
- Department of Infectious Diseases, Shengjing Hospital, China Medical University, Shenyang, China
| | - Lvfeng Yao
- Department of Gastroenterology, Mengchao Hepatobiliary Hospital, Fujian Medical University, Fuzhou, China
| | - Fangfang Lv
- Department of liver Infection, Sir Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Qi Wang
- Department of Gastroenterology, Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Yongguo Li
- Department of Infectious Diseases, First Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Xinmin Zhou
- Department of Hepatology, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Yuexin Zhang
- Department of Infectious Diseases, First Affiliated Hospital, Xinjiang Medical University, Urumqi, China
| | - Peilan Zong
- Department of Cardiology, Chest Hospital of Jiangxi Province, Nanchang, China
| | - Bin Wan
- Public Health Clinical Centre of Chengdu, Chengdu, China
| | - Zhengsheng Zou
- Center for Non-Infectious Liver Diseases, 302 Military Hospital of China, Beijing, China
| | - Dongliang Yang
- Department of Infectious Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yuqiang Nie
- Department of Gastroenterology, Guangzhou First People's Hospital, Guangzhou, China
| | - Dongliang Li
- Department of Hepatobiliary Disease, Fuzhou General Hospital of Nanjing Military Command, Fuzhou, China
| | - Yuya Wang
- Department of Microbiology and Center of Infectious Disease, School of Basic Medical Sciences, Peking University Health Science Center, Beijing, China
| | | | - Hui Zhuang
- Department of Microbiology and Center of Infectious Disease, School of Basic Medical Sciences, Peking University Health Science Center, Beijing, China
| | - Yimin Mao
- Division of Gastroenterology and Hepatology, Shanghai Institute of Digestive Disease, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, and Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Chengwei Chen
- Shanghai Liver Diseases Research Center, 85th Hospital of Nanjing Military Command, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
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46
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Cottu PH, Jayaram A, Italiano A, Pacey S, Leary A, Jones RJ, Campone M, Floquet A, Berton Rigaud D, Lhomme C, Sablin MP, Bexon AS, Bonneterre J, Attard G, Watkins PB. Pooled analysis of onapristone extended release (ONA ER) in metastatic cancer patients (pts): A review of liver safety. J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.15_suppl.e14647] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e14647 Background: ONA, a type I progesterone receptor (PR) antagonist, prevents PR activation by disrupting PR dimerization and DNA binding, and inhibits tumor progression. ONA (immediate release) has efficacy comparable to other endocrine therapies in pts with metastatic breast cancer (BC). The only notable toxicity was transient elevation in liver chemistries in some pts. In 2 clinical trials, ONA ER was given to 88 cancer pts who underwent frequent liver chemistry monitoring. Methods: We pooled and reviewed all liver safety data from 2 trials. A hepatologist (PBW) reviewed all pts with either a hepatobiliary SOC AE or who experienced an elevation > ULN of any liver-related laboratory test. Results: Of 88 pts who received ONA ER for a median 8 weeks (3-51), 59% were female, median age 68 (36-89), 99% Caucasian, 28% had liver metastases (mets), 48% bone mets and 17% also took abiraterone (ABI), which has liver toxicity. 54 pts (61%) experienced any ONA ER-related AE. More AEs were seen in ABI pts (67%), those with liver mets (72%) and BC (76%).. In terms of liver-related TEAEs, overall 10% of pts had ALT and 13% AST elevations, while 20% pts with liver mets had raised ALT/AST and 29% of BC pts. Overall 15% pts had G3 TEAEs, compared to 28% pts with liver mets, mostly due to increased GGT (24%), which has unclear clinical impact. There were no discontinuations for LFT elevations. A relationship between the liver events and ONA ER was judged to be unlikely in each subject, except one. This event was detected at day 29 of treatment and consisted of a marked rise in serum GGT and alkaline phosphatase with only a moderate rise in serum ALT (peak – 262). These abnormalities improved quickly after stopping ONA but recurred on reintroduction: these events are not serious by international criteria and the pt was able to continue ONA at a lower dose for 40 weeks without recurrence Conclusions: The safety experience for ONA ER has been reassuring but must continue to be characterized. For new ONA ER studies, weekly liver chemistry monitoring is planned for the first 4 weeks with Q2W monitoring thereafter. The occasional G3 elevations in serum AST, ALT or bilirubin will prompt interruption, but re-starting treatment at a lower dose should be possible for most pts. Clinical trial information: NCT02052128 and NCT02049190.
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Affiliation(s)
| | | | | | - Simon Pacey
- University of Cambridge, Cambridge, United Kingdom
| | - Alexandra Leary
- Gustave-Roussy Cancer Campus, Villejuif, and Groupe d’Investigateurs Nationaux pour l’Etude des Cancers Ovariens, France
| | - Robert J Jones
- University of Glasgow, Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Mario Campone
- Institut de Cancérologie de l'Ouest, René Gauducheau, St Herblain, France
| | - Anne Floquet
- Institut Bergonié, Comprehensive Cancer Centre, Bordeaux, and Groupe d’Investigateurs Nationaux pour l’Etude des Cancers Ovariens, Bordeaux, France
| | | | - Catherine Lhomme
- Department of Medical Oncology, Gustave Roussy Cancer Center, Villejuif, France
| | | | | | | | - Gerhardt Attard
- Institute of Cancer Research and The Royal Marsden Hospital, Sutton, United Kingdom
| | - Paul B Watkins
- University of North Carolina at Chapel Hill, Chapel Hill, NC
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47
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Cirulli ET, Nicoletti P, Abramson K, Andrade RJ, Bjornsson ES, Chalasani N, Fontana RJ, Hallberg P, Li YJ, Lucena MI, Long N, Molokhia M, Nelson MR, Odin JA, Pirmohamed M, Rafnar T, Serrano J, Stefansson K, Stolz A, Daly AK, Aithal GP, Watkins PB. A Missense Variant in PTPN22 is a Risk Factor for Drug-induced Liver Injury. Gastroenterology 2019; 156:1707-1716.e2. [PMID: 30664875 PMCID: PMC6511989 DOI: 10.1053/j.gastro.2019.01.034] [Citation(s) in RCA: 77] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Revised: 12/18/2018] [Accepted: 01/13/2019] [Indexed: 12/17/2022]
Abstract
BACKGROUND & AIMS We performed genetic analyses of a multiethnic cohort of patients with idiosyncratic drug-induced liver injury (DILI) to identify variants associated with susceptibility. METHODS We performed a genome-wide association study of 2048 individuals with DILI (cases) and 12,429 individuals without (controls). Our analysis included subjects of European (1806 cases and 10,397 controls), African American (133 cases and 1,314 controls), and Hispanic (109 cases and 718 controls) ancestry. We analyzed DNA from 113 Icelandic cases and 239,304 controls to validate our findings. RESULTS We associated idiosyncratic DILI with rs2476601, a nonsynonymous polymorphism that encodes a substitution of tryptophan with arginine in the protein tyrosine phosphatase, nonreceptor type 22 gene (PTPN22) (odds ratio [OR] 1.44; 95% confidence interval [CI] 1.28-1.62; P = 1.2 × 10-9 and replicated the finding in the validation set (OR 1.48; 95% CI 1.09-1.99; P = .01). The minor allele frequency showed the same effect size (OR > 1) among ethnic groups. The strongest association was with amoxicillin and clavulanate-associated DILI in persons of European ancestry (OR 1.62; 95% CI 1.32-1.98; P = 4.0 × 10-6; allele frequency = 13.3%), but the polymorphism was associated with DILI of other causes (OR 1.37; 95% CI 1.21-1.56; P = 1.5 × 10-6; allele frequency = 11.5%). Among amoxicillin- and clavulanate-associated cases of European ancestry, rs2476601 doubled the risk for DILI among those with the HLA risk alleles A*02:01 and DRB1*15:01. CONCLUSIONS In a genome-wide association study, we identified rs2476601 in PTPN22 as a non-HLA variant that associates with risk of liver injury caused by multiple drugs and validated our finding in a separate cohort. This variant has been associated with increased risk of autoimmune diseases, providing support for the concept that alterations in immune regulation contribute to idiosyncratic DILI.
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Affiliation(s)
- Elizabeth T. Cirulli
- Duke Center for applied Genomics and Precision Medicine, Duke University, Durham, North Carolina
| | - Paola Nicoletti
- Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, New York; Sema4, a Mount Sinai venture, Stamford, Connecticut.
| | - Karen Abramson
- Duke Molecular Physiology Institute, Duke University, Durham, North Carolina
| | - Raul J. Andrade
- UGC Digestivo, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd)
| | - Einar S. Bjornsson
- Department of Internal Medicine, Landspitali University Hospital, Reykjavik, Iceland
| | - Naga Chalasani
- Division of Gastroenterology and Hepatology, Indiana University School of Medicine, Indianapolis, Indiana
| | | | - Pär Hallberg
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Yi Ju Li
- Duke Molecular Physiology Institute, Duke University, Durham, North Carolina,Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina
| | - M Isabel Lucena
- UGC Digestivo, Instituto de Investigación Biomédica de Málaga (IBIMA), Hospital Universitario Virgen de la Victoria, Universidad de Málaga, Málaga, Spain; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd)
| | - Nanye Long
- Institute for Cyber-enabled Research, Michigan State University, East Lansing, Michigan
| | - Mariam Molokhia
- School of Population Health & Environmental Sciences, King’s College, London, UK
| | | | - Joseph A. Odin
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Munir Pirmohamed
- Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
| | | | - Jose Serrano
- National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda, Maryland
| | | | - Andrew Stolz
- University of Southern California, Los Angeles, California
| | - Ann K. Daly
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Guruprasad P. Aithal
- Nottingham Digestive Diseases Centre and National Institute for Health Research (NIHR) Nottingham Biomedical Research Centre at the Nottingham University Hospital NHS Trust and University of Nottingham, Nottingham, UK
| | - Paul B. Watkins
- UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina,University of North Carolina Institute for Drug Safety Sciences, RTP, North Carolina
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Abstract
Idiosyncratic Drug-Induced Liver Injury (IDILI) is a rare but potentially life-threatening event that is caused by drugs that, at usual therapeutic doses, do not cause any biochemical or clinical evidence of liver injury in the majority of treated patients. The most common clinical phenotypes of IDILI are "acute hepatitis," "mixed hepatocellular-cholestatic hepatitis," and "cholestatic hepatitis" and these are distinguished by clinical, biochemical and histologic characteristics. Anti-microbials, herbals and dietary supplements are now the agents most often implicated in the US Drug-Induced Liver Injury Network registry. There are several scales that have been used to characterize the severity of IDILI events. There are no reliable means to accurately predict the course of an IDILI event at presentation. In clinical trials, the "gold standard" liver safety signal is the occurrence of "Hy's Law Cases." Making the diagnosis of IDILI, and when a patient is taking multiple drugs, identifying the most likely culprit can be challenging, but many drugs cause IDILI with characteristic clinical and biochemical presentations, or "signatures." In a clinical trial, it is sometimes possible to identify an overlooked "signature" of IDILI by characterizing more minor, asymptomatic, and transient elevations in liver chemistries. This observation can be helpful in assessing causation in rare serious liver events occurring in the clinical trial, or first recognized post-marketing.
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Affiliation(s)
- Paul B Watkins
- Eshelman School of Pharmacy, Institute for Drug Safety Sciences, University of North Carolina, Chapel Hill, NC, United States.
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Shavadia JS, Sharma A, Gu X, Neaton J, DeLeve L, Holmes D, Home P, Eckel RH, Watkins PB, Granger CB. Determination of fasiglifam-induced liver toxicity: Insights from the data monitoring committee of the fasiglifam clinical trials program. Clin Trials 2019; 16:253-262. [DOI: 10.1177/1740774519836766] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Different approaches to safety event collection influence the determination of liver toxicity within drug development programs. Herein, a description of how fasiglifam-induced liver injury was detected is provided. Methods This eight-trial drug development program was intended to evaluate fasiglifam (25 mg, 50 mg) against placebo or active comparators (glimepiride, sitagliptin) in approximately 11,000 suboptimally controlled patients with type 2 diabetes (terminated Dec 2013 due to liver toxicity). Liver safety had been pre-identified as a concern, and within the phase 3 trials, was measured through (1) adverse event reporting, (2) central predefined liver monitoring schedule with various thresholds for potential drug-induced liver injury, and (3) blinded adjudication of serious liver toxicity by a panel of experts in drug-induced liver injury. A single data monitoring committee provided safety oversight across all trials within the program. Findings Prior to program termination, 7595 of 7602 (99.9%) randomized participants across the eight trials received at least one dose of the study drug (fasiglifam, placebo, or active control). No concerning trends were noted in adverse or serious adverse event frequency, suspected unexpected serious adverse reaction, alanine or aspartate transaminase elevations, or hepatobiliary or gastrointestinal adverse events as reported by local site investigators. However, the predefined central liver safety measurements revealed a greater frequency of possible Hy’s Law cases (5 vs 2) and a 3- to 7-fold greater relative risk in alanine or aspartate transaminase elevation (with respect to upper limit of normal) within fasiglifam recipients compared with placebo/active control: alanine or aspartate transaminase > 3×: relative risk 3.34 (95% confidence interval 2.29–4.90), alanine or aspartate transaminase > 5×: relative risk 6.60 (95% confidence interval 3.03–14.38), alanine or aspartate transaminase > 8×: relative risk 6.14 (95% confidence interval 2.18–17.27), and alanine or aspartate transaminase > 10×: relative risk 6.74 (95% confidence interval 2.05, 22.14). All elevations resolved on study drug discontinuation. Drug-induced liver injury was adjudicated as highly likely or probably related in 0.64% of fasiglifam-treated versus 0.06% placebo or active control-treated patients. Conclusion In spite of clear liver toxicity detected with a systematic surveillance program, liver safety signals were not identified from investigator adverse event reporting alone. By integrating key safety monitoring processes within the randomized design of adequately sized clinical trials, the rare but serious liver toxicity signal became clear, leading to timely program termination.
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Affiliation(s)
- Jay S Shavadia
- Duke Clinical Research Institute, Durham, NC, USA
- Division of Cardiology, Department of Medicine, University of Saskatchewan, Saskatoon, SK, Canada
| | | | | | - James Neaton
- School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Laurie DeLeve
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | | | - Phillip Home
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Robert H Eckel
- Division of Endocrinology, Metabolism & Diabetes, University of Colorado, Boulder, CO, USA
| | - Paul B Watkins
- Institute for Drug Safety Sciences, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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50
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Bonkovsky HL, Barnhart HX, Foureau DM, Steuerwald N, Lee WM, Gu J, Fontana RJ, Hayashi PH, Chalasani N, Navarro VM, Odin J, Stolz A, Watkins PB, Serrano J. Correction: Cytokine profiles in acute liver injury-Results from the US Drug-Induced Liver Injury Network (DILIN) and the Acute Liver Failure Study Group. PLoS One 2019; 14:e0212394. [PMID: 30742679 PMCID: PMC6370229 DOI: 10.1371/journal.pone.0212394] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
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