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Tandem mass tag-based quantitative proteomic profiling identifies candidate serum biomarkers of drug-induced liver injury in humans. Nat Commun 2023; 14:1215. [PMID: 36869085 PMCID: PMC9984368 DOI: 10.1038/s41467-023-36858-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 02/16/2023] [Indexed: 03/05/2023] Open
Abstract
Diagnosis of drug-induced liver injury (DILI) and its distinction from other liver diseases are significant challenges in drug development and clinical practice. Here, we identify, confirm, and replicate the biomarker performance characteristics of candidate proteins in patients with DILI at onset (DO; n = 133) and follow-up (n = 120), acute non-DILI at onset (NDO; n = 63) and follow-up (n = 42), and healthy volunteers (HV; n = 104). Area under the receiver operating characteristic curve (AUC) for cytoplasmic aconitate hydratase, argininosuccinate synthase, carbamoylphosphate synthase, fumarylacetoacetase, fructose-1,6-bisphosphatase 1 (FBP1) across cohorts achieved near complete separation (range: 0.94-0.99) of DO and HV. In addition, we show that FBP1, alone or in combination with glutathione S-transferase A1 and leukocyte cell-derived chemotaxin 2, could potentially assist in clinical diagnosis by distinguishing NDO from DO (AUC range: 0.65-0.78), but further technical and clinical validation of these candidate biomarkers is needed.
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Abstract
Drug-induced liver injury (DILI) is a leading cause of attrition during the early and late stages of drug development and after a drug is marketed. DILI is generally classified as either intrinsic or idiosyncratic. Intrinsic DILI is dose dependent and predictable (e.g., acetaminophen toxicity). However, predicting the occurrence of idiosyncratic DILI, which has a very low incidence and is associated with severe liver damage, is difficult because of its complex nature and the poor understanding of its mechanism. Considering drug metabolism and pharmacokinetics, we established experimental animal models of DILI for 14 clinical drugs that cause idiosyncratic DILI in humans, which is characterized by the formation of reactive metabolites and the involvement of both innate and adaptive immunity. On the basis of the biomarker data obtained from the animal models, we developed a cell-based assay system that predicts the potential risks of drugs for inducing DILI. These findings increase our understanding of the mechanisms of DILI and may help predict and prevent idiosyncratic DILI due to certain drugs.
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Affiliation(s)
- Tsuyoshi Yokoi
- Department of Drug Safety Sciences, Division of Clinical Pharmacology, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan;
| | - Shingo Oda
- Department of Drug Safety Sciences, Division of Clinical Pharmacology, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan;
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Abstract
Animal experiments cannot predict the probability of idiosyncratic drug toxicity; consequently, an important goal of the pharmaceutical industry is to develop a new methodology for preventing this form of drug reaction. Although the mechanism remains unclear, immune reactions are likely involved in the toxic processes underlying idiosyncratic drug toxicity: the drug is first activated into a chemically reactive metabolite that binds covalently to proteins and then acts as an immunogen. Therefore, screening tests to detect chemically reactive metabolites are conducted early during drug development and typically involve trapping with glutathione. More quantitative methods are then used in a later stage of drug development and frequently employ (14)Cor (3)H-labeled compounds. It has recently been demonstrated that a zone classification system can be used to separate risky drugs from likely safe drugs: by plotting the amount of each protein-bound reactive metabolite in vitro against the dose levels in vivo, the risk associated with each drug candidate can be assessed. A mechanism for idiosyncratic drug-induced hepatotoxicity was proposed by analogy to virus-induced hepatitis, in which cytotoxic T lymphocytes play an important role. This mechanism suggests that polymorphism in human leukocyte antigens is involved in idiosyncrasy, and a strong correlation with a specific genotype of human leukocyte antigens has been found in many cases of idiosyncratic drug toxicity. Therefore, gene biomarkers hold promise for reducing the clinical risk and prolonging the life cycle of otherwise useful drugs.
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Affiliation(s)
- Toshihiko Ikeda
- Laboratory of Drug Metabolism and Pharmacokinetics, Yokohama College of Pharmacy
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Mustafa MZ, Nguyen VH, Le Naour F, De Martin E, Beleoken E, Guettier C, Johanet C, Samuel D, Duclos-Vallee JC, Ballot E. Autoantibody signatures defined by serological proteome analysis in sera from patients with cholangiocarcinoma. J Transl Med 2016; 14:17. [PMID: 26774260 PMCID: PMC4715332 DOI: 10.1186/s12967-015-0751-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Accepted: 12/08/2015] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND The challenging diagnosis and poor prognosis of cholangiocarcinoma require the determination of biomarkers. Autoantibodies could be used in the clinic as diagnostic markers for the early detection of tumours. By proteomic approaches, several autoantibodies were proposed as potential markers. We tried in this study, to perform a serological proteome analysis, using various antigenic substrates, including tumours and human liver. METHODS Sera from patients (n = 13) and healthy donors (n = 10) were probed on immunoblots performed using 2-dimensionally separated proteins from cholangiocarcinoma cell lines (CCLP1 and CCSW1), from the liver of healthy subject and interestingly, from tumour and adjacent non-tumour liver tissues from five patients with cholangiocarcinoma and tested with their corresponding serum. Spots of interest were identified using mass spectrometry and classified according gene ontology analysis. RESULTS A comparison of the whole immunoblotting patterns given by cholangiocarcinoma sera against those obtained with normal control sera enabled the definition of 862 spots. Forty-five different proteins were further analysed, corresponding to (1) spots stained with more than four of 13 (30 %) sera tested with the CCLP1 or the CCSW1 cell line and with the normal liver, and (2) to spots immunoreactive with at least two of the five sera probed with their tumour and non-tumour counter-part of cholangiocarcinoma. Immunoreactive proteins with catalytic activity as molecular function were detected at rates of 93 and 64 % in liver from healthy subjects or cholangiocarcinoma non-tumour tissues respectively, compared to 43, 33, 33 % in tumour tissues, or CCSW1 and CCLP1 cell lines. A second pattern was represented by structural proteins with rates of 7 and 7 % in normal liver or non-tumour tissues compared to 14, 33 and 67 % in tumour tissue, CCSW1 or CCLP1 cell lines. Proteins with a binding function were detected at rates of 7 % in non-tumour tissue and 14 % in tumour tissue. Using the extracted tumour tissue, serotransferrin was targeted by all cholangiocarcinoma-related sera. CONCLUSIONS Immunological patterns depended on the type of antigen substrate used; i.e. tumour versus non tumour specimens. Nevertheless, a combination of multiple autoantibodies tested with the most appropriate substrate might be more sensitive and specific for the diagnosis of cholangiocarcinoma.
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Affiliation(s)
- Mohammad Zahid Mustafa
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- CASVAB, University of Balochistan, Quetta, Pakistan.
- DHU Hepatinov, 94800, Villejuif, France.
| | - Viet Hung Nguyen
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
| | - François Le Naour
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- DHU Hepatinov, 94800, Villejuif, France.
| | - Eleonora De Martin
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Centre Hépato-Biliaire, AP-HP Hôpital Paul-Brousse, 94800, Villejuif, France.
- DHU Hepatinov, 94800, Villejuif, France.
| | - Elvire Beleoken
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- DHU Hepatinov, 94800, Villejuif, France.
| | - Catherine Guettier
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- DHU Hepatinov, 94800, Villejuif, France.
- Laboratoire Anatomie Pathologique, AP-HP Hôpital Bicêtre, 94270, Le Kremlin-Bicêtre, France.
| | - Catherine Johanet
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Département d'Immunologie Biologique, Unité d'autoimmunité, AP-HP Hôpital Saint Antoine, 75012, Paris, France.
- UFR 967 Faculté de Médecine, Université Pierre et Marie Curie, 75006, Paris, France.
| | - Didier Samuel
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Centre Hépato-Biliaire, AP-HP Hôpital Paul-Brousse, 94800, Villejuif, France.
- DHU Hepatinov, 94800, Villejuif, France.
| | - Jean-Charles Duclos-Vallee
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Centre Hépato-Biliaire, AP-HP Hôpital Paul-Brousse, 94800, Villejuif, France.
- DHU Hepatinov, 94800, Villejuif, France.
| | - Eric Ballot
- Inserm, Unité 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Univ Paris-Sud, UMR-S 1193, Université Paris-Saclay, 94800, Villejuif, France.
- Département d'Immunologie Biologique, Unité d'autoimmunité, AP-HP Hôpital Saint Antoine, 75012, Paris, France.
- DHU Hepatinov, 94800, Villejuif, France.
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Khoury T, Rmeileh AA, Yosha L, Benson AA, Daher S, Mizrahi M. Drug Induced Liver Injury: Review with a Focus on Genetic Factors, Tissue Diagnosis, and Treatment Options. J Clin Transl Hepatol 2015; 3:99-108. [PMID: 26356634 PMCID: PMC4548351 DOI: 10.14218/jcth.2015.00007] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2015] [Revised: 04/25/2015] [Accepted: 04/28/2015] [Indexed: 12/11/2022] Open
Abstract
Drug-induced liver injury (DILI) is a rare but potentially life threatening adverse drug reaction. DILI may mimic any morphologic characteristic of acute or chronic liver disease, and the histopathologic features of DILI may be indistinguishable from those of other causes of liver injury, such as acute viral hepatitis. In this review article, we provide an update on causative agents, clinical features, pathogenesis, diagnosis modalities, and outcomes of DILI. In addition, we review results of recently reported genetic studies and updates on pharmacological and invasive treatments.
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Affiliation(s)
- Tawfik Khoury
- Department of Medicine, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
- These authors contributed equally to this work
| | - Ayman Abu Rmeileh
- Department of Medicine, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
- These authors contributed equally to this work
| | - Liron Yosha
- Department of Medicine, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Ariel A. Benson
- Department of Gastroenterology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Saleh Daher
- Department of Gastroenterology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Meir Mizrahi
- Center for Advanced Endoscopy, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Correspondence to: Meir Mizrahi, Center for Advanced Endoscopy, Harvard Medical School, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215, USA. Tel: +1-617-6672135, Fax: +1-617-6671728, E-mail:
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Fontana RJ. Pathogenesis of idiosyncratic drug-induced liver injury and clinical perspectives. Gastroenterology 2014; 146:914-28. [PMID: 24389305 PMCID: PMC4031195 DOI: 10.1053/j.gastro.2013.12.032] [Citation(s) in RCA: 178] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2013] [Revised: 12/03/2013] [Accepted: 12/11/2013] [Indexed: 12/13/2022]
Abstract
Idiosyncratic drug-induced liver injury (DILI) is a rare disease that develops independently of drug dose, route, or duration of administration. Furthermore, idiosyncratic DILI is not a single disease entity but rather a spectrum of rare diseases with varying clinical, histological, and laboratory features. The pathogenesis of DILI is not fully understood. Standardization of the DILI nomenclature and methods to assess causality, along with the information provided by the LiverTox Web site, will harmonize and accelerate research on DILI. Studies of new serum biomarkers such as glutamate dehydrogenase, high mobility group box protein 1, and microRNA-122 could provide information for use in diagnosis and prognosis and provide important insights into the mechanisms of the pathogenesis of DILI. Single nucleotide polymorphisms in the HLA region have been associated with idiosyncratic hepatotoxicity attributed to flucloxacillin, ximelagatran, lapatinib, and amoxicillin-clavulanate. However, genome-wide association studies of pooled cases have not associated any genetic factors with idiosyncratic DILI. Whole genome and whole exome sequencing analyses are under way to study cases of DILI attributed to a single medication. Serum proteomic, transcriptome, and metabolome as well as intestinal microbiome analyses will increase our understanding of the mechanisms of this disorder. Further improvements to in vitro and in vivo test systems should advance our understanding of the causes, risk factors, and mechanisms of idiosyncratic DILI.
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Zuniga FI, Loi D, Ling KHJ, Tang-Liu DDS. Idiosyncratic reactions and metabolism of sulfur-containing drugs. Expert Opin Drug Metab Toxicol 2012; 8:467-85. [DOI: 10.1517/17425255.2012.668528] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Bell LN, Vuppalanchi R, Watkins PB, Bonkovsky HL, Serrano J, Fontana RJ, Wang M, Rochon J, Chalasani N. Serum proteomic profiling in patients with drug-induced liver injury. Aliment Pharmacol Ther 2012; 35:600-12. [PMID: 22403816 PMCID: PMC3654532 DOI: 10.1111/j.1365-2036.2011.04982.x] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND Idiosyncratic drug-induced liver injury (DILI) is a complex disorder that is difficult to predict, diagnose and treat. AIM To describe the global serum proteome of patients with DILI and controls. METHODS A label-free, mass spectrometry-based quantitative proteomic approach was used to explore protein expression in serum samples from 74 DILI patients (collected within 14 days of DILI onset) and 40 controls. A longitudinal analysis was conducted in a subset of 21 DILI patients with available 6-month follow-up serum samples. RESULTS Comparison of DILI patients based on pattern, severity and causality assessment of liver injury revealed many differentially expressed priority 1 proteins among groups. Expression of fumarylacetoacetase was correlated with alanine aminotransferase (ALT; r = 0.237; P = 0.047), aspartate aminotransferase (AST; r = 0.389; P = 0.001) and alkaline phosphatase (r = -0.240; P = 0.043), and this was the only protein with significant differential expression when comparing patients with hepatocellular vs. cholestatic or mixed injury. In the longitudinal analysis, expression of 53 priority 1 proteins changed significantly from onset of DILI to 6-month follow-up, and nearly all proteins returned to expression levels comparable to control subjects. Ninety-two serum priority 1 proteins with significant differential expression were identified when comparing the DILI and control groups. Pattern analysis revealed proteins that are components of inflammation, immune system activation and several hepatotoxicity-specific pathways. Apolipoprotein E expression had the greatest power to differentiate DILI patients from controls (89% correct classification; AUROC = 0.97). CONCLUSION This proteomic analysis identified differentially expressed proteins that are components of pathways previously implicated in the pathogenesis of idiosyncratic drug-induced liver injury.
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Affiliation(s)
- L. N. Bell
- Division of Gastroenterology/Hepatology, Indiana University, Indianapolis, IN, USA
| | - R. Vuppalanchi
- Division of Gastroenterology/Hepatology, Indiana University, Indianapolis, IN, USA
| | - P. B. Watkins
- Department of Internal Medicine, University of North Carolina at Hill, Chapel Hill, NC, USA
| | - H. L. Bonkovsky
- Department of Internal Medicine, University of North Carolina at Hill, Chapel Hill, NC, USA.
,Cannon Research Center and Center for Liver and Digestive Diseases, Carolinas Medical Center, Charlotte, NC, USA.
,Department of Internal Medicine, University of Connecticut, Farmington, CT, USA
| | - J. Serrano
- Liver Disease Research Branch, NIH/NIDDK, Bethesda, MD, USA
| | - R. J. Fontana
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - M. Wang
- Protein Analysis Research Center, Indiana University, Indianapolis, IN, USA
| | - J. Rochon
- Duke Clinical Research Institute, Durham, NC, USA
| | - N. Chalasani
- Division of Gastroenterology/Hepatology, Indiana University, Indianapolis, IN, USA
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Ikeda T. Drug-induced idiosyncratic hepatotoxicity: prevention strategy developed after the troglitazone case. Drug Metab Pharmacokinet 2010; 26:60-70. [PMID: 21178300 DOI: 10.2133/dmpk.dmpk-10-rv-090] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Troglitazone induced an idiosyncratic, hepatocellular injury-type hepatotoxicity in humans. Statistically, double null genotype of glutathione S-transferase isoforms, GSTT1 and GSTM1, was a risk factor, indicating a low activity of the susceptible patients in scavenging chemically reactive metabolites. CYP3A4 and CYP2C8 were involved in the metabolic activation and CYP3A4 was inducible by repeated administrations of troglitazone. The genotype analysis, however, indicated that the metabolic idiosyncrasy resides in the degradation of but not in the production of the toxic metabolites of troglitazone. Antibody against hepatic aldolase B was detected in the case patients, suggesting involvement of immune reaction in the toxic mechanism. Troglitazone induced apoptotic cell death in human hepatocytes at a high concentration, and this property may have served as the immunological danger signal, which is thought to play an important role in activating immune reactions. Hypothesis is proposed in analogy to the virus-induced hepatitis. After the troglitazone-case, pharmaceutical companies implemented screening systems for chemically reactive metabolites at early stage of drug development, taking both the amount of covalent binding to the proteins in vitro and the assumed clinical dose level into consideration. At the post-marketing stage, gene analyses of the case patients, if any, to find pharmacogenetic biomarkers could be a powerful tool for contraindicating to the risky patients.
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Abstract
Troglitazone was the first thiazolidinedione antidiabetic agent approved for clinical use in 1997, but it was withdrawn from the market in 2000 due to serious idiosyncratic hepatotoxicity. Troglitazone contains the structure of a unique chroman ring of vitamin E, and this structure has the potential to undergo metabolic biotransformation to form quinone metabolites, phenoxy radical intermediate, and epoxide species. Although troglitazone has been shown to induce apoptosis in various hepatic and nonhepatic cells, the involvement of reactive metabolites in the troglitazone cytotoxicity is controversial. Numerous toxicological tests, both in vivo and in vitro, have been used to try to predict the toxicity, but no direct mechanism has been demonstrated that can explain the hepatotoxicity that occurred in some individuals. This chapter summarizes the proposed mechanisms of troglitazone hepatotoxicity based in vivo and in vitro studies. Many factors have been proposed to contribute to the mechanism underlying this idiosyncratic toxicity.
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Affiliation(s)
- Tsuyoshi Yokoi
- Drug Metabolism and Toxicology, Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan.
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Witzmann FA, Richardson MR. Two-dimensional gels for toxicological drug discovery applications. Expert Opin Drug Metab Toxicol 2009; 2:103-11. [PMID: 16863472 DOI: 10.1517/17425255.2.1.103] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Two-dimensional gel electrophoresis (2DGE) continues to be a useful approach to study protein expression. Although liquid chromatographic and mass spectrometric approaches that overcome some of the limitations and labour intensity of 2DGE are increasingly popular, this electrophoretic approach still has exceptional relevance in toxicology. Despite the technical challenges, pharmacologists/toxicologists continue to use gel-based proteomics to assess the biological and health effects of chemical treatment and exposure. This brief review addresses the use of 2DGE-based proteomics in drug development and toxicology, emphasising its unique strengths and weaknesses, and considers recent developments in this strategy that have evolved to directly confront the issues of dynamic range and reproducibility that have previously limited the overall use of 2D electrophoresis.
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Affiliation(s)
- Frank A Witzmann
- Indiana University School of Medicine, Department of Cellular & Integrative Physiology, Biotechnology & Research Training Center, Indianapolis, IN 46202, USA.
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Sun N, Lu G, Lin M, Fan G, Wu Y. Subchronic toxicity and toxicokinetics of MCC-555, a novel thiazolidinedione, after 270-day repeated oral administration in dogs. ENVIRONMENTAL TOXICOLOGY AND PHARMACOLOGY 2009; 27:237-246. [PMID: 21783946 DOI: 10.1016/j.etap.2008.10.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2008] [Revised: 10/18/2008] [Accepted: 10/21/2008] [Indexed: 05/31/2023]
Abstract
MCC-555, a treatment candidate for type 2 diabetes, is a novel thiazolidinedione which has comparatively high anti-diabetic efficacy. The present study was conducted to evaluate its toxicity and toxicokinetics in beagle dogs by oral administration at doses of 0, 6.67, 20 or 40mg/kg/day for 270 days. A 30-day recovery period was included at the end of the study to evaluate the reversibility of the toxic effects. During the treatment and recovery periods, the effects of the test agent on mortality, body weight, food consumption, hematology, serum biochemistry, urinalysis, electrocardiogram (ECG), organ weights, bone marrow and histopathology were examined. There were no treatment-related mortalities. Vomiting was observed in dogs receiving 40mg/kg/day during administration, but the dogs recovered within 1h after oral administration. Significant increases in total bilirubin and alkaline phosphatase were observed in dogs receiving the 40mg/kg/day dose during the treatment period, but the levels returned toward normal during the 30-day recovery period. Mild hydropic or fatty degeneration in the liver and inflammatory cell infiltration in the hepatic lobule or portal area was also observed sporadically without a dose-dependent relationship at the end of treatment and recovery periods. The most apparent toxicity in dogs was in the digestive system. However, these toxic effects of MCC-555 were transient and reversible. The accumulation of MCC-555 after 270-day oral administration was not notable at the toxic dose of 40mg/kg/day and the no-observed-adverse-effect level (NOAEL) was 20mg/kg/day. No differences in toxicokinetics of MCC-555 were observed between male and female dogs and no significant accumulation of MCC-555 was observed in tissues after 270 days of repeated treatments. MCC-555 distribution into different organs showed a higher penetration in the liver, kidneys and testes, followed by the ovaries and uterus. Metabolites and the metabolic style of MCC-555 are to be approved.
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Affiliation(s)
- Ning Sun
- Department of Pharmaceutical Analysis, School of Pharmacy, Second Military Medical University, No. 325 Guohe Road, Shanghai 200433, PR China; Shanghai Key Laboratory for Pharmaceutical Metabolite Research, No. 325 Guohe Road, Shanghai 200433, PR China; Shanghai Research Centre for Drug (Chinese Materia Medica) Metabolism, No. 325 Guohe Road, Shanghai 200433, PR China
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13
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Wu MC, Zhang L, Wang Z, Christiani DC, Lin X. Sparse linear discriminant analysis for simultaneous testing for the significance of a gene set/pathway and gene selection. ACTA ACUST UNITED AC 2009; 25:1145-51. [PMID: 19168911 DOI: 10.1093/bioinformatics/btp019] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
MOTIVATION Pathway and gene set-based approaches for the analysis of gene expression profiling experiments have become increasingly popular for addressing problems associated with individual gene analysis. Since most genes are not differently expressed, existing gene set tests, which consider all the genes within a gene set, are subject to considerable noise and power loss, a concern exacerbated in studies in which the degree of differential expression is moderate for truly differentially expressed genes. For a significantly differentially expressed pathway, it is also of substantial interest to select important genes that drive the differential expression of the pathway. METHODS We develop a unified framework to jointly test the significance of a pathway and to select a subset of genes that drive the significant pathway effect. To achieve dimension reduction and gene selection, we decompose each gene pathway into a single score by using a regularized form of linear discriminant analysis, called sparse linear discriminant analysis (sLDA). Testing for the significance of the pathway effect proceeds via permutation of the sLDA score. The sLDA-based test is compared with competing approaches with simulations and two applications: a study on the effect of metal fume exposure on immune response and a study of gene expression profiles among Type II Diabetes patients. RESULTS Our results show that sLDA-based testing provides a powerful approach to test for the significance of a differentially expressed pathway and gene selection. AVAILABILITY An implementation of the proposed sLDA-based pathway test in the R statistical computing environment is available at http://www.hsph.harvard.edu/~mwu/software/. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Michael C Wu
- Department of Biostatistics, Harvard School of Public Health, 655 Huntington Ave., Boston, MA 02115, USA
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Merrick BA. Toxicoproteomics: Correlating Tissue and Serum Proteomics in Liver Injury. Clin Proteomics 2008. [DOI: 10.1002/9783527622153.ch24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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15
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Uetrecht J. Idiosyncratic drug reactions: past, present, and future. Chem Res Toxicol 2007; 21:84-92. [PMID: 18052104 DOI: 10.1021/tx700186p] [Citation(s) in RCA: 175] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Although the major working hypothesis for the mechanism of idiosyncratic drug reactions (IDRs), the hapten hypothesis, has not changed since 1987, several hypotheses have been added, for example, the danger hypothesis and the pharmaceutical interaction hypothesis. Genetic studies have found that several IDRs are linked to specific HLA genes, providing additional evidence that they are immune-mediated. Evidence that most IDRs are caused by reactive metabolites has led pharmaceutical companies to avoid drug candidates that form significant amounts of reactive metabolites; however, at least one IDR, ximelagatran-induced liver toxicity, does not appear to be caused by a reactive metabolite. It is possible that there are biomarkers such as those related to cell stress that would predict that a drug candidate would cause a significant incidence of IDRs; however, there has been no systematic study of the changes in gene expression induced by drugs known to cause IDRs. A major impediment to the study of the mechanisms of IDRs is the paucity of valid animal models, and if we had a better mechanistic understanding, it should be easier to develop such models. There is growing evidence that these adverse reactions are more varied and complex than previously recognized, and it is unlikely that a quick fix will be achieved. However, IDRs are an important cause of patient morbidity and mortality and markedly increase the uncertainty of drug development; therefore, continued basic research in this area is essential.
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Affiliation(s)
- Jack Uetrecht
- Leslie Dan Facultyof Pharmacy, University of Toronto, Toronto, Canada.
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Liguori MJ, Waring JF. Investigations toward enhanced understanding of hepatic idiosyncratic drug reactions. Expert Opin Drug Metab Toxicol 2007; 2:835-46. [PMID: 17125404 DOI: 10.1517/17425255.2.6.835] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Idiosyncratic drug reactions (IDRs) of a hepatic origin are a major health concern and a notoriously difficult challenge for the pharmaceutical industry. These types of adverse events are rare, with a typical occurrence of 1 in 100 to 1 in 100,000 patients. Typical adverse outcomes are most likely statistically impossible to predict in traditional preclinical safety studies or clinical trials. Unfortunately, these reactions can pose a significant risk to the public health, resulting in devastating consequences such as irreversible liver injury, liver transplantation and fatality. This review provides many examples of experimental efforts that are underway for a better understanding of molecular events that may be responsible for IDRs. A list of existing hypotheses for IDRs is also provided, each with current literature examples or supporting evidence. The possibilities for developing suitable animal models for the prediction and characterisation of IDRs are elaborated, especially for a drug-inflammation interaction rat model of hepatic IDR. The need for predictive biomarkers of IDR is addressed, with the exploration of some possible candidates. Finally, the use of primary human hepatocyte culture systems is explored as an in vitro system, with application for providing an increased mechanistic knowledge of IDR. Several examples of informative studies on the nature of IDRs that employ toxicogenomic and proteomic technologies are summarised.
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Affiliation(s)
- Michael J Liguori
- Abbott Laboratories, Department of Cellular, Molecular, and Exploratory Toxicology, Abbott Park, IL 60064, USA
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Abstract
PURPOSE OF REVIEW To summarize the pertinent case reports, case series and clinical studies that described clinical, histological, epidemiological and mechanistic features of drug-induced liver disease in 2005. RECENT FINDINGS Acetaminophen, highly active antiretroviral therapy and drugs for tuberculosis retained their preeminent position as the most commonly reported agents causing drug-induced liver disease, with acetaminophen continuing to be the leading cause of acute liver failure in the USA. While the frequency of drug-induced liver disease remains low, a large case-series of acute drug-induced liver disease from Spain and Sweden supported the observation that acute hepatocellular jaundice from a drug is associated with death or the need for transplant in at least 10% (known as Hy's Law). With respect to using potentially hepatotoxic medications in patients with underlying liver disease, statins and second-generation thiazolidinediones were shown to be safe when used in patients with elevated baseline alanine aminotransferase or aspartate aminotransferase levels. SUMMARY Drug-induced liver disease remains an important cause of acute liver failure, and research efforts by the National Institutes of Health and others are underway to better determine the risk factors and other host susceptibilities that will allow for the safer use of drugs in the future.
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Affiliation(s)
- James H Lewis
- Division of Gastroenterology, Georgetown University Medical Center, Washington DC 20007, USA.
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