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Zhang S, Orozco CC, Tang LWT, Racich J, Carlo AA, Chang G, Tess D, Keefer C, Di L. Characterization and Applications of Permeabilized Hepatocytes in Drug Discovery. AAPS J 2024; 26:38. [PMID: 38548986 DOI: 10.1208/s12248-024-00907-9] [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: 01/17/2024] [Accepted: 03/02/2024] [Indexed: 04/02/2024] Open
Abstract
Hepatocytes are one of the most physiologically relevant in vitro liver systems for human translation of clearance and drug-drug interactions (DDI). However, the cell membranes of hepatocytes can limit the entry of certain compounds into the cells for metabolism and DDI. Passive permeability through hepatocytes can be different in vitro and in vivo, which complicates the human translation. Permeabilized hepatocytes offer a useful tool to probe mechanistic understanding of permeability-limited metabolism and DDI. Incubation with saponin of 0.01% at 0.5 million cells/mL and 0.05% at 5 million cells/mL for 5 min at 37°C completely permeabilized the plasma membrane of hepatocytes, while leaving the membranes of subcellular organelles intact. Permeabilized hepatocytes maintained similar enzymatic activity as intact unpermeabilized hepatocytes and can be stored at -80°C for at least 7 months. This approach reduces costs by preserving leftover hepatocytes. The relatively low levels of saponin in permeabilized hepatocytes had no significant impact on the enzymatic activity. As the cytosolic contents leak out from permeabilized hepatocytes, cofactors need to be added to enable metabolic reactions. Cytosolic enzymes will no longer be present if the media are removed after cells are permeabilized. Hence permeabilized hepatocytes with and without media removal may potentially enable reaction phenotyping of cytosolic enzymes. Although permeabilized hepatocytes work similarly as human liver microsomes and S9 fractions experimentally requiring addition of cofactors, they behave more like hepatocytes maintaining enzymatic activities for over 4 h. Permeabilized hepatocytes are a great addition to the drug metabolism toolbox to provide mechanistic insights.
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Affiliation(s)
- Sam Zhang
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - Christine C Orozco
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - Lloyd Wei Tat Tang
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - Jillian Racich
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - Anthony A Carlo
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - George Chang
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - David Tess
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - Christopher Keefer
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA
| | - Li Di
- Pharmacokinetics, Dynamics and Metabolism, Pfizer Worldwide Research and Development, Groton, Connecticut, 06340, USA.
- Recursion Pharmaceuticals, Salt Lake City, Utah, 84101, USA.
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Arian CM, Imaoka T, Yang J, Kelly EJ, Thummel KE. Gutsy science: In vitro systems of the human intestine to model oral drug disposition. Pharmacol Ther 2022; 230:107962. [PMID: 34478775 PMCID: PMC8821120 DOI: 10.1016/j.pharmthera.2021.107962] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 07/07/2021] [Accepted: 07/13/2021] [Indexed: 02/03/2023]
Abstract
The intestine has important gate-keeping functions that can profoundly affect the systemic blood exposure of orally administered drugs. Thus, characterizing a new molecular entity's (NME) disposition within the intestine is of utmost importance in drug development. While currently used in vitro systems, such as Ussing chamber, precision-cut intestinal slices, immortalized cell lines, and primary enterocytes provide substantial knowledge about drug absorption and the intestinal first-pass effect, they remain sub-optimal for quantitatively predicting this process and the oral bioavailability of many drugs. Use of novel in vitro systems such as intestinal organoids and intestinal microphysiological systems have provided substantial advances over the past decade, expanding our understanding of intestinal physiology, pathology, and development. However, application of these emerging in vitro systems in the pharmaceutical science is in its infancy. Preliminary work has demonstrated that these systems more accurately recapitulate the physiology and biochemistry of the intact intestine, as it relates to oral drug disposition, and thus they hold considerable promise as preclinical testing platforms of the future. Here we review currently used and emerging in vitro models of the human intestine employed in pharmaceutical science research. We also highlight aspects of these emerging tools that require further study.
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Affiliation(s)
- Christopher M Arian
- Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, WA 98195, USA
| | - Tomoki Imaoka
- Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, WA 98195, USA
| | - Jade Yang
- Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, WA 98195, USA
| | - Edward J Kelly
- Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, WA 98195, USA
| | - Kenneth E Thummel
- Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, WA 98195, USA.
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Wei H, Li AP. Permeabilized cryopreserved human hepatocytes as an exogenous metabolic system in a novelmetabolism-dependent cytotoxicity assay (MDCA) for the evaluation of metabolic activation anddetoxification of drugs associated with drug induced liver injuries: Results with acetaminophen,amiodarone, cyclophosphamide, ketoconazole, nefazodone, and troglitazone. Drug Metab Dispos 2021; 50:140-149. [PMID: 34750194 DOI: 10.1124/dmd.121.000645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Accepted: 11/05/2021] [Indexed: 11/22/2022] Open
Abstract
We report here a novel in vitro experimental system, the metabolism-dependent cytotoxicity assay (MDCA), for the definition of the roles of hepatic drug metabolism in toxicity. MDCA employs permeabilized cofactor-supplemented cryopreserved human hepatocytes (MetMax{trade mark, serif} human hepatocytes, MMHH), as an exogenous metabolic activating system, and HEK-293 cells, a cell line devoid of drug metabolizing enzyme activity, as target cells for the quantification of drug toxicity. The assay was performed in the presence and absence of cofactors for key drug metabolism pathways known to play key roles in drug toxicity: NADPH/NAD+ for phase 1 oxidation, UDPGA for UGT mediated glucuronidation, PAPS for SULT mediated sulfation, and GSH for GST mediated GSH conjugation. Six drugs with clinically significant hepatoxicity, resulting in liver failure or a need for liver transplantation: acetaminophen, amiodarone, cyclophosphamide, ketoconazole, nefazodone and troglitazone were evaluated. All six drugs exhibited cytotoxicity enhancement by NADPH, suggesting metabolic activation via phase 1 oxidation. Attenuation of cytotoxicity by UDPGA was observed for acetaminophen, ketoconazole and troglitazone, by PAPS for acetaminophen, ketoconazole and troglitazone, and by GSH for all six drugs. Our results suggest that MDCA can be applied towards the elucidation of metabolic activation and detoxification pathways, providing information that can be applied in drug development to guide structure optimization to reduce toxicity and to aid the assessment of metabolism-based risk factors for drug toxicity. GSH detoxification represents an endpoint for the identification of drugs forming cytotoxic reactive metabolites, a key property of drugs with idiosyncratic hepatotoxicity. Significance Statement Application of the metabolism-dependent cytotoxicity assay (MDCA) for the elucidation of the roles of metabolic activation and detoxification pathways in drug toxicity may provide information to guide structure optimization in drug development to reduce hepatotoxic potential, and to aid the assessment of metabolism-based risk factors. GSH detoxification represents an endpoint for the identification of drugs forming cytotoxic reactive metabolites may be applied towards the evaluation of idiosyncratic hepatotoxicity.
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Affiliation(s)
- Hong Wei
- In Vitro ADMET Laboratories, United States
| | - Albert P Li
- In Vitro ADMET Laboratories Inc., United States
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Keefer C, Chang G, Carlo A, Novak JJ, Banker M, Carey J, Cianfrogna J, Eng H, Jagla C, Johnson N, Jones R, Jordan S, Lazzaro S, Liu J, Scott Obach R, Riccardi K, Tess D, Umland J, Racich J, Varma M, Visswanathan R, Di L. Mechanistic insights on clearance and inhibition discordance between liver microsomes and hepatocytes when clearance in liver microsomes is higher than in hepatocytes. Eur J Pharm Sci 2020; 155:105541. [DOI: 10.1016/j.ejps.2020.105541] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 08/18/2020] [Accepted: 09/08/2020] [Indexed: 02/06/2023]
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Davies M, Peramuhendige P, King L, Golding M, Kotian A, Penney M, Shah S, Manevski N. Evaluation of In Vitro Models for Assessment of Human Intestinal Metabolism in Drug Discovery. Drug Metab Dispos 2020; 48:1169-1182. [DOI: 10.1124/dmd.120.000111] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Accepted: 08/07/2020] [Indexed: 12/28/2022] Open
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Li AP. In Vitro Human Cell–Based Experimental Models for the Evaluation of Enteric Metabolism and Drug Interaction Potential of Drugs and Natural Products. Drug Metab Dispos 2020; 48:980-992. [DOI: 10.1124/dmd.120.000053] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 06/18/2020] [Indexed: 12/14/2022] Open
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Palacharla VRC, Chunduru P, Ajjala DR, Bhyrapuneni G, Nirogi R, Li AP. Development and Validation of a Higher-Throughput Cytochrome P450 Inhibition Assay with the Novel Cofactor-Supplemented Permeabilized Cryopreserved Human Hepatocytes (MetMax Human Hepatocytes). Drug Metab Dispos 2019; 47:1032-1039. [PMID: 31375472 DOI: 10.1124/dmd.119.088237] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Accepted: 07/22/2019] [Indexed: 11/22/2022] Open
Abstract
Here, we report the application of a novel hepatocyte system, the cofactor-supplemented permeabilized cryopreserved human hepatocytes [MetMax human hepatocytes (MMHHs)] in a higher-throughput 384-well plate assay for the evaluation of cytochrome P450 (P450) inhibition. The assay was created to develop physiologically relevant P450 inhibition information, taking advantage of the complete organelle composition and their associated drug-metabolizing enzymes of the MMHH but with the ease of use of human liver microsomes, including storage at -80°C instead of in liquid nitrogen, and thaw and use without centrifugation and microscopic evaluation as required for intact hepatocytes. Nine key P450 isoforms for drug metabolism (CYP1A2, CYP2A6, CYP2B6, CYP2C8, CYP2C9, CYP2C19, CYP2D6, CYP2E1, and CYP3A4) were evaluated using multiple isoform-selective inhibitors. Results with MMHH were found to be comparable to those obtained with intact cryopreserved human hepatocytes (CHHs). Isoform-selective drug-metabolizing enzyme pathways evaluated were phenacetin O-deethylation (CYP1A2), coumarin 7-hydroxylation (CYP2A6), bupropion hydroxylation (CYP2B6), amodiaquine N-deethylation (CYP2C8), diclofenac 4-hydroxylation (CYP2C9), s-mephenytoin 4'-hydroxylation (CYP2C19), dextromethorphan O-demethylation (CYP2D6), chlorzoxazone 6-hydroxylation (CYP2E1), and midazolam 1'-hydroxylation and testosterone 6β-hydroxylation (CYP3A4). The Km values obtained with MMHHs were comparable with those reported in the literature for CHHs. Using substrate concentrations at or near Km values, the IC50 values for the standard inhibitors against the P450 activities were found to be comparable between MMHHs and CHHs, with 73% and 84% of values falling within 2-fold and 3-fold, respectively, from the line of unity. The results indicate that MMHHs can be an efficient experimental system for the evaluation of P450 inhibition in hepatocytes. SIGNIFICANCE STATEMENT: MetMax human hepatocytes (MMHHs) are cofactor-supplemented cryopreserved human hepatocytes with the complete drug-metabolizing enzyme pathways of the conventional hepatocytes but with the convenience of human liver microsomes, including storage at -80°C instead of in liquid nitrogen, and direct thaw and use without a need for centrifugation and microscopic examination. Here, we report the application of MMHH in a high-throughput assay in a 384-well plate format for the evaluation of cytochrome P450 (P450) inhibition. Our results show that data obtained with MMHH are similar to those with conventional hepatocytes, suggesting that the MMHH 384-well P450 inhibition assay can be used routinely for the evaluation of drug-drug interaction potential of new chemical entities in drug development.
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Affiliation(s)
- Veera Raghava Choudary Palacharla
- Drug Metabolism and Pharmacokinetics, Suven Life Sciences Ltd., Jeedimetla, Hyderabad, India (V.R.C.P., G.B., R.N.); Bio-analysis, Suven Life Sciences Ltd., Pashamylaram, Medak, India (P.C., D.R.A.); and In Vitro ADMET Laboratories Inc., Columbia, Maryland (A.P.L.)
| | - Prathyusha Chunduru
- Drug Metabolism and Pharmacokinetics, Suven Life Sciences Ltd., Jeedimetla, Hyderabad, India (V.R.C.P., G.B., R.N.); Bio-analysis, Suven Life Sciences Ltd., Pashamylaram, Medak, India (P.C., D.R.A.); and In Vitro ADMET Laboratories Inc., Columbia, Maryland (A.P.L.)
| | - Devender Reddy Ajjala
- Drug Metabolism and Pharmacokinetics, Suven Life Sciences Ltd., Jeedimetla, Hyderabad, India (V.R.C.P., G.B., R.N.); Bio-analysis, Suven Life Sciences Ltd., Pashamylaram, Medak, India (P.C., D.R.A.); and In Vitro ADMET Laboratories Inc., Columbia, Maryland (A.P.L.)
| | - Gopinadh Bhyrapuneni
- Drug Metabolism and Pharmacokinetics, Suven Life Sciences Ltd., Jeedimetla, Hyderabad, India (V.R.C.P., G.B., R.N.); Bio-analysis, Suven Life Sciences Ltd., Pashamylaram, Medak, India (P.C., D.R.A.); and In Vitro ADMET Laboratories Inc., Columbia, Maryland (A.P.L.)
| | - Ramakrishna Nirogi
- Drug Metabolism and Pharmacokinetics, Suven Life Sciences Ltd., Jeedimetla, Hyderabad, India (V.R.C.P., G.B., R.N.); Bio-analysis, Suven Life Sciences Ltd., Pashamylaram, Medak, India (P.C., D.R.A.); and In Vitro ADMET Laboratories Inc., Columbia, Maryland (A.P.L.)
| | - Albert P Li
- Drug Metabolism and Pharmacokinetics, Suven Life Sciences Ltd., Jeedimetla, Hyderabad, India (V.R.C.P., G.B., R.N.); Bio-analysis, Suven Life Sciences Ltd., Pashamylaram, Medak, India (P.C., D.R.A.); and In Vitro ADMET Laboratories Inc., Columbia, Maryland (A.P.L.)
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Li AP, Amaral K, Ho MCD. A Novel In vitro Experimental System for the Evaluation of Enteric Drug Metabolism: Cofactor-Supplemented Permeabilized Cryopreserved Human Enterocytes (MetMax™ Cryopreserved Human Enterocytes). Drug Metab Lett 2019; 12:132-137. [PMID: 30124163 PMCID: PMC6350199 DOI: 10.2174/1872312812666180820142141] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2018] [Revised: 08/03/2018] [Accepted: 08/08/2018] [Indexed: 12/16/2022]
Abstract
Background: We report here an evaluation of a novel experimental system- cofactor-supplemented permeabilized cryopreserved human enterocytes (MetMax™ cryopreserved human entero-cytes (MMHE), patent pending) for applications in the evaluation of enteric drug metabolism. A major advantage of MMHE over Conventional Cryopreserved Human Enterocytes (CCHE) is the simplification of the use procedures including storage at -80°C instead of in liquid nitrogen, and use of the cells imme-diately after thawing without a need for centrifugation and microscopic evaluation of cell density and via-bility and cell density adjustment. Methods: In this study, we compared MMHE and CCHE in key phase 1 oxidation and phase 2 conjuga-tion Drug Metabolism Enzyme (DME) activities that we recently reported for cryopreserved human en-terocytes: CYP2C9 (diclofenac 4’- hydroxylation), CYP2C19 (s-mephenytoin hydroxylation), CYP3A4 (midazolam 1’-hydroxylation), CYP2J2 (astemizole O-demethylation), uridine 5'-diphospho-glucuronosyltransferase (UGT; 7-hydroxycoumarin glucuronidation), sulfotransferase (SULT; 7-hydroxycoumarin sulfation), N-acetyl transferase-1 (NAT-1; p-benzoic acid N-acetylation), and carboxy-esterase-2 (CES-2; hydrolysis of irinotecan to SN38). Both CCHE and MMHE were active in all the DME pathways evaluated, with specific activities of MMHE ranged from 142% (CYP2C9) to 1713% (UGT) of that for CCHE. β-hydroxylation and testosterone 6. Result and Conclusion: Our results suggest that the MMHE system represents a convenient and robust in vitro experimental system for the evaluation of enteric drug metabolism
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Affiliation(s)
- Albert P Li
- In vitro ADMET Laboratories Inc., 9221 Rumsey Road, Suite 8, Malden, MA 02148, USA and Boston Hepatocyte Technology Center, In vitro ADMET Laboratories, 389 Main St, Ste 301, Malden, MA 02148, United States
| | - Kirsten Amaral
- In vitro ADMET Laboratories Inc., 9221 Rumsey Road, Suite 8, Malden, MA 02148, USA and Boston Hepatocyte Technology Center, In vitro ADMET Laboratories, 389 Main St, Ste 301, Malden, MA 02148, United States
| | - Ming-Chih D Ho
- In vitro ADMET Laboratories Inc., 9221 Rumsey Road, Suite 8, Malden, MA 02148, USA and Boston Hepatocyte Technology Center, In vitro ADMET Laboratories, 389 Main St, Ste 301, Malden, MA 02148, United States
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Sawant-Basak A, Obach RS. Emerging Models of Drug Metabolism, Transporters, and Toxicity. Drug Metab Dispos 2019; 46:1556-1561. [PMID: 30333205 DOI: 10.1124/dmd.118.084293] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Accepted: 09/14/2018] [Indexed: 12/13/2022] Open
Abstract
This commentary summarizes expert mini-reviews and original research articles that have been assembled in a special issue on novel models of drug metabolism and disposition. The special issue consists of research articles or reviews on novel static or micro-flow based models of the intestine, liver, eye, and kidney. This issue reviews static intestinal systems like mucosal scrapings and cryopreserved intestinal enterocytes, as well as novel bioengineered or chemically engineered intestinal models derived from primary human tissue, iPSCs, enteroids, and crypts. Experts have reviewed hepatic systems like cryopermeabilized Metmax hepatocytes and longer term, hepatocyte coculture system from HµREL, yielding in vivo-like primary and secondary drug metabolite profiles. Additional liver models, including micropattern hepatocyte coculture, 3D liver spheroids, and microflow systems, applicable to the study of drug disposition and toxicology have also been reviewed. In this commentary, we have outlined expert opinions and current efforts on hepatic- and nephrotoxicity models. Ocular disposition models including corneal permeability models have been included within this special issue. This commentary provides a summary of in vivo mini-reviews of the issue, which have discussed the applications and drawbacks of pig and humanized mice models of P450, UGT, and rat organic anionic transporting polypeptide 1a4. While not extensively reviewed, novel positron emissions tomography imaging-based approaches to study the distribution of xenobiotics have been highlighted. This commentary also outlines in vitro and in vivo models of drug metabolism derived from breakthrough genetic, chromosomal, and tissue engineering techniques. The commentary concludes by providing a futuristic view of the novel models discussed in this issue.
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Affiliation(s)
- Aarti Sawant-Basak
- Pfizer Worldwide Research & Development, Clinical Pharmacology, Cambridge, Massachusetts (A.S.-B.) and Pfizer Worldwide Research & Development, Pharmacokinetics, Dynamics, and Metabolism, Groton, Connecticut (R.S.O.)
| | - R Scott Obach
- Pfizer Worldwide Research & Development, Clinical Pharmacology, Cambridge, Massachusetts (A.S.-B.) and Pfizer Worldwide Research & Development, Pharmacokinetics, Dynamics, and Metabolism, Groton, Connecticut (R.S.O.)
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Docci L, Parrott N, Krähenbühl S, Fowler S. Application of New Cellular and Microphysiological Systems to Drug Metabolism Optimization and Their Positioning Respective to In Silico Tools. SLAS DISCOVERY 2019; 24:523-536. [PMID: 30817893 DOI: 10.1177/2472555219831407] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
New cellular model systems for drug metabolism applications, such as advanced 2D liver co-cultures, spheroids, and microphysiological systems (MPSs), offer exciting opportunities to reproduce human biology more closely in vitro with the aim of improving predictions of pharmacokinetics, drug-drug interactions, and efficacy. These advanced cellular systems have quickly become established for human intrinsic clearance determination and have been validated for several other absorption, distribution, metabolism, and excretion (ADME) applications. Adoption will be driven through the demonstration of clear added value, for instance, by more accurate and precise clearance predictions and by more reliable extrapolation of drug interaction potential leading to faster progression to pivotal proof-of-concept studies. New experimental systems are attractive when they can (1) increase experimental capacity, removing optimization bottlenecks; (2) improve measurement quality of ADME properties that impact pharmacokinetics; and (3) enable measurements to be made that were not previously possible, reducing risk in ADME prediction and candidate selection. As new systems become established, they will find their place in the repository of tools used at different stages of the research and development process, depending on the balance of value, throughput, and cost. In this article, we give a perspective on the integration of these new methodologies into ADME optimization during drug discovery, and the likely applications and impacts on drug development.
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Affiliation(s)
- Luca Docci
- 1 Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Centre Basel, Basel, Switzerland.,2 Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Neil Parrott
- 1 Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Centre Basel, Basel, Switzerland
| | | | - Stephen Fowler
- 1 Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Centre Basel, Basel, Switzerland
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