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Bashirynejad M, Soleymani F, Nikfar S, Kebriaeezadeh A, Majdzadeh R, Fatemi B, Zackery A, Zare N. Trends analysis and future study of the pharmaceutical industry field: a scoping review. Daru 2024; 33:6. [PMID: 39688735 DOI: 10.1007/s40199-024-00550-x] [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: 12/26/2023] [Accepted: 11/06/2024] [Indexed: 12/18/2024] Open
Abstract
OBJECTIVE The main aim of this study was to explore and understand the emerging developments, changes, and patterns shaping the future of the pharmaceutical industry. The pharmaceutical industry is evolving rapidly due to scientific breakthroughs, societal changes, and technological advancements. Companies can adapt, and innovate to stay competitive and advance healthcare objectives by understanding the changes and patterns shaping the future. METHODS We conducted a thorough Scoping Review across PubMed, Embase, Web of Science, and Scopus, focusing on future trends in the pharmaceutical industry. Studies were carefully selected based on predefined criteria, ensuring a comprehensive and relevant collection. RESULTS We identified and selected 24 studies that met our predefined criteria from a pool of 3617 studies. These studies served as the foundation for a detailed exploration of trends within the pharmaceutical industry. This compilation offers a profound understanding of the diverse forces propelling change, including technological advancements, regulatory shifts, evolving market dynamics, and regional nuances. CONCLUSIONS This research highlights transformative trends such as artificial intelligence, 3D printing, blockchain technology, and digital integration revolutionizing drug discovery, development, manufacturing, and delivery. However, successful implementation hinges on addressing challenges through practical strategies, interdisciplinary collaborations, and region-specific considerations. Future research should explore implementation approaches, facilitating the effective translation of these innovations into tangible healthcare benefits. This forward-looking analysis empowers the pharmaceutical industry to strategically position itself for long-term success in addressing evolving global needs.
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Affiliation(s)
- Manuchehr Bashirynejad
- Department of Pharmacoeconomics and Pharmaceutical Management, Tehran University of Medical Sciences, Tehran, Iran
| | - Fatemeh Soleymani
- Department of Pharmacoeconomics and Pharmaceutical Management, Tehran University of Medical Sciences, Tehran, Iran.
| | - Shekoufeh Nikfar
- Department of Pharmacoeconomics and Pharmaceutical Management, Tehran University of Medical Sciences, Tehran, Iran
| | - Abbas Kebriaeezadeh
- Department of Pharmacoeconomics and Pharmaceutical Management, Tehran University of Medical Sciences, Tehran, Iran
| | - Reza Majdzadeh
- School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Behzad Fatemi
- Department of Pharmacoeconomics and Pharmaceutical Management, Tehran University of Medical Sciences, Tehran, Iran
| | - Ali Zackery
- Department of Industrial Engineering and Futures Studies, Faculty of Engineering, University of Isfahan, Isfahan, Iran
| | - Nafiseh Zare
- Department of Industrial Engineering and Futures Studies, Faculty of Engineering, University of Isfahan, Isfahan, Iran
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Dharmarathne G, Kazi S, King S, Jayasinghe TN. The Bidirectional Relationship Between Cardiovascular Medications and Oral and Gut Microbiome Health: A Comprehensive Review. Microorganisms 2024; 12:2246. [PMID: 39597635 PMCID: PMC11596509 DOI: 10.3390/microorganisms12112246] [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: 09/26/2024] [Revised: 10/31/2024] [Accepted: 11/04/2024] [Indexed: 11/29/2024] Open
Abstract
Cardiovascular diseases (CVDs) are a leading cause of widespread morbidity and mortality. It has been found that the gut and oral microbiomes differ in individuals with CVDs compared to healthy individuals. Patients with CVDs often require long-term pharmacological interventions. While these medications have been extensively studied for their cardiovascular benefits, emerging research indicates that they may also impact the diversity and composition of the oral and gut microbiomes. However, our understanding of how these factors influence the compositions of the oral and gut microbiomes in individuals remains limited. Studies have shown that statins and beta-blockers, in particular, cause gut and oral microbial dysbiosis, impacting the metabolism and absorption of these medications. These alterations can lead to variations in drug responses, highlighting the need for personalized treatment approaches. The microbiome's role in drug metabolism and the impact of CVD medications on the microbiome are crucial in understanding these variations. However, there are very few studies in this area, and not all medications have been studied, emphasizing the necessity for further research to conclusively establish cause-and-effect relationships and determine the clinical significance of these interactions. This review will provide evidence of how the oral and gut microbiomes in patients with cardiovascular diseases (CVDs) interact with specific drugs used in CVD treatment.
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Affiliation(s)
- Gangani Dharmarathne
- Australian Laboratory Services Global, Water and Hydrographic, Hume, ACT 2620, Australia
| | - Samia Kazi
- Westmead Applied Research Centre, The University of Sydney, Sydney, NSW 2145, Australia
- Department of Cardiology, Westmead Hospital, Sydney, NSW 2145, Australia
| | - Shalinie King
- Westmead Applied Research Centre, The University of Sydney, Sydney, NSW 2145, Australia
- The Sydney Dental School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2006, Australia
| | - Thilini N. Jayasinghe
- The Sydney Dental School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2006, Australia
- The Charles Perkins Centre, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2006, Australia
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3
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Ban Y, Yang H, Jiang J, Wang C, Lv B, Feng Y. A α-L-rhamnosidase from Echinacea purpurea endophyte Simplicillium sinense EFF1 and its application in production of Calceorioside B. Int J Biol Macromol 2024; 270:132090. [PMID: 38705322 DOI: 10.1016/j.ijbiomac.2024.132090] [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: 01/20/2024] [Revised: 04/26/2024] [Accepted: 05/02/2024] [Indexed: 05/07/2024]
Abstract
Calceorioside B, a multifunctional phenylethanol glycosides (PhGs) derivative, exhibits a variety of notable properties, such as antithrombotic, anti-tumorigenic, anti-neocoronavirus, anti-inflammatory, and neuroprotective effects. However, the large-scale production of calceorioside B is routinely restricted by its existence as an intermediary compound derived from plants, and still unachieved through excellent and activity chemical synthesis. Here, a total of 51 fungal endophytes were isolated from four PhGs-producing plants, and endophyte Simplicillium sinense EFF1 from Echinacea purpurea was identified with the ability to de-rhamnosing isoacteoside to generate calceorioside B. According to the RNA-transcription of EFF1 under the various substrates, a key gene CL1206.Contig2 that undertakes the hydrolysis function was screened out and charactered by heterologous expression. The sequence alignment, phylogenetic tree construction and substrate specificity analysis revealed that CL1206 was a novel α-L-rhamnosidase that belongs to the glycosyl hydrolase family 78 (GH78). The optimum catalytic conditions for CL1206 were at pH 6.5 and 55 °C. Finally, the enzyme-catalyzed approach to produce calceorioside B from 50 % crude isoacteoside extract was explored and optimized, with the maximum conversion rate reaching 69.42 % and the average producing rate reaching 0.37 g-1.L-1.h-1, which offered a great biocatalyst for potential industrial calceorioside B production. This is the first case for microorganism and rhamnosidase to show the hydrolysis ability to caffeic acid-modified PhGs.
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Affiliation(s)
- Yali Ban
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Hongwang Yang
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Jixuan Jiang
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Chengbin Wang
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Bo Lv
- Key Laboratory of Medical Molecule Science and Pharmaceutical Engineering, Ministry of Industry and Information Technology, Institute of Biochemical Engineering, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 100081, China.
| | - Yongjun Feng
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China; Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518000, Guangdong, China.
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4
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Li W, Vazvaei-Smith F, Dear G, Boer J, Cuyckens F, Fraier D, Liang Y, Lu D, Mangus H, Moliner P, Pedersen ML, Romeo AA, Spracklin DK, Wagner DS, Winter S, Xu XS. Metabolite Bioanalysis in Drug Development: Recommendations from the IQ Consortium Metabolite Bioanalysis Working Group. Clin Pharmacol Ther 2024; 115:939-953. [PMID: 38073140 DOI: 10.1002/cpt.3144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 12/05/2023] [Indexed: 03/13/2024]
Abstract
The intent of this perspective is to share the recommendations of the International Consortium for Innovation and Quality in Pharmaceutical Development Metabolite Bioanalysis Working Group on the fit-for-purpose metabolite bioanalysis in support of drug development and registration. This report summarizes the considerations for the trigger, timing, and rigor of bioanalysis in the various assessments to address unique challenges due to metabolites, with respect to efficacy and safety, which may arise during drug development from investigational new drug (IND) enabling studies, and phase I, phase II, and phase III clinical trials to regulatory submission. The recommended approaches ensure that important drug metabolites are identified in a timely manner and properly characterized for efficient drug development.
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Affiliation(s)
- Wenkui Li
- Pharmacokinetic Sciences, Novartis Biomedical Research, East Hanover, New Jersey, USA
| | - Faye Vazvaei-Smith
- Pharmacokinetics, Dynamics, Metabolism and Bioanalytics, Merck & Co., Inc., West Point, Pennsylvania, USA
| | - Gordon Dear
- Drug Metabolism and Pharmacokinetics, GSK, Ware, UK
| | - Jason Boer
- Drug Metabolism and Pharmacokinetics, Incyte Corporation, Wilmington, Delaware, USA
| | - Filip Cuyckens
- Drug Metabolism and Pharmacokinetics, Janssen R & D, Beerse, Belgium
| | - Daniela Fraier
- Pharmaceutical Sciences, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - Yuexia Liang
- Pharmacokinetics, Dynamics, Metabolism and Bioanalytics, Merck & Co., Inc., West Point, Pennsylvania, USA
| | - Ding Lu
- Drug Metabolism and Pharmacokinetics, Vertex Pharmaceuticals Inc., Boston, Massachusetts, USA
| | - Heidi Mangus
- Drug Metabolism and Pharmacokinetics, Agios Pharmaceuticals Inc., Cambridge, Massachusetts, USA
| | - Patricia Moliner
- Enzymology and Metabolism, Department of Translational Medicine and Early Development, Sanofi, Montpellier, Occitanie, France
| | - Mette Lund Pedersen
- DMPK, Research and Early Development, CVRM, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
| | - Andrea A Romeo
- Pharmaceutical Sciences, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - Douglas K Spracklin
- Pharmacokinetics, Dynamics, and Metabolism, Pfizer Inc., Groton, Connecticut, USA
| | - David S Wagner
- Drug Metabolism and Disposition, AbbVie, North Chicago, Illinois, USA
| | - Serge Winter
- Pharmacokinetic Sciences, Novartis Biomedical Research, Basel, Switzerland
| | - Xiaohui Sophia Xu
- Clinical Bioanalysis, Translation Medicine, Daiichi Sankyo, Inc., Basking Ridge, New Jersey, USA
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5
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Chu PY, Wang H, Ross E, Stephens N, Zhang HM, Andersen N, Chan W, Shivva V, Crowell SR, Spiess C, Holder PG, Agard NJ, Ji C, Chen J, Sreedhara A, Wang J, Wu C, Liu Y, Tran JC. Translatability of In Vitro Stress for Predicting Deamidation and Oxidation Biotransformation on Biotherapeutics. Anal Chem 2023; 95:17957-17961. [PMID: 38084380 DOI: 10.1021/acs.analchem.3c02133] [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: 12/18/2023]
Abstract
Biotransformation leading to single residue modifications (e.g., deamidation, oxidation) can contribute to decreased efficacy/potency, poor pharmacokinetics, and/or toxicity/immunogenicity for protein therapeutics. Identifying and characterizing such liabilities in vivo are emerging needs for biologics drug discovery. In vitro stress assays involving PBS for deamidation or AAPH for oxidation are commonly used for predicting liabilities in manufacturing and storage and are sometimes considered a predictive tool for in vivo liabilities. However, reports discussing their in vivo translatability are limited. Herein, we introduce a mass spectrometry workflow that characterizes in vivo oxidation and deamidation in pharmacokinetically relevant compartments for diverse protein therapeutic modalities. The workflow has low bias of <10% in quantitating degradation in the relevant pharmacokinetic concentration range for monkey and rabbit serum/plasma (1-100 μg/mL) and allows for high sequence coverage (∼85%) for discovery/monitoring of amino acid modifications. For oxidation and deamidation, the assay was precise, with percent coefficient of variation of <8% at 1-100 μg/mL and ≤6% method-induced artifacts. A high degree of in vitro and in vivo correlation was observed for deamidation on the six diverse protein therapeutics (seven liability sites) tested. In vivo translatability for oxidation liabilities were not observed for the 11 molecules tested using in vitro AAPH stress. One of the molecules dosed in eyes resulted in a false positive and a false negative prediction for in vivo oxidation following AAPH stress. Finally, peroxide stress was also tested but resulted in limited success (1 out of 4 molecules) in predicting oxidation liabilities.
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Affiliation(s)
- Phillip Y Chu
- Genentech, South San Francisco, California 94080-4990, United States
| | - Hui Wang
- NovaBioAssays, Woburn, Massachusetts, 01801, United States
| | - Emily Ross
- Genentech, South San Francisco, California 94080-4990, United States
| | - Nicole Stephens
- Genentech, South San Francisco, California 94080-4990, United States
| | - Hui-Min Zhang
- Genentech, South San Francisco, California 94080-4990, United States
| | - Nisana Andersen
- Genentech, South San Francisco, California 94080-4990, United States
| | - Wayman Chan
- Genentech, South San Francisco, California 94080-4990, United States
| | - Vittal Shivva
- Genentech, South San Francisco, California 94080-4990, United States
| | - Susan R Crowell
- Genentech, South San Francisco, California 94080-4990, United States
| | - Christoph Spiess
- Genentech, South San Francisco, California 94080-4990, United States
| | - Patrick G Holder
- Genentech, South San Francisco, California 94080-4990, United States
| | - Nicholas J Agard
- Genentech, South San Francisco, California 94080-4990, United States
| | - Chengjie Ji
- NovaBioAssays, Woburn, Massachusetts, 01801, United States
| | - John Chen
- NovaBioAssays, Woburn, Massachusetts, 01801, United States
| | | | - Jianyong Wang
- Genentech, South San Francisco, California 94080-4990, United States
| | - Cong Wu
- Genentech, South San Francisco, California 94080-4990, United States
| | - Yichin Liu
- Genentech, South San Francisco, California 94080-4990, United States
| | - John C Tran
- Genentech, South San Francisco, California 94080-4990, United States
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Chhatrapati Bisen A, Nashik Sanap S, Agrawal S, Biswas A, Sankar Bhatta R. Chemical metabolite synthesis and profiling: Mimicking in vivo biotransformation reactions. Bioorg Chem 2023; 139:106722. [PMID: 37453238 DOI: 10.1016/j.bioorg.2023.106722] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 06/13/2023] [Accepted: 07/06/2023] [Indexed: 07/18/2023]
Abstract
Biotransformation was previously viewed as merely the structural characterization of drug metabolites, and it was performed only when drug candidates entered clinical development. The synthesis of drug metabolites is crucial to the drug development process because it generates either pharmacologically active, inactive, or reactive molecules and hence their characterization and comprehensive pharmacological evaluation is necessary. The chemical metabolite synthesis is very challenging due to the complex structures of many drug molecules, presence of multiple stereocenters, poor reaction yields, and the formation of unwanted by-products. Drug metabolites and their chemical synthesis have immense significance in the drug discovery process. The chemical synthesis of metabolites facilitates on- or off-target pharmacological and toxicological evaluations at the easiest. In a broader view metabolite could be a target lead molecule for drug design, toxic reactive metabolites, pharmaceutical standards for bioanalytical methods, etc. Collectively these metabolite information dossiers will aid regulatory agencies such as the EMA and FDA in maintaining strict vigilance over drug manufacturers with regard to the safety of NCE's and their hidden metabolites. Herein, we are presenting a systematic compilation of chemical and biocatalytic strategies reported to date for pharmaceutical drug metabolite synthesis. This review report is very useful for the laboratory synthesis of new drug metabolites, and their preclinical biological evaluation could aid in the detection of early threats (alerts) in drug discovery, eliminate the toxicity profile, explore newer pharmacology, and delivering a promising and safe drug candidate to humankind.
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Affiliation(s)
- Amol Chhatrapati Bisen
- Pharmaceutics & Pharmacokinetics Division, CSIR-Central Drug Research Institute, Lucknow 226031, India; Academy of Scientific & Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh 201002, India
| | - Sachin Nashik Sanap
- Pharmaceutics & Pharmacokinetics Division, CSIR-Central Drug Research Institute, Lucknow 226031, India; Academy of Scientific & Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh 201002, India
| | - Sristi Agrawal
- Pharmaceutics & Pharmacokinetics Division, CSIR-Central Drug Research Institute, Lucknow 226031, India; Academy of Scientific & Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh 201002, India
| | - Arpon Biswas
- Pharmaceutics & Pharmacokinetics Division, CSIR-Central Drug Research Institute, Lucknow 226031, India
| | - Rabi Sankar Bhatta
- Pharmaceutics & Pharmacokinetics Division, CSIR-Central Drug Research Institute, Lucknow 226031, India.
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Isin EM. Unusual Biotransformation Reactions of Drugs and Drug Candidates. Drug Metab Dispos 2023; 51:413-426. [PMID: 36653118 DOI: 10.1124/dmd.121.000744] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 12/09/2022] [Accepted: 01/03/2023] [Indexed: 01/19/2023] Open
Abstract
Detailed assessment of the fate of drugs in nonclinical test species and humans is essential to ensure the safety and efficacy of medicines in patients. In this context, biotransformation of drugs and drug candidates has been an area of keen interest over many decades in the pharmaceutical industry as well as academia. Although many of the enzymes and biotransformation pathways involved in the metabolism of xenobiotics and more specifically drugs have been well characterized, each drug molecule is unique and constitutes specific challenges for the biotransformation scientist. In this mini-review written for the special issue on the occasion of the 50th Anniversary celebration of Drug Metabolism and Disposition and to celebrate contributions of F. Peter Guengerich, one of the pioneers of the drug metabolism field, recently reported "unusual" biotransformation reactions are presented. Scientific and technological advances in the "toolbox" of the biotransformation scientists are summarized. As the pharmaceutical industry continues to explore therapeutic modalities different from the traditional small molecule drugs, the new challenges confronting the biotransformation scientist as well as future opportunities are discussed. SIGNIFICANCE STATEMENT: For the biotransformation scientists, it is essential to share and be aware of unexpected biotransformation reactions so that they can increase their confidence in predicting metabolites of drugs in humans to ensure the safety and efficacy of these metabolites before the medicines reach large numbers of patients. The purpose of this review is to highlight recent observations of "unusual" metabolites so that the scientists working in the area of drug metabolism can strengthen their readiness in expecting the unexpected.
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Affiliation(s)
- Emre M Isin
- Translational Medicine, Servier, 25/27 Rue Eugène Vignat, 45000, Orléans, France
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Martins V, Fazal L, Oganesian A, Shah A, Stow J, Walton H, Wilsher N. A commentary on the use of pharmacoenhancers in the pharmaceutical industry and the implication for DMPK drug discovery strategies. Xenobiotica 2022; 52:786-796. [PMID: 36537234 DOI: 10.1080/00498254.2022.2130838] [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: 12/24/2022]
Abstract
Paxlovid, a drug combining nirmatrelvir and ritonavir, was designed for the treatment of COVID-19 and its rapid development has led to emergency use approval by the FDA to reduce the impact of COVID-19 infection on patients.In order to overcome potentially suboptimal therapeutic exposures, nirmatrelvir is dosed in combination with ritonavir to boost the pharmacokinetics of the active product.Here we consider examples of drugs co-administered with pharmacoenhancers.Pharmacoenhancers have been adopted for multiple purposes such as ensuring therapeutic exposure of the active product, reducing formation of toxic metabolites, changing the route of administration, and increasing the cost-effectiveness of a therapy.We weigh the benefits and risks of this approach, examining the impact of technology developments on drug design and how enhanced integration between cross-discipline teams can improve the outcome of drug discovery.
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Khojasteh SC, Argikar UA, Cho S, Crouch R, Heck CJS, Johnson KM, Kalgutkar AS, King L, Maw HH, Seneviratne HK, Wang S, Wei C, Zhang D, Jackson KD. Biotransformation Novel Advances - 2021 year in review. Drug Metab Rev 2022; 54:207-245. [PMID: 35815654 DOI: 10.1080/03602532.2022.2097253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Biotransformation field is constantly evolving with new molecular structures and discoveries of metabolic pathways that impact efficacy and safety. Recent review by Kramlinger et al (2022) nicely captures the future (and the past) of highly impactful science of biotransformation (see the first article). Based on the selected articles, this review was categorized into three sections: (1) new modalities biotransformation, (2) drug discovery biotransformation, and (3) drug development biotransformation (Table 1).
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Affiliation(s)
- S Cyrus Khojasteh
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Upendra A Argikar
- Non-clinical Development, Bill & Melinda Gates Medical Research Institute, Cambridge, MA 02139, USA
| | - Sungjoon Cho
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Rachel Crouch
- Department of Pharmaceutical Sciences, Lipscomb University College of Pharmacy and Health Sciences, Nashville, TN, 37203, USA
| | - Carley J S Heck
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Eastern Point Road, Groton, Connecticut, USA
| | - Kevin M Johnson
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Amit S Kalgutkar
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Cambridge, MA 02139, USA
| | - Lloyd King
- Quantitative Drug Discovery, UCB Biopharma UK, 216 Bath Road, Slough, SL1 3WE, UK
| | - Hlaing Holly Maw
- Drug Metabolism and Pharmacokinetics, Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, 06877, USA
| | - Herana Kamal Seneviratne
- Department of Pharmacology and Molecular Sciences, The Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Shuai Wang
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Cong Wei
- Drug Metabolism & Pharmacokinetics, Biogen Inc., Cambridge, MA, 02142, USA
| | - Donglu Zhang
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Klarissa D Jackson
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, NC 27599, USA
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