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Miao X, Dear GJ, Beaumont C, Vitulli G, Collins G, Gorycki PD, Harrell AW, Sakatis MZ. Cyanide Trapping of Iminium Ion Reactive Metabolites: Implications for Clinical Hepatotoxicity. Chem Res Toxicol 2024; 37:698-710. [PMID: 38619497 DOI: 10.1021/acs.chemrestox.3c00402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
Reactive metabolite formation is a major mechanism of hepatotoxicity. Although reactive electrophiles can be soft or hard in nature, screening strategies have generally focused on the use of glutathione trapping assays to screen for soft electrophiles, with many data sets available to support their use. The use of a similar assay for hard electrophiles using cyanide as the trapping agent is far less common, and there is a lack of studies with sufficient supporting data. Using a set of 260 compounds with a defined hepatotoxicity status by the FDA, a comprehensive literature search yielded cyanide trapping data on an unbalanced set of 20 compounds that were all clinically hepatotoxic. Thus, a further set of 19 compounds was selected to generate cyanide trapping data, resulting in a more balanced data set of 39 compounds. Analysis of the data demonstrated that the cyanide trapping assay had high specificity (92%) and a positive predictive value (83%) such that hepatotoxic compounds would be confidently flagged. Structural analysis of the adducts formed revealed artifactual methylated cyanide adducts to also occur, highlighting the importance of full structural identification to confirm the nature of the adduct formed. The assay was demonstrated to add the most value for compounds containing typical structural alerts for hard electrophile formation: half of the severe hepatotoxins with these structural alerts formed cyanide adducts, while none of the severe hepatotoxins with no relevant structural alerts formed adducts. The assay conditions used included cytosolic enzymes (e.g., aldehyde oxidase) and an optimized cyanide concentration to minimize the inhibition of cytochrome P450 enzymes by cyanide. Based on the demonstrated added value of this assay, it is to be initiated for use at GSK as part of the integrated hepatotoxicity strategy, with its performance being reviewed periodically as more data is generated.
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Affiliation(s)
- Xiusheng Miao
- Drug Metabolism and Pharmacokinetics, GSK, Collegeville, Pennsylvania 19426, United States
| | - Gordon J Dear
- Drug Metabolism and Pharmacokinetics, GSK, Stevenage, Hertfordshire SG1 2NY, U.K
| | - Claire Beaumont
- Drug Metabolism and Pharmacokinetics, GSK, Stevenage, Hertfordshire SG1 2NY, U.K
| | - Giovanni Vitulli
- Drug Metabolism and Pharmacokinetics, GSK, Stevenage, Hertfordshire SG1 2NY, U.K
| | - Gary Collins
- Drug Metabolism and Pharmacokinetics, GSK, Stevenage, Hertfordshire SG1 2NY, U.K
| | - Peter D Gorycki
- Drug Metabolism and Pharmacokinetics, GSK, Collegeville, Pennsylvania 19426, United States
| | - Andrew W Harrell
- Drug Metabolism and Pharmacokinetics, GSK, Stevenage, Hertfordshire SG1 2NY, U.K
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Umemori Y, Handa K, Yoshimura S, Kageyama M, Iijima T. Development of a Novel In Silico Classification Model to Assess Reactive Metabolite Formation in the Cysteine Trapping Assay and Investigation of Important Substructures. Biomolecules 2024; 14:535. [PMID: 38785942 PMCID: PMC11117661 DOI: 10.3390/biom14050535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 04/25/2024] [Accepted: 04/26/2024] [Indexed: 05/25/2024] Open
Abstract
Predicting whether a compound can cause drug-induced liver injury (DILI) is difficult due to the complexity of drug mechanism. The cysteine trapping assay is a method for detecting reactive metabolites that bind to microsomes covalently. However, it is cumbersome to use 35S isotope-labeled cysteine for this assay. Therefore, we constructed an in silico classification model for predicting a positive/negative outcome in the cysteine trapping assay. We collected 475 compounds (436 in-house compounds and 39 publicly available drugs) based on experimental data performed in this study, and the composition of the results showed 248 positives and 227 negatives. Using a Message Passing Neural Network (MPNN) and Random Forest (RF) with extended connectivity fingerprint (ECFP) 4, we built machine learning models to predict the covalent binding risk of compounds. In the time-split dataset, AUC-ROC of MPNN and RF were 0.625 and 0.559 in the hold-out test, restrictively. This result suggests that the MPNN model has a higher predictivity than RF in the time-split dataset. Hence, we conclude that the in silico MPNN classification model for the cysteine trapping assay has a better predictive power. Furthermore, most of the substructures that contributed positively to the cysteine trapping assay were consistent with previous results.
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Affiliation(s)
| | - Koichi Handa
- DMPK Research Department, Teijin Institute for Bio-Medical Research, TEIJIN PHARMA LIMITED, 4-3-2 Asahigaoka, Hino-shi, Tokyo 191-8512, Japan; (Y.U.); (S.Y.); (M.K.); (T.I.)
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Najjar A, Ellison CA, Gregoire S, Hewitt NJ. Practical application of the interim internal threshold of toxicological concern (iTTC): a case study based on clinical data. Arch Toxicol 2023; 97:155-164. [PMID: 36149470 PMCID: PMC9816204 DOI: 10.1007/s00204-022-03371-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 08/25/2022] [Indexed: 01/19/2023]
Abstract
We present a case study that provides a practical step-by-step example of how the internal Threshold of Toxicological Concern (iTTC) can be used as a tool to refine a TTC-based assessment for dermal exposures to consumer products. The case study uses a theoretical scenario where there are no systemic toxicity data for the case study chemicals (avobenzone, oxybenzone, octocrylene, homosalate, octisalate, octinoxate, and ecamsule). Human dermal pharmacokinetic data following single and repeat dermal exposure to products containing the case study chemicals were obtained from data published by the US FDA. The clinical studies utilized an application procedure that followed maximal use conditions (product applied as 2 mg/cm2 to 75% of the body surface area, 4 times a day). The case study chemicals were first reviewed to determine if they were in the applicability domain of the iTTC, and then, the human plasma concentrations were compared to an iTTC limit of 1 µM. When assessed under maximum usage, the external exposure of all chemicals exceeded the external dose TTC limits. By contrast, the internal exposure to all chemicals, except oxybenzone, was an order of magnitude lower than the 1 µM interim iTTC threshold. This work highlights the importance of understanding internal exposure relative to external dose and how the iTTC can be a valuable tool for assessing low-level internal exposures; additionally, the work demonstrates how to use an iTTC, and highlights considerations and refinement opportunities for the approach.
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Affiliation(s)
| | - Corie A Ellison
- The Procter & Gamble Company, 8700 Mason Montgomery Road, Cincinnati, OH, 45040, USA.
| | - Sebastien Gregoire
- L'Oreal Research & Innovation, 1, Avenue Eugène Schueller, 93601, Aulnay-sous-Bois, France
| | - Nicola J Hewitt
- Cosmetics Europe, Avenue Herrmann-Debroux 40, 1160, Brussels, Belgium
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Kakutani N, Kobayashi S, Taniguchi T, Nomura Y. A cysteine trapping assay for risk assessment of reactive acyl CoA metabolites. Xenobiotica 2022; 52:16-25. [PMID: 35084285 DOI: 10.1080/00498254.2022.2035016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
1. Some drugs with carboxylic acid moieties can potentially cause rare but severe hepatotoxicity. The reactive chemical species generated by drug metabolism are thought to be one reason for this event. Although the phase II conjugation metabolism of carboxylic acids generally renders a compound more polar and inactive, it is also responsible for the formation of reactive metabolites.2. This study aimed to provide a new approach toward the risk assessment of carboxylic acids in the aspect of reactive acyl CoA metabolites.3. Although acyl CoA metabolites have been concerned, it is difficult to detect them because of its instability. We investigated the trapping agents for acyl CoA metabolites. We found that cysteine is a good trapping agent and developed an assay method for the reactivity of acyl CoA metabolites. We evaluated 17 drugs with carboxylic acid moieties, all drugs concerned with hepatotoxicity displayed reactive potential. With a consideration of the exposure of each parent drug, the correlation between drug labels and the calculated risk of carboxylic drugs was improved.4. These evaluations can be conducted without radiochemical reagents or the authentic standards of metabolites. We believe that the method will be beneficial for drug discovery.
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Affiliation(s)
- Nobuyuki Kakutani
- Japan Tobacco Inc Central Pharmaceutical Research Institute, Drug Metabolism & Pharmacokinetics Research Laboratories, 1-1, Murasaki-cho, Takatsuki, 569-1125 Japan
| | - Satoru Kobayashi
- Japan Tobacco Inc Central Pharmaceutical Research Institute, Drug Metabolism & Pharmacokinetics Research Laboratories, 1-1, Murasaki-cho, Takatsuki, 569-1125 Japan
| | - Toshio Taniguchi
- Japan Tobacco Inc Central Pharmaceutical Research Institute, Drug Metabolism & Pharmacokinetics Research Laboratories, 1-1, Murasaki-cho, Takatsuki, 569-1125 Japan
| | - Yukihiro Nomura
- Japan Tobacco Inc Central Pharmaceutical Research Institute, Drug Metabolism & Pharmacokinetics Research Laboratories, 1-1, Murasaki-cho, Takatsuki, 569-1125 Japan
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Harada K, Kohara H, Yukawa T, Matsumiya K, Shinozawa T. Cell-based high-throughput screening for the evaluation of reactive metabolite formation potential. Toxicol In Vitro 2021; 74:105159. [PMID: 33823239 DOI: 10.1016/j.tiv.2021.105159] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 03/24/2021] [Accepted: 04/02/2021] [Indexed: 11/18/2022]
Abstract
Here, we established a high-throughput in vitro assay system to predict reactive metabolite (RM) formation. First, we performed the glutathione (GSH) consumption assay to monitor GSH levels as an index of RM formation potential using HepaRG cells pretreated with 500 μM D,L-buthionine-(S,R)-sulfoximine (BSO) and then treated with ticlopidine and diclofenac. Both drugs, under GSH-reduced conditions, significantly decreased relative cellular GSH content by 70% and 34%, respectively, compared with that in cells not pretreated with BSO. Next, we examined the correlation between GSH consumption and covalent binding assays; the results showed good correlation (correlation coefficient = 0.818). We then optimized the test compound concentration for evaluating RM formation potential using 76 validation compound sets, and the highest sensitivity (53%) was observed at 100 μM. Finally, using HepG2 cells, PXB-cells, and human primary hepatocytes, we examined the cell types suitable for evaluating RM formation potential. The expression of CYP3A4 was highest in HepaRG cells, suggesting the highest sensitivity (56.4%) of the GSH consumption assay. Moreover, a co-culture model of PXB-cells and HepaRG cells showed high sensitivity (72.7%) with sufficient specificity (85.7%). Thus, the GSH consumption assay can be used to effectively evaluate RM formation potential in the early stages of drug discovery.
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Affiliation(s)
- Kosuke Harada
- Drug Safety Research and Evaluation, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Hiroshi Kohara
- Drug Safety Research and Evaluation, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Tomoya Yukawa
- Drug Safety Research and Evaluation, Takeda Pharmaceutical Company Limited, 35 Landsdowne Street, Cambridge, MA 02139, USA
| | - Kouta Matsumiya
- Drug Metabolism & Pharmacokinetics Research Laboratories, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Tadahiro Shinozawa
- Drug Safety Research and Evaluation, Takeda Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan.
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Kakutani N, Iwai T, Ohno Y, Kobayashi S, Nomura Y. Evaluation of covalent binding of flutamide and its risk assessment using 19F-NMR. Xenobiotica 2020; 51:88-94. [PMID: 32876521 DOI: 10.1080/00498254.2020.1817626] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
The formation of reactive metabolites (RMs) is a problem in drug development that sometimes results in severe hepatotoxicity. As detecting RMs themselves is difficult, a covalent binding assay using expensive radiolabelled tracers is usually performed for candidate selection. This study aimed to provide a practical approach toward the risk assessment of hepatotoxicity induced by covalent binding before candidate selection. We focused on flutamide because it contains a trifluoromethyl group that shows a strong singlet peak by 19F nuclear magnetic resonance (NMR) spectrometry. The covalent binding of flutamide was evaluated using quantitative NMR and its risk for hepatotoxicity was assessed by estimating the RM burden, an index that reflects the body burden associated with RM exposure by determining the extent of covalent binding, clinical dose and in vivo clearance. The extent of covalent binding and RM burden was 296 pmol/mg/h and 37.9 mg/day, respectively. Flutamide was categorised as high risk with an RM burden >10 mg/day consistent with its clinical hepatotoxicity. These results indicate that a combination of covalent binding assay using 19F-NMR and RM burden is useful for the risk assessment of RMs without using radiolabelled compounds.
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Affiliation(s)
- Nobuyuki Kakutani
- Drug Metabolism and Pharmacokinetics Research Laboratories, Japan Tobacco Inc, Takatsuki, Japan
| | - Takahiro Iwai
- Product Development Laboratories, Japan Tobacco Inc, Takatsuki, Japan
| | - Yasushi Ohno
- Product Development Laboratories, Japan Tobacco Inc, Takatsuki, Japan
| | - Satoru Kobayashi
- Drug Metabolism and Pharmacokinetics Research Laboratories, Japan Tobacco Inc, Takatsuki, Japan
| | - Yukihiro Nomura
- Drug Metabolism and Pharmacokinetics Research Laboratories, Japan Tobacco Inc, Takatsuki, Japan
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