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Published in: Current Hepatology Reports 3/2018

01-09-2018 | Drug-Induced Liver Injury (NP Chalasani and MS Ghabril, Section Editors)

Novel Approaches to Causality Adjudication in Drug-Induced Liver Disease

Authors: Hans L. Tillmann, Huiman X. Barnhart, Jose Serrano, Don C. Rockey

Published in: Current Hepatology Reports | Issue 3/2018

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Abstract

Purpose of Review

Drug-induced liver injury (DILI) is a complex diagnosis dominantly based of exclusion.

Recent Findings

Currently available causality assessment instruments are considered to be suboptimal. Expert opinion appears to be best method to adjudicate causality, but is impractical to implement on a wide scale basis. Thus, new approaches are needed, for example, improving the specificity of current scoring systems. A further option would be to develop a system that utilizes computer-based scoring—which would reduce human error. Additionally, it would be ideal to have available drug-specific scoring systems, based on drugs’ characteristic “phenotypes” (presentation and pattern of injury). Eventually, a validated system could be integrated within electronic health information systems.

Summary

This review highlights an avenue to an improved causality assessment tool.
Literature
1.
go back to reference • Fung M, Thornton A, Mybeck K, Wu HJ, Hornbuckle K, Muniz E. Evaluation of the characteristics of safety withdrawal of prescription drugs from worldwide pharmaceutical markets—1960 to 1999. Ther Innov Regul Sci. 2001;35:293–317. Manuscript summarizing over hundred drug withdrawn from markets with respective reasons for withdrawal, if due to hepato- or other toxicity. • Fung M, Thornton A, Mybeck K, Wu HJ, Hornbuckle K, Muniz E. Evaluation of the characteristics of safety withdrawal of prescription drugs from worldwide pharmaceutical markets—1960 to 1999. Ther Innov Regul Sci. 2001;35:293–317. Manuscript summarizing over hundred drug withdrawn from markets with respective reasons for withdrawal, if due to hepato- or other toxicity.
2.
go back to reference Wilke RA, Lin DW, Roden DM, Watkins PB, Flockhart D, Zineh I, et al. Identifying genetic risk factors for serious adverse drug reactions: current progress and challenges. Nat Rev Drug Discov. 2007;6(11):904–16.CrossRef Wilke RA, Lin DW, Roden DM, Watkins PB, Flockhart D, Zineh I, et al. Identifying genetic risk factors for serious adverse drug reactions: current progress and challenges. Nat Rev Drug Discov. 2007;6(11):904–16.CrossRef
4.
go back to reference • Robles-Diaz M, Lucena MI, Kaplowitz N, Stephens C, Medina-Cáliz I, González-Jimenez A, et al. Use of Hy’s law and a new composite algorithm to predict acute liver failure in patients with drug-induced liver injury. Gastroenterology. 2014;147(1):109–118.e5. Manuscript describes an improved algorithm to predict adverse outcome in DILI based on the Spanish experience-related drug-induced liver injury in a fairly large registry.CrossRef • Robles-Diaz M, Lucena MI, Kaplowitz N, Stephens C, Medina-Cáliz I, González-Jimenez A, et al. Use of Hy’s law and a new composite algorithm to predict acute liver failure in patients with drug-induced liver injury. Gastroenterology. 2014;147(1):109–118.e5. Manuscript describes an improved algorithm to predict adverse outcome in DILI based on the Spanish experience-related drug-induced liver injury in a fairly large registry.CrossRef
5.
go back to reference • Chalasani N, Bonkovsky HL, Fontana R, Lee W, Stolz A, Talwalkar J, et al. United States Drug Induced Liver Injury Network. Features and outcomes of 899 patients with drug-induced liver injury: the DILIN prospective study. Gastroenterology. 2015;148(7):1340–52.e7. https://doi.org/10.1053/j.gastro.2015.03.006. Manuscript describes the US experience-related drug-induced liver injury in the currently largest registry with published data.CrossRefPubMedPubMedCentral • Chalasani N, Bonkovsky HL, Fontana R, Lee W, Stolz A, Talwalkar J, et al. United States Drug Induced Liver Injury Network. Features and outcomes of 899 patients with drug-induced liver injury: the DILIN prospective study. Gastroenterology. 2015;148(7):1340–52.e7. https://​doi.​org/​10.​1053/​j.​gastro.​2015.​03.​006. Manuscript describes the US experience-related drug-induced liver injury in the currently largest registry with published data.CrossRefPubMedPubMedCentral
6.
go back to reference Fontana RJ, Hayashi PH, Gu J, Reddy KR, Barnhart H, Watkins PB, et al. Idiosyncratic drug-induced liver injury is associated with substantial morbidity and mortality within 6 months from onset. Gastroenterology. 2014;147(1):96–108.e4.CrossRef Fontana RJ, Hayashi PH, Gu J, Reddy KR, Barnhart H, Watkins PB, et al. Idiosyncratic drug-induced liver injury is associated with substantial morbidity and mortality within 6 months from onset. Gastroenterology. 2014;147(1):96–108.e4.CrossRef
7.
go back to reference Lee WM. Drug-induced acute liver failure. Clin Liver Dis. 2013;17(4):575–86. viiiCrossRef Lee WM. Drug-induced acute liver failure. Clin Liver Dis. 2013;17(4):575–86. viiiCrossRef
8.
go back to reference Narjes H, Nehmiz G. Effect of hospitalisation on liver enzymes in healthy subjects. Eur J Clin Pharmacol. 2000;56:329–33.CrossRef Narjes H, Nehmiz G. Effect of hospitalisation on liver enzymes in healthy subjects. Eur J Clin Pharmacol. 2000;56:329–33.CrossRef
9.
go back to reference Rosenzweig P, Miget N, Brohier S. Transaminase elevation on placebo during phase I trials: prevalence and significance. Br J Clin Pharmacol. 1999;48:19–23.CrossRef Rosenzweig P, Miget N, Brohier S. Transaminase elevation on placebo during phase I trials: prevalence and significance. Br J Clin Pharmacol. 1999;48:19–23.CrossRef
10.
go back to reference Douglas IJ, Julia Langham J, Krishnan Bhaskaran K, Brauer R, Smeeth L. Orlistat and the risk of acute liver injury: self controlled case series study in UK Clinical Practice Research Datalink. BMJ. 2013;346:f1936.CrossRef Douglas IJ, Julia Langham J, Krishnan Bhaskaran K, Brauer R, Smeeth L. Orlistat and the risk of acute liver injury: self controlled case series study in UK Clinical Practice Research Datalink. BMJ. 2013;346:f1936.CrossRef
11.
go back to reference • Danan G, Benichou C. Causality assessment of adverse reactions to drugs. I. A novel method based on the conclusions of international consensus meetings: application to drug-induced liver injuries. J Clin Epidemiol. 1993;46:1323–30. Manuscript describes the DILI causality tool “RUCAM”, which has become the standard for initial assessment of DILI causality.CrossRef • Danan G, Benichou C. Causality assessment of adverse reactions to drugs. I. A novel method based on the conclusions of international consensus meetings: application to drug-induced liver injuries. J Clin Epidemiol. 1993;46:1323–30. Manuscript describes the DILI causality tool “RUCAM”, which has become the standard for initial assessment of DILI causality.CrossRef
12.
go back to reference Maria VAJ, Victorino RMM. Development and validation of a clinical scale for the diagnosis of drug-induced hepatitis. Hepatology. 1997;26:664–9.CrossRef Maria VAJ, Victorino RMM. Development and validation of a clinical scale for the diagnosis of drug-induced hepatitis. Hepatology. 1997;26:664–9.CrossRef
13.
go back to reference Takikawa H, Takamori Y, Kumagi T, Onji M, Watanabe M, Shibuya A, et al. Assessment of 287 Japanese cases of drug induced liver injury by the diagnostic scale of the International Consensus Meeting. Hepatol Res. 2003;27:192–5.CrossRef Takikawa H, Takamori Y, Kumagi T, Onji M, Watanabe M, Shibuya A, et al. Assessment of 287 Japanese cases of drug induced liver injury by the diagnostic scale of the International Consensus Meeting. Hepatol Res. 2003;27:192–5.CrossRef
15.
go back to reference • Rockey DC, Seeff LB, Rochon J, Freston J, Chalasani N, Bonacini M, et al. Causality assessment in drug-induced liver injury using a structured expert opinion process: comparison to the Roussel-Uclaf causality assessment method. Hepatology. 2010;51(6):2117–26. Manuscript describes that expert opinion is a currently preferred option for DILI assessment.CrossRef • Rockey DC, Seeff LB, Rochon J, Freston J, Chalasani N, Bonacini M, et al. Causality assessment in drug-induced liver injury using a structured expert opinion process: comparison to the Roussel-Uclaf causality assessment method. Hepatology. 2010;51(6):2117–26. Manuscript describes that expert opinion is a currently preferred option for DILI assessment.CrossRef
16.
go back to reference • Björnsson ES, Hoofnagle JH. Categorization of drugs implicated in causing liver injury: critical assessment based on published case reports. Hepatology. 2016;63(2):590–603. https://doi.org/10.1002/hep.28323. Review. Extensive review on frequency that drugs have been reported in the literature to be implicated in drug-induced liver injury.CrossRefPubMed • Björnsson ES, Hoofnagle JH. Categorization of drugs implicated in causing liver injury: critical assessment based on published case reports. Hepatology. 2016;63(2):590–603. https://​doi.​org/​10.​1002/​hep.​28323. Review. Extensive review on frequency that drugs have been reported in the literature to be implicated in drug-induced liver injury.CrossRefPubMed
17.
go back to reference Chen M, Borlack J, Tong W. High lipophilicity and high daily dose of oral medications are associated with significant risk for drug-induced liver injury. Hepatology. 2013;58:388–96.CrossRef Chen M, Borlack J, Tong W. High lipophilicity and high daily dose of oral medications are associated with significant risk for drug-induced liver injury. Hepatology. 2013;58:388–96.CrossRef
18.
go back to reference Tillmann HL, Barnhart HX, Serrano J, Rockey DC. A novel computerized drug induced liver injury causality assessment tool (DILI-CAT). Hepatology. 2016;64(Suppl.1):A320–1. Tillmann HL, Barnhart HX, Serrano J, Rockey DC. A novel computerized drug induced liver injury causality assessment tool (DILI-CAT). Hepatology. 2016;64(Suppl.1):A320–1.
19.
go back to reference Andrade RJ, Lucena MI, Fernández MC, Pelaez G, Pachkoria K, García-Ruiz E, et al. Drug-induced liver injury: an analysis of 461 incidences submitted to the Spanish registry over a 10-year period. Gastroenterology. 2005;129(2):512–21.CrossRef Andrade RJ, Lucena MI, Fernández MC, Pelaez G, Pachkoria K, García-Ruiz E, et al. Drug-induced liver injury: an analysis of 461 incidences submitted to the Spanish registry over a 10-year period. Gastroenterology. 2005;129(2):512–21.CrossRef
23.
go back to reference de Ritis F, Coltorti M, Giusti G. An enzymic test for the diagnosis of viral hepatitis; the transaminase serum activities. Clin Chim Acta. 1957;2(1):70–4.CrossRef de Ritis F, Coltorti M, Giusti G. An enzymic test for the diagnosis of viral hepatitis; the transaminase serum activities. Clin Chim Acta. 1957;2(1):70–4.CrossRef
24.
go back to reference deLemos AS, Ghabril M, Rockey DC, Gu J, Barnhart HX, Fontana RJ, et al. Amoxicillin–clavulanate-induced liver injury. Dig Dis Sci. 2016;61(8):2406–16.CrossRef deLemos AS, Ghabril M, Rockey DC, Gu J, Barnhart HX, Fontana RJ, et al. Amoxicillin–clavulanate-induced liver injury. Dig Dis Sci. 2016;61(8):2406–16.CrossRef
26.
go back to reference Clare KE, Miller MH, Dillon JF. Genetic factors influencing drug-induced liver injury: do they have a role in prevention and diagnosis? Curr Hepatol Rep. 2017;16(3):258–64.CrossRef Clare KE, Miller MH, Dillon JF. Genetic factors influencing drug-induced liver injury: do they have a role in prevention and diagnosis? Curr Hepatol Rep. 2017;16(3):258–64.CrossRef
27.
go back to reference Yip VL, Alfirevic A, Pirmohamed M. Genetics of immune-mediated adverse drug reactions: a comprehensive and clinical review. Clin Rev Allergy Immunol. 2015;48(2–3):165–75.CrossRef Yip VL, Alfirevic A, Pirmohamed M. Genetics of immune-mediated adverse drug reactions: a comprehensive and clinical review. Clin Rev Allergy Immunol. 2015;48(2–3):165–75.CrossRef
28.
go back to reference Chan S, Kingwell E, Oger J, Yoshida E, Tremlett H. High-dose frequency beta-interferons increase the risk of liver test abnormalities in multiple sclerosis: a longitudinal study. Mult Scler. 2011;17(3):361–7.CrossRef Chan S, Kingwell E, Oger J, Yoshida E, Tremlett H. High-dose frequency beta-interferons increase the risk of liver test abnormalities in multiple sclerosis: a longitudinal study. Mult Scler. 2011;17(3):361–7.CrossRef
29.
go back to reference Kowalec K, Kingwell E, Yoshida EM, Marrie RA, Kremenchutzky M, Campbell TL, et al. Characteristics associated with drug-induced liver injury from interferon beta in multiple sclerosis patients. Expert Opin Drug Saf. 2014;13(10):1305–17.CrossRef Kowalec K, Kingwell E, Yoshida EM, Marrie RA, Kremenchutzky M, Campbell TL, et al. Characteristics associated with drug-induced liver injury from interferon beta in multiple sclerosis patients. Expert Opin Drug Saf. 2014;13(10):1305–17.CrossRef
30.
go back to reference Fontana RJ, Hayashi P, Bonkovsky HL, Kleiner DE, Kochhar S, Gu J, et al. Presentation and outcomes with clinically apparent interferon beta hepatotoxicity. Dig Dis Sci. 2013;58(6):1766–75.CrossRef Fontana RJ, Hayashi P, Bonkovsky HL, Kleiner DE, Kochhar S, Gu J, et al. Presentation and outcomes with clinically apparent interferon beta hepatotoxicity. Dig Dis Sci. 2013;58(6):1766–75.CrossRef
31.
go back to reference Ayako Suzuki A, Austen MA, Williams JS, Tillmann HL, Hunt CM. Higher rates and significant disparities in the risk and phenotypes of amoxicillin:clavulanate-related liver injury were observed in the Veterans Health Administration (VHA). Hepatology. 2017;66(Suppl.1):425A. Ayako Suzuki A, Austen MA, Williams JS, Tillmann HL, Hunt CM. Higher rates and significant disparities in the risk and phenotypes of amoxicillin:clavulanate-related liver injury were observed in the Veterans Health Administration (VHA). Hepatology. 2017;66(Suppl.1):425A.
33.
go back to reference Shi Q, Yang X, Greenhaw JJ, Salminen AT, Russotti GM, Salminen WF. Drug-induced liver injury in children: clinical observations, animal models, and regulatory status. Int J Toxicol. 2017;36(5):365–79.CrossRef Shi Q, Yang X, Greenhaw JJ, Salminen AT, Russotti GM, Salminen WF. Drug-induced liver injury in children: clinical observations, animal models, and regulatory status. Int J Toxicol. 2017;36(5):365–79.CrossRef
34.
go back to reference Dakhoul L, Ghabril M, Gu J, Navarro V, Chalasani N, Serrano J, et al. Heavy consumption of alcohol is not associated with worse outcomes in patients with idiosyncratic drug-induced liver injury compared to non-drinkers. Clin Gastroenterol Hepatol. 2018;16(5):722–729.e2.CrossRef Dakhoul L, Ghabril M, Gu J, Navarro V, Chalasani N, Serrano J, et al. Heavy consumption of alcohol is not associated with worse outcomes in patients with idiosyncratic drug-induced liver injury compared to non-drinkers. Clin Gastroenterol Hepatol. 2018;16(5):722–729.e2.CrossRef
35.
go back to reference • Benesic A, Leitl A, Gerbes AL. Monocyte-derived hepatocyte-like cells for causality assessment of idiosyncratic drug-induced liver injury. Gut. 2016;65(9):1555–63. Interesting manuscript describing a cell-based tool to relative reliably confirm an individual’s reaction to a medication as DILI.CrossRef • Benesic A, Leitl A, Gerbes AL. Monocyte-derived hepatocyte-like cells for causality assessment of idiosyncratic drug-induced liver injury. Gut. 2016;65(9):1555–63. Interesting manuscript describing a cell-based tool to relative reliably confirm an individual’s reaction to a medication as DILI.CrossRef
36.
go back to reference Benesic A, Gerbes AL. Drug-induced liver injury and individual cell models. Dig Dis. 2015;33(4):486–91.CrossRef Benesic A, Gerbes AL. Drug-induced liver injury and individual cell models. Dig Dis. 2015;33(4):486–91.CrossRef
37.
go back to reference Benesic A, Rotter I, Dragoi D, Weber S, Buchholtz ML, Gerbes AL. Development and validation of a test to identify drugs that cause idiosyncratic drug-induced liver injury. Clin Gastroenterol Hepatol. 2018; in press. Benesic A, Rotter I, Dragoi D, Weber S, Buchholtz ML, Gerbes AL. Development and validation of a test to identify drugs that cause idiosyncratic drug-induced liver injury. Clin Gastroenterol Hepatol. 2018; in press.
Metadata
Title
Novel Approaches to Causality Adjudication in Drug-Induced Liver Disease
Authors
Hans L. Tillmann
Huiman X. Barnhart
Jose Serrano
Don C. Rockey
Publication date
01-09-2018
Publisher
Springer US
Published in
Current Hepatology Reports / Issue 3/2018
Electronic ISSN: 2195-9595
DOI
https://doi.org/10.1007/s11901-018-0416-8

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