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Yang R, Ding Q, Ding J, Zhu L, Pei Q. Physiologically based pharmacokinetic modeling in obesity: applications and challenges. Expert Opin Drug Metab Toxicol 2024. [PMID: 39101366 DOI: 10.1080/17425255.2024.2388690] [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: 03/26/2024] [Revised: 07/11/2024] [Accepted: 08/01/2024] [Indexed: 08/06/2024]
Abstract
INTRODUCTION Rising global obesity rates pose a threat to people's health. Obesity causes a series of pathophysiologic changes, making the response of patients with obesity to drugs different from that of nonobese, thus affecting the treatment efficacy and even leading to adverse events. Therefore, understanding obesity's effects on pharmacokinetics is essential for the rational use of drugs in patients with obesity. AREAS COVERED Articles related to physiologically based pharmacokinetic (PBPK) modeling in patients with obesity from inception to October 2023 were searched in PubMed, Embase, Web of Science and the Cochrane Library. This review outlines PBPK modeling applications in exploring factors influencing obesity's effects on pharmacokinetics, guiding clinical drug development and evaluating and optimizing clinical use of drugs in patients with obesity. EXPERT OPINION Obesity-induced pathophysiologic alterations impact drug pharmacokinetics and drug-drug interactions (DDIs), altering drug exposure. However, there is a lack of universal body size indices or quantitative pharmacology models to predict the optimal for the patients with obesity. Therefore, dosage regimens for patients with obesity must consider individual physiological and biochemical information, and clinically individualize therapeutic drug monitoring for highly variable drugs to ensure effective drug dosing and avoid adverse effects.
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Affiliation(s)
- Ruwei Yang
- Department of Pharmacy, The Third XiangyHospital, Central South University, Changsha, Hunan, China
| | - Qin Ding
- Department of Pharmacy, The Third XiangyHospital, Central South University, Changsha, Hunan, China
| | - Junjie Ding
- Center for Tropical Medicine and Global Health, Oxford Medical School, Oxford, UK
| | - Liyong Zhu
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qi Pei
- Department of Pharmacy, The Third XiangyHospital, Central South University, Changsha, Hunan, China
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Apovian CM, Bruno CD, Kyle TK, Chow CR, Greenblatt DJ. Incomplete Data and Potential Risks of Drugs in People with Obesity. Curr Obes Rep 2023; 12:429-438. [PMID: 37980304 DOI: 10.1007/s13679-023-00532-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/03/2023] [Indexed: 11/20/2023]
Abstract
PURPOSE OF REVIEW To provide examples of knowledge gaps in current pharmaceutical treatments for people with obesity and call for changes to regulatory and pharmaceutical clinical research requirements during the drug discovery and development process. RECENT FINDINGS Treatment of obesity and its comorbidities often require the use of prescription drugs, many of which have not been fully evaluated in people with obesity. Despite a growing body of research on this topic, the impact of obesity on the pharmacokinetics and pharmacodynamics of drugs is often under-studied by drug sponsors and regulators, and subsequently underappreciated by clinicians and caretakers. There are currently multiple opportunities for pharmaceuticals to include dosing information specifically for patients with obesity in order to ensure safety and efficacy of drugs in this population. Additionally, there are serious gaps between what is known about the effects of obesity on drug disposition and the current use of drugs according to drug prescribing information and clinical practice. There is currently no requirement to test drugs in people with obesity during the drug approval process, even when preliminary data suggests there may be altered kinetics in this population. The lack of information on the safe and effective use of drugs in people with obesity may be contributing to poorer health outcomes in this population.
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Affiliation(s)
- Caroline M Apovian
- Division of Endocrinology, Diabetes, and Hypertension, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Christopher D Bruno
- Program in Pharmacology and Drug Development, Tufts University School of Medicine, Boston, MA, USA
- Emerald Lake Safety, LLC, 23 Corporate Plaza Drive, Suite 150, Newport Beach, CA, USA
| | | | - Christina R Chow
- Emerald Lake Safety, LLC, 23 Corporate Plaza Drive, Suite 150, Newport Beach, CA, USA.
| | - David J Greenblatt
- Program in Pharmacology and Drug Development, Tufts University School of Medicine, Boston, MA, USA
- Clinical and Translational Science Institute, Tufts Medical Center, Boston, MA, USA
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Bruno CD, Greenblatt DJ, Harmatz JS, Chow CR. Clinical Consequences of Altered Drug Disposition in Obesity: Call for Change. J Clin Pharmacol 2023; 63 Suppl 2:S25-S34. [PMID: 37942910 DOI: 10.1002/jcph.2308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 07/01/2023] [Indexed: 11/10/2023]
Abstract
Obesity is a serious condition with many known comorbid conditions and other health risks. Despite the rising global rates of obesity, drug disposition in this population is typically understudied, which results in limited information guiding the use of drugs in patients with obesity. Presently, dosing adjustments for patients with obesity typically focus on addressing altered drug clearance with body size and are therefore limited to chronic dosing recommendations. These instructions are variable and rarely based on dedicated studies in people with obesity. This review briefly discusses the current clinical use of body measurements to guide chronic dosing instructions and highlights the need for obesity-specific dosing instructions when the half-life of a drug is prolonged (typically through increased volume of distribution) in people with obesity. Examples of drugs with apparent opportunities for either ramp-up, loading, or washout instructions for patients based on body mass index are identified, specifically for vortioxetine, posaconazole, and brexpiprazole. We call for inclusion of people with obesity in clinical studies as a special subpopulation during drug development and propose the use of body mass index to guide dosing decisions among these patients.
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Affiliation(s)
- Christopher D Bruno
- Program in Pharmacology and Drug Development, Tufts University School of Medicine, Boston, MA, USA
- Emerald Lake Safety, LLC, Newport Beach, CA, USA
| | - David J Greenblatt
- Program in Pharmacology and Drug Development, Tufts University School of Medicine, Boston, MA, USA
- Clinical and Translational Science Institute, Tufts Medical Center, Boston, MA, USA
| | - Jerold S Harmatz
- Program in Pharmacology and Drug Development, Tufts University School of Medicine, Boston, MA, USA
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Langevin B, Gobburu JVS, Gopalakrishnan M. Is There a Need for a Dedicated Pharmacokinetic Trial for a Drug in Obese Populations? A Drug Prioritization Decision Tree Framework. J Clin Pharmacol 2023; 63 Suppl 2:S48-S64. [PMID: 37942905 DOI: 10.1002/jcph.2304] [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: 03/17/2023] [Accepted: 06/22/2023] [Indexed: 11/10/2023]
Abstract
Obesity is a growing global health concern associated with high comorbidity rates, leading to an increasing number of patients who are obese requiring medication. However, clinical trials often exclude or under-represent individuals who are obese, creating the need for a methodology to adjust labeling to ensure safe and effective dosing for all patients. To address this, we developed a 2-part decision tree framework to prioritize drugs for dedicated pharmacokinetic studies in obese subjects. Leveraging current drug knowledge and modeling techniques, the decision tree system predicts expected exposure changes and recommends labeling strategies, allowing stakeholders to prioritize resources toward the drugs most in need. In a case study evaluating 30 drugs from literature across different therapeutic areas, our first decision tree predicted the expected direction of exposure change accurately in 73% of cases. We conclude that this decision tree system offers a valuable tool to advance research in obesity pharmacology and personalize drug development for patients who are obese, ensuring safe and effective medication.
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Affiliation(s)
- Brooke Langevin
- Center for Translational Medicine, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Jogarao V S Gobburu
- Center for Translational Medicine, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Mathangi Gopalakrishnan
- Center for Translational Medicine, University of Maryland School of Pharmacy, Baltimore, MD, USA
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Siwek M, Wojtasik-Bakalarz K, Krupa AJ, Chrobak AA. Brexpiprazole—Pharmacologic Properties and Use in Schizophrenia and Mood Disorders. Brain Sci 2023; 13:brainsci13030397. [PMID: 36979208 PMCID: PMC10046771 DOI: 10.3390/brainsci13030397] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Revised: 02/18/2023] [Accepted: 02/23/2023] [Indexed: 03/02/2023] Open
Abstract
In 2002, the first III generation antipsychotic drug was registered—aripiprazole. Its partial dopaminergic agonism underlies its unique mechanism of action and the potentially beneficial influence on the positive, negative, or cognitive symptoms. Due to its relatively high intrinsic activity, the drug could often cause agitation, anxiety, or akathisia. For this reason, efforts were made to develop a drug which would retain the positive favorable actions of aripiprazole but present a more advantageous clinical profile. This turned out to be brexpiprazole, which was registered in 2015. Its pharmacodynamic and pharmacokinetic profile (similarly to the other most recent antipsychotics, i.e., lurasidone or cariprazine) shows promise of increasing the effectiveness of schizophrenia treatment in the dimensions in which the previous antipsychotics were not sufficiently effective, including negative, depressive, or cognitive symptoms. Like other new antipsychotics, it can also be useful in the treatment of mood disorders, for instance drug-resistant depression. Previous reviews focused on the use of brexpiprazole in specific diagnostic groups. The aim of this article is to provide the readers with an overview of data on the mechanism of action, clinical effectiveness in all studied diagnostic groups, as well as potential drug–food interactions, and the safety of brexpiprazole.
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Affiliation(s)
- Marcin Siwek
- Department of Affective Disorders, Jagiellonian University Medical College, Kopernika St. 21a, 31-501 Cracow, Poland
| | - Krzysztof Wojtasik-Bakalarz
- Department of Affective Disorders, Jagiellonian University Medical College, Kopernika St. 21a, 31-501 Cracow, Poland
| | - Anna Julia Krupa
- Department of Psychiatry, Jagiellonian University Medical College, Kopernika St. 21a, 31-501 Cracow, Poland
| | - Adrian Andrzej Chrobak
- Department of Adult Psychiatry, Jagiellonian University Medical College, Kopernika St. 21a, 31-501 Cracow, Poland
- Correspondence:
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Greenblatt DJ, Bruno CD, Harmatz JS, Zhang Q, Chow CR. Drug Disposition in Subjects with Obesity: The Research Work of Darrell R. Abernethy. J Clin Pharmacol 2022; 62:1350-1363. [PMID: 35661375 DOI: 10.1002/jcph.2093] [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: 04/26/2022] [Accepted: 05/27/2022] [Indexed: 11/10/2022]
Abstract
In 1979, the late Dr. Darrell R. Abernethy and colleagues began a series of clinical studies aimed at understanding the pertinent determinants of drug distribution, elimination, and clearance in obesity, and how those variables are interconnected. The studies confirmed that volume of distribution (Vd) and clearance are the principal independent biological variables, which conjointly determine elimination half-life as a dependent variable. For drugs distributed by passive diffusion, their pharmacokinetic Vd - after correcting for plasma protein binding - was increased in obesity, depending in part on the physicochemical lipophilicity of the individual drugs, and the quantitative extent of obesity in overweight individuals. Across all studies, the ratio of mean clearance in obese divided by control groups had an overall median value of 1.21 (range: 0.75 to 3.11), indicating a small and variable effect of obesity on clearance, without clear directionality. Since drug clearance was not clearly related to lipophilicity or degree of obesity, the prolonged half-life of lipophilic drugs in obese patients was largely explained by the increased Vd. Dr. Abernethy further identified delayed attainment of steady-state after initiation of multiple-dose treatment, and delayed washout after termination of dosage, as potential clinical consequences of the extended half-life in obese persons. These consequences for specific drugs have been recently emphasized in contemporary studies of chronic dosage in subjects with obesity. Without data identifying an obesity-related change in clearance for a specific drug, maintenance doses (in milligrams) should be based on ideal weight rather than adjusted upward based on total weight. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- David J Greenblatt
- Program in Pharmacology and Drug Development, Tufts University School of Medicine and Graduate School of Biomedical Sciences, Boston, MA.,the Clinical and Translational Sciences Institute, Tufts Medical Center, Boston, MA
| | - Christopher D Bruno
- Program in Pharmacology and Drug Development, Tufts University School of Medicine and Graduate School of Biomedical Sciences, Boston, MA.,Emerald Lake Safety LLC, Newport Beach, CA
| | - Jerold S Harmatz
- Program in Pharmacology and Drug Development, Tufts University School of Medicine and Graduate School of Biomedical Sciences, Boston, MA
| | - Qingchen Zhang
- Program in Pharmacology and Drug Development, Tufts University School of Medicine and Graduate School of Biomedical Sciences, Boston, MA
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Chen L, Li L, Chen W. Use of Modeling and Simulation to Predict the Influence of Triazole Antifungal Agents on the Pharmacokinetics of Crizotinib. Clin Pharmacol Drug Dev 2022; 11:724-733. [PMID: 34995400 DOI: 10.1002/cpdd.1049] [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: 09/23/2021] [Accepted: 10/27/2021] [Indexed: 11/08/2022]
Abstract
Crizotinib is used for the treatment of c-ros oncogene 1-positive advanced non-small-cell lung cancer. Triazole antifungal agents are widely used for invasive fungal infections in clinical practice. To predict the potential influence of different triazoles (voriconazole, fluconazole, and itraconazole) on the pharmacokinetics of crizotinib by modeling and simulation the physiologically based pharmacokinetic models were established and validated in virtual cancer subjects through Simcyp software based on the essential physicochemical properties and pharmacokinetic data collected. The validated physiologically based pharmacokinetic models were applied to predict the drug-drug interactions between crizotinib and different triazoles (voriconazole, fluconazole, or itraconazole) in patients with cancer. Crizotinib and triazole antifungal agents were administered orally. The predicted plasma concentration vs time profiles of crizotinib, voriconazole, fluconazole, and itraconazole showed good agreement with observed, respectively. The geometric mean area under the plasma concentration-time curve (AUC) of crizotinib was increased by 84%, 58%, and 79% when coadministered with voriconazole, fluconazole, or itraconazole at multiple doses, respectively. The drug-drug interaction results showed increased pharmacokinetic exposure (maximum plasma concentration and area under the plasma concentration-time curve) of crizotinib when coadministrated with different triazoles (voriconazole > itraconazole > fluconazole). Among the 3 triazoles, voriconazole exhibited the most significant influence on the pharmacokinetic exposure of crizotinib. In clinic, adverse drug reactions and toxicity related to crizotinib should be carefully monitored, and therapeutic drug monitoring for crizotinib is recommended to guide dosing and optimize treatment when coadministered with voriconazole, fluconazole, or itraconazole.
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Affiliation(s)
- Lu Chen
- Chongqing University Cancer Hospital, Chongqing, China
| | - Lixian Li
- Chongqing University Cancer Hospital, Chongqing, China
| | - Wanyi Chen
- Chongqing University Cancer Hospital, Chongqing, China
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