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Tremmel R, Hofmann U, Haag M, Schaeffeler E, Schwab M. Circulating Biomarkers Instead of Genotyping to Establish Metabolizer Phenotypes. Annu Rev Pharmacol Toxicol 2024; 64:65-87. [PMID: 37585662 DOI: 10.1146/annurev-pharmtox-032023-121106] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/18/2023]
Abstract
Pharmacogenomics (PGx) enables personalized treatment for the prediction of drug response and to avoid adverse drug reactions. Currently, PGx mainly relies on the genetic information of absorption, distribution, metabolism, and excretion (ADME) targets such as drug-metabolizing enzymes or transporters to predict differences in the patient's phenotype. However, there is evidence that the phenotype-genotype concordance is limited. Thus, we discuss different phenotyping strategies using exogenous xenobiotics (e.g., drug cocktails) or endogenous compounds for phenotype prediction. In particular, minimally invasive approaches focusing on liquid biopsies offer great potential to preemptively determine metabolic and transport capacities. Early studies indicate that ADME phenotyping using exosomes released from the liver is reliable. In addition, pharmacometric modeling and artificial intelligence improve phenotype prediction. However, further prospective studies are needed to demonstrate the clinical utility of individualized treatment based on phenotyping strategies, not only relying on genetics. The present review summarizes current knowledge and limitations.
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Affiliation(s)
- Roman Tremmel
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany;
- University of Tuebingen, Tuebingen, Germany
| | - Ute Hofmann
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany;
- University of Tuebingen, Tuebingen, Germany
| | - Mathias Haag
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany;
- University of Tuebingen, Tuebingen, Germany
| | - Elke Schaeffeler
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany;
- University of Tuebingen, Tuebingen, Germany
- Cluster of Excellence iFIT (EXC2180) "Image-Guided and Functionally Instructed Tumor Therapies," University of Tuebingen, Tuebingen, Germany
| | - Matthias Schwab
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany;
- University of Tuebingen, Tuebingen, Germany
- Cluster of Excellence iFIT (EXC2180) "Image-Guided and Functionally Instructed Tumor Therapies," University of Tuebingen, Tuebingen, Germany
- Departments of Clinical Pharmacology, and Pharmacy and Biochemistry, University of Tuebingen, Tuebingen, Germany
- German Cancer Consortium (DKTK), German Cancer Research Center Heidelberg (DKFZ), Partner Site, Tübingen, Germany
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Jackson KD, Achour B, Lee J, Geffert RM, Beers JL, Latham BD. Novel Approaches to Characterize Individual Drug Metabolism and Advance Precision Medicine. Drug Metab Dispos 2023; 51:1238-1253. [PMID: 37419681 PMCID: PMC10506699 DOI: 10.1124/dmd.122.001066] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Revised: 05/30/2023] [Accepted: 06/05/2023] [Indexed: 07/09/2023] Open
Abstract
Interindividual variability in drug metabolism can significantly affect drug concentrations in the body and subsequent drug response. Understanding an individual's drug metabolism capacity is important for predicting drug exposure and developing precision medicine strategies. The goal of precision medicine is to individualize drug treatment for patients to maximize efficacy and minimize drug toxicity. While advances in pharmacogenomics have improved our understanding of how genetic variations in drug-metabolizing enzymes (DMEs) affect drug response, nongenetic factors are also known to influence drug metabolism phenotypes. This minireview discusses approaches beyond pharmacogenetic testing to phenotype DMEs-particularly the cytochrome P450 enzymes-in clinical settings. Several phenotyping approaches have been proposed: traditional approaches include phenotyping with exogenous probe substrates and the use of endogenous biomarkers; newer approaches include evaluating circulating noncoding RNAs and liquid biopsy-derived markers relevant to DME expression and function. The goals of this minireview are to 1) provide a high-level overview of traditional and novel approaches to phenotype individual drug metabolism capacity, 2) describe how these approaches are being applied or can be applied to pharmacokinetic studies, and 3) discuss perspectives on future opportunities to advance precision medicine in diverse populations. SIGNIFICANCE STATEMENT: This minireview provides an overview of recent advances in approaches to characterize individual drug metabolism phenotypes in clinical settings. It highlights the integration of existing pharmacokinetic biomarkers with novel approaches; also discussed are current challenges and existing knowledge gaps. The article concludes with perspectives on the future deployment of a liquid biopsy-informed physiologically based pharmacokinetic strategy for patient characterization and precision dosing.
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Affiliation(s)
- Klarissa D Jackson
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (K.D.J., J.L., R.M.G., J.L.B., B.D.L.); and Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island (B.A.)
| | - Brahim Achour
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (K.D.J., J.L., R.M.G., J.L.B., B.D.L.); and Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island (B.A.)
| | - Jonghwa Lee
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (K.D.J., J.L., R.M.G., J.L.B., B.D.L.); and Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island (B.A.)
| | - Raeanne M Geffert
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (K.D.J., J.L., R.M.G., J.L.B., B.D.L.); and Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island (B.A.)
| | - Jessica L Beers
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (K.D.J., J.L., R.M.G., J.L.B., B.D.L.); and Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island (B.A.)
| | - Bethany D Latham
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (K.D.J., J.L., R.M.G., J.L.B., B.D.L.); and Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island (B.A.)
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Tracy TS, Chaudhry AS, Prasad B, Thummel KE, Schuetz EG, Zhong XB, Tien YC, Jeong H, Pan X, Shireman LM, Tay-Sontheimer J, Lin YS. Interindividual Variability in Cytochrome P450-Mediated Drug Metabolism. Drug Metab Dispos 2016; 44:343-51. [PMID: 26681736 PMCID: PMC4767386 DOI: 10.1124/dmd.115.067900] [Citation(s) in RCA: 119] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Accepted: 12/16/2015] [Indexed: 12/24/2022] Open
Abstract
The cytochrome P450 (P450) enzymes are the predominant enzyme system involved in human drug metabolism. Alterations in the expression and/or activity of these enzymes result in changes in pharmacokinetics (and consequently the pharmacodynamics) of drugs that are metabolized by this set of enzymes. Apart from changes in activity as a result of drug-drug interactions (by P450 induction or inhibition), the P450 enzymes can exhibit substantial interindividual variation in basal expression and/or activity, leading to differences in the rates of drug elimination and response. This interindividual variation can result from a myriad of factors, including genetic variation in the promoter or coding regions, variation in transcriptional regulators, alterations in microRNA that affect P450 expression, and ontogenic changes due to exposure to xenobiotics during the developmental and early postnatal periods. Other than administering a probe drug or cocktail of drugs to obtain the phenotype or conducting a genetic analysis to determine genotype, methods to determine interindividual variation are limited. Phenotyping via a probe drug requires exposure to a xenobiotic, and genotyping is not always well correlated with phenotype, making both methodologies less than ideal. This article describes recent work evaluating the effect of some of these factors on interindividual variation in human P450-mediated metabolism and the potential utility of endogenous probe compounds to assess rates of drug metabolism among individuals.
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Affiliation(s)
- Timothy S Tracy
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Amarjit S Chaudhry
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Bhagwat Prasad
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Kenneth E Thummel
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Erin G Schuetz
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Xiao-Bo Zhong
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Yun-Chen Tien
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Hyunyoung Jeong
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Xian Pan
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Laura M Shireman
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Jessica Tay-Sontheimer
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
| | - Yvonne S Lin
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky (T.S.T.); Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee (A.S.C., E.G.S.); Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, Washington (B.P., K.E.T., L.M.S., J.T.-S., Y.S.L.); Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, Connecticut (X.Z., Y.-C.T); and Departments of Pharmacy Practice and Biopharmaceutical Sciences, College of Pharmacy, University of Illinois, Chicago, Illinois (H.J., X.P.)
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