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Nunes D, Tavares TG, Malcata FX, Loureiro JA, Pereira MC. Development and Validation of a Simple UV-HPLC Method to Quantify the Memantine Drug Used in Alzheimer's Treatment. Pharmaceuticals (Basel) 2024; 17:1162. [PMID: 39338325 PMCID: PMC11434901 DOI: 10.3390/ph17091162] [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: 07/04/2024] [Revised: 08/24/2024] [Accepted: 08/30/2024] [Indexed: 09/30/2024] Open
Abstract
Memantine, a non-competitive NMDA receptor antagonist, is used to treat Alzheimer's disease. Therefore, loading memantine in nanoparticles (NPs) could be an essential tool to improve the treatment effectiveness while reducing drug toxicity. Even though some approaches have been described to quantify memantine, none reported optimized methods using high-performance liquid chromatography resorting to ultraviolet detection (UV-HPLC) to determine encapsulation in NPs. The present research developed a HPLC method using pre-column derivatization for quantitatively analyzing memantine hydrochloride in NPs. Memantine was derivatized using 9-fluorenylmethyl chloroformate (FMOC). The developed method was fully validated regarding suitability, specificity, linearity, sensitivity, precision, accuracy, and robustness according to the International Conference on Harmonisation of Technical Requirements for Registration of Pharmaceuticals for Human Use guidelines. The retention time of memantine was 11.393 ± 0.003 min, with a mean recovery of 92.9 ± 3.7%. The new chromatographic method was validated and found to respond linearly over 5-140 μg/mL, with a high coefficient of determination. Intraday precision lay between 3.6% and 4.6%, and interday precision between 4.2% and 9.3%. The stability of memantine was also tested at 4 °C and -20 °C, and no signs of decay were found for up to 6 months. The new method was properly validated and proved simple, sensitive, specific, accurate, and precise for determining memantine encapsulation efficiency in lipid NPs. Greenness was evaluated, presenting a final score of 0.45. In the future, this methodology could also be applied to quantify memantine in different nanoformulations.
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Affiliation(s)
- Débora Nunes
- LEPABE—Laboratory for Process Engineering, Environment, Biotechnology and Energy, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
- ALiCE—Associate Laboratory in Chemical Engineering, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
| | - Tânia G. Tavares
- LEPABE—Laboratory for Process Engineering, Environment, Biotechnology and Energy, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
- ALiCE—Associate Laboratory in Chemical Engineering, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
| | - Frenacisco Xavier Malcata
- LEPABE—Laboratory for Process Engineering, Environment, Biotechnology and Energy, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
- ALiCE—Associate Laboratory in Chemical Engineering, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
| | - Joana A. Loureiro
- LEPABE—Laboratory for Process Engineering, Environment, Biotechnology and Energy, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
- ALiCE—Associate Laboratory in Chemical Engineering, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
| | - Maria Carmo Pereira
- LEPABE—Laboratory for Process Engineering, Environment, Biotechnology and Energy, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
- ALiCE—Associate Laboratory in Chemical Engineering, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal
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Dichiara M, Cosentino G, Giordano G, Pasquinucci L, Marrazzo A, Costanzo G, Amata E. Designing drugs optimized for both blood-brain barrier permeation and intra-cerebral partition. Expert Opin Drug Discov 2024; 19:317-329. [PMID: 38145409 DOI: 10.1080/17460441.2023.2294118] [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: 10/08/2023] [Accepted: 12/07/2023] [Indexed: 12/26/2023]
Abstract
INTRODUCTION With the increasing incidence and prevalence of neurological disorders globally, there is a paramount need for new pharmacotherapies. BBB effectively protects the brain but raises a profound challenge to drug permeation, with less than 2% of most drugs reaching the CNS. AREAS COVERED This article reviews aspects of the most recent design strategies, providing insights into ideas and concepts in CNS drug discovery. An overview of the products available on the market is given and why clinical trials are continuously failing is discussed. EXPERT OPINION Among the available CNS drugs, small molecules account for most successful CNS therapeutics due to their ability to penetrate the BBB through passive or carrier-mediated mechanisms. The development of new CNS drugs is very difficult. To date, there is a lack of effective drugs for alleviating or even reversing the progression of brain diseases. Particularly, the use of artificial intelligence strategies, together with more appropriate animal models, may enable the design of molecules with appropriate permeation, to elicit a biological response from the neurotherapeutic target.
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Affiliation(s)
- Maria Dichiara
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
| | - Giuseppe Cosentino
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
| | - Giorgia Giordano
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
| | - Lorella Pasquinucci
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
| | - Agostino Marrazzo
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
| | - Giuliana Costanzo
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
| | - Emanuele Amata
- Dipartimento di Scienze del Farmaco e della Salute, Università degli Studi di Catania, Catania, Italy
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3
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Foley AR, Sperinde G, Fischer SK. Expanding assay range to accommodate a monoclonal antibody therapeutic quantification in blood and cerebrospinal fluid. Bioanalysis 2024; 16:129-140. [PMID: 38088824 DOI: 10.4155/bio-2023-0179] [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] [Indexed: 02/01/2024] Open
Abstract
Antibody therapeutic levels in neurodegenerative diseases are often measured in both serum and cerebrospinal fluid (CSF). Due to 0.1% drug partition from serum to CSF and the higher sensitivity needs, usually two different assays are required. The different Gyrolab Bioaffy compact discs can extend the dynamic range of assays. Here, an assay was developed and adapted on two different Gyrolab Bioaffy compact discs (200 and 4000 nl) to achieve the required sensitivity and assay dynamic range needed for the measurement of drug in both serum and CSF. This was accomplished by using the same critical reagents with minimal assay development to transition from a serum to a CSF assay.
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Affiliation(s)
- Alejandro R Foley
- BioAnalytical Sciences, Genentech, Inc., 1 DNA Way, South San Francisco, CA 94080, USA
| | - Gizette Sperinde
- BioAnalytical Sciences, Genentech, Inc., 1 DNA Way, South San Francisco, CA 94080, USA
| | - Saloumeh K Fischer
- BioAnalytical Sciences, Genentech, Inc., 1 DNA Way, South San Francisco, CA 94080, USA
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Hamed R, Eyal AD, Berman E, Eyal S. In silico screening for clinical efficacy of antiseizure medications: Not all central nervous system drugs are alike. Epilepsia 2023; 64:311-319. [PMID: 36478573 PMCID: PMC10107105 DOI: 10.1111/epi.17479] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/04/2022] [Accepted: 12/06/2022] [Indexed: 12/13/2022]
Affiliation(s)
- Roaa Hamed
- Institute for Drug Research, School of Pharmacy, Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Amit David Eyal
- Computational Medicine Program, School of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Erez Berman
- Institute for Drug Research, School of Pharmacy, Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Sara Eyal
- Institute for Drug Research, School of Pharmacy, Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
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Vetrivelan V, Sakthivel S, Muthu S, Al-Saadi AA. Non-covalent interaction, adsorption characteristics and solvent effect of procainamide anti-arrhythmias drug on silver and gold loaded silica surfaces: SERS spectroscopy, density functional theory and molecular docking investigations †. RSC Adv 2023; 13:9539-9554. [PMID: 36968042 PMCID: PMC10035408 DOI: 10.1039/d3ra00514c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Accepted: 03/01/2023] [Indexed: 03/25/2023] Open
Abstract
First-principle calculations were systematically carried out to explore the structural and electronic properties of the non-covalent interaction of procainamide (PA) anti-arrhythmias drug molecules on silver-loaded and gold-loaded silica nanostructures. Computed adsorption energies presented a higher affinity of PA towards the Ag–SiO2 as compared with Au–SiO2 surfaces. The non-covalent interaction analysis revealed a weak van der Waals type of forces and hydrogen bonding, associated with a noticeable repulsive steric interaction. It was conceived that silver and gold decorated silica can be used for drug administration in biological systems due to the fact that their frontier molecular orbital energy levels were considerably altered upon absorption, decreasing the pertinent energy gaps. Moreover, the electronic spectra of PA⋯Ag–SiO2 and PA⋯Au–SiO2 structures investigated in different solvents display a notable blue shift, suggesting that noble metal-loaded silica can be effective in the context of drug delivery systems. Therefore, silver- and gold-decorated silica of three possible drug adsorption scenarios was fully analyzed to realize the associated bioactivity and drug likeness. Theoretical findings suggest that Ag- and Au–SiO2 nanocomposites can be considered potential drug delivery platforms for procainamide in medication protocols. The structural and electronic properties of the non-covalent interaction of procainamide (PA) anti-arrhythmias drug molecules on silver-loaded and gold-loaded silica nanostructures were explored using first-principle calculations.![]()
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Affiliation(s)
- V. Vetrivelan
- Department of Physics, Thanthai Periyar Government Institute of TechnologyVellore 632002India
| | - S. Sakthivel
- Department of Physics, Panimalar Engineering CollegeChennai600 123TamilnaduIndia
| | - S. Muthu
- Department of Physics, Arignar Anna Govt. Arts CollegeCheyyar 604 407TamilnaduIndia
| | - Abdulaziz A. Al-Saadi
- Department of Chemistry, King Fahd University of Petroleum & MineralsDhahran 31261Saudi Arabia
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6
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de Jong LA, Sparidans RW, van den Heuvel MM. Cerebrospinal Fluid Concentration of the RET Inhibitor Pralsetinib: A Case Report. Case Rep Oncol 2023; 16:1579-1585. [PMID: 38094038 PMCID: PMC10718575 DOI: 10.1159/000535172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 11/09/2023] [Indexed: 12/23/2023] Open
Abstract
Introduction Pralsetinib is used to treat metastatic RET fusion-positive non-small cell lung cancer. Preclinical studies of pralsetinib have shown blood-brain barrier (BBB) penetration and intracranial activity. The intracranial efficacy of pralsetinib in patients with brain metastasis is considered to be greater compared to older multikinase tyrosine kinase inhibitors. However, CSF concentrations of pralsetinib in patients are not well described in the literature. Case Presentation We report a case of a patient with RET fusion-positive NSCLC treated with pralsetinib. Despite extracranial clinical and radiological remission, the patient developed progressive brain metastasis during treatment with pralsetinib. We measured the pralsetinib concentration in plasma and in CSF to determine the CSF-to-unbound plasma ratio. The measured pralsetinib concentrations in plasma and CSF were 1,951 ng/mL (∼57 unbound) and 14 ng/mL, respectively, reflecting a CSF-to-unbound plasma concentration ratio of 0.25. Our findings were compared with data from the literature. Conclusion We showed that pralsetinib penetrates the CSF well and is expected to be an effective treatment for brain metastasis of RET fusion-positive NSCLC. Lack of intracranial efficacy is more likely to be caused by intrinsic or acquired tumor resistance instead of suboptimal exposure of pralsetinib in the brain.
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Affiliation(s)
- Loek A.W. de Jong
- Department of Pharmacy, Radboud University Medical Center Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Rolf W. Sparidans
- Division of Pharmacology, Department of Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, The Netherlands
| | - Michel M. van den Heuvel
- Department of Pulmonary Diseases, Radboud University Medical Center Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, The Netherlands
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Bandeira LC, Pinto L, Carneiro CM. Pharmacometrics: The Already-Present Future of Precision Pharmacology. Ther Innov Regul Sci 2023; 57:57-69. [PMID: 35984633 DOI: 10.1007/s43441-022-00439-4] [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: 02/14/2022] [Accepted: 07/20/2022] [Indexed: 02/01/2023]
Abstract
The use of mathematical modeling to represent, analyze, make predictions or providing information on data obtained in drug research and development has made pharmacometrics an area of great prominence and importance. The main purpose of pharmacometrics is to provide information relevant to the search for efficacy and safety improvements in pharmacotherapy. Regulatory agencies have adopted pharmacometrics analysis to justify their regulatory decisions, making those decisions more efficient. Demand for specialists trained in the field is therefore growing. In this review, we describe the meaning, history, and development of pharmacometrics, analyzing the challenges faced in the training of professionals. Examples of applications in current use, perspectives for the future, and the importance of pharmacometrics for the development and growth of precision pharmacology are also presented.
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Affiliation(s)
- Lorena Cera Bandeira
- Laboratory of Immunopathology, Nucleus of Biological Sciences Research, Federal University of Ouro Preto, Ouro Preto, Minas Gerais, Brazil.
| | - Leonardo Pinto
- Laboratory of Immunopathology, Nucleus of Biological Sciences Research, Federal University of Ouro Preto, Ouro Preto, Minas Gerais, Brazil
| | - Cláudia Martins Carneiro
- Laboratory of Immunopathology, Nucleus of Biological Sciences Research, Federal University of Ouro Preto, Ouro Preto, Minas Gerais, Brazil
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Functional Characterization of Human Pluripotent Stem Cell-Derived Models of the Brain with Microelectrode Arrays. Cells 2021; 11:cells11010106. [PMID: 35011667 PMCID: PMC8750870 DOI: 10.3390/cells11010106] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 12/22/2021] [Accepted: 12/24/2021] [Indexed: 12/26/2022] Open
Abstract
Human pluripotent stem cell (hPSC)-derived neuron cultures have emerged as models of electrical activity in the human brain. Microelectrode arrays (MEAs) measure changes in the extracellular electric potential of cell cultures or tissues and enable the recording of neuronal network activity. MEAs have been applied to both human subjects and hPSC-derived brain models. Here, we review the literature on the functional characterization of hPSC-derived two- and three-dimensional brain models with MEAs and examine their network function in physiological and pathological contexts. We also summarize MEA results from the human brain and compare them to the literature on MEA recordings of hPSC-derived brain models. MEA recordings have shown network activity in two-dimensional hPSC-derived brain models that is comparable to the human brain and revealed pathology-associated changes in disease models. Three-dimensional hPSC-derived models such as brain organoids possess a more relevant microenvironment, tissue architecture and potential for modeling the network activity with more complexity than two-dimensional models. hPSC-derived brain models recapitulate many aspects of network function in the human brain and provide valid disease models, but certain advancements in differentiation methods, bioengineering and available MEA technology are needed for these approaches to reach their full potential.
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Soriano-Castell D, Liang Z, Maher P, Currais A. Profiling the chemical nature of anti-oxytotic/ferroptotic compounds with phenotypic screening. Free Radic Biol Med 2021; 177:313-325. [PMID: 34748909 PMCID: PMC8639737 DOI: 10.1016/j.freeradbiomed.2021.11.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 10/29/2021] [Accepted: 11/03/2021] [Indexed: 12/26/2022]
Abstract
Because old age is the greatest risk factor for Alzheimer's disease (AD), it is critical to target the pathological events that link aging to AD in order to develop an efficient treatment that acts upon the primary causes of the disease. One such event might be the activation of oxytosis/ferroptosis, a unique cell death mechanism characterized by mitochondrial dysfunction and lethal lipid peroxidation. Here, a comprehensive library of >900 natural compounds was screened for protection against oxytosis/ferroptosis in nerve cells with the goal of better understanding the chemical nature of inhibitors of oxytosis/ferroptosis. Although the compounds tested spanned structurally diverse chemical classes from animal, microbial, plant and synthetic origins, a small set of very potent anti-oxytotic/ferroptotic compounds was identified that was highly enriched in plant quinones. The ability of these compounds to protect against oxytosis/ferroptosis strongly correlated with their ability to protect against in vitro ischemia and intracellular amyloid-beta toxicity in nerve cells, indicating that aspects of oxytosis/ferroptosis also underly other toxicities that are relevant to AD. Importantly, the anti-oxytotic/ferroptotic character of the quinone compounds relied on their capacity to target and directly prevent lipid peroxidation in a manner that required the reducing activity of cellular redox enzymes, such as NAD(P)H:quinone oxidoreductase 1 (NQO1) and ferroptosis suppressor protein 1 (FSP1). Because some of the compounds increased the production of total reactive oxygen species while decreasing lipid peroxidation, it appears that the pro-oxidant character of a compound can coexist with an inhibitory effect on lipid peroxidation and, consequently, still prevent oxytosis/ferroptosis. These findings have significant implications for the understanding of oxytosis/ferroptosis and open new approaches to the development of future neurotherapies.
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Affiliation(s)
- David Soriano-Castell
- Cellular Neurobiology Laboratory, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd. La Jolla, CA, 92037, USA.
| | - Zhibin Liang
- Cellular Neurobiology Laboratory, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Pamela Maher
- Cellular Neurobiology Laboratory, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Antonio Currais
- Cellular Neurobiology Laboratory, The Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd. La Jolla, CA, 92037, USA.
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Abstract
PURPOSE OF REVIEW Central nervous system (CNS) infections such as ventriculitis and meningitis are associated with significant morbidity and mortality. In part, this may be due to increased difficulties in achieving a therapeutic antibiotic concentration at the site of infection due to both the pharmacokinetic (PK) changes observed during critical illness and the reduced antibiotic penetration through the blood brain barrier. This paper reviews the pharmacodynamics (PD) and CNS PKs of antibiotics used for Gram-negative bacterial CNS infections to provide clinicians with practical dosing advice. RECENT FINDINGS Recent PK studies have shown that currently used intravenous antibiotic dosing regimens may not achieve a therapeutic exposure within the CNS, even for reportedly 'susceptible' bacteria per the current clinical meningitis breakpoints. Limited data exist for new β-lactam antibiotic/β-lactamase inhibitor combinations, which may be required for multidrug resistant infections. Intraventricular antibiotic administration, although not a new concept, has further evidence demonstrating improved patient outcomes compared with intravenous therapy alone, despite the ongoing paucity of PK studies guiding dosing recommendations. SUMMARY Clinicians should obtain the bacterial minimum inhibitory concentration when treating patients with CNS Gram-negative bacterial infections and consider the underlying PK/PD principles when prescribing antibiotics. Therapeutic drug monitoring, where available, should be considered to guide dosing. Intraventricular therapy should also be considered for patients with ventricular drains to optimise clinical outcomes.
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Tournier N, Comtat C, Lebon V, Gennisson JL. Challenges and Perspectives of the Hybridization of PET with Functional MRI or Ultrasound for Neuroimaging. Neuroscience 2021; 474:80-93. [DOI: 10.1016/j.neuroscience.2020.10.015] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Revised: 10/06/2020] [Accepted: 10/08/2020] [Indexed: 02/08/2023]
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Pharmacokinetics of Single Domain Antibodies and Conjugated Nanoparticles Using a Hybrid near Infrared Method. Int J Mol Sci 2021; 22:ijms22168695. [PMID: 34445399 PMCID: PMC8395466 DOI: 10.3390/ijms22168695] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 08/05/2021] [Accepted: 08/09/2021] [Indexed: 11/17/2022] Open
Abstract
Iron oxide nanoparticles and single domain antibodies from camelids (VHHs) have been increasingly recognized for their potential uses for medical diagnosis and treatment. However, there have been relatively few detailed characterizations of their pharmacokinetics (PK). The aim of this study was to develop imaging methods and pharmacokinetic models to aid the future development of a novel family of brain MRI molecular contrast agents. An efficient near-infrared (NIR) imaging method was established to monitor VHH and VHH conjugated nanoparticle kinetics in mice using a hybrid approach: kinetics in blood were assessed by direct sampling, and kinetics in kidney, liver, and brain were assessed by serial in vivo NIR imaging. These studies were performed under "basal" circumstances in which the VHH constructs and VHH-conjugated nanoparticles do not substantially interact with targets nor cross the blood brain barrier. Using this approach, we constructed a five-compartment PK model that fits the data well for single VHHs, engineered VHH trimers, and iron oxide nanoparticles conjugated to VHH trimers. The establishment of the feasibility of these methods lays a foundation for future PK studies of candidate brain MRI molecular contrast agents.
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De Francesco D, Wang X, Dickinson L, Underwood J, Bagkeris E, Babalis DS, Mallon PWG, Post FA, Vera JH, Sachikonye M, Williams I, Khoo S, Sabin CA, Winston A, Boffito M. Associations between plasma nucleoside reverse transcriptase inhibitors concentrations and cognitive function in people with HIV. PLoS One 2021; 16:e0253861. [PMID: 34288920 PMCID: PMC8294567 DOI: 10.1371/journal.pone.0253861] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Accepted: 06/15/2021] [Indexed: 12/12/2022] Open
Abstract
Objectives To investigate the associations of plasma lamivudine (3TC), abacavir (ABC), emtricitabine (FTC) and tenofovir (TFV) concentrations with cognitive function in a cohort of treated people with HIV (PWH). Methods Pharmacokinetics (PK) and cognitive function (Cogstate, six domains) data were obtained from PWH recruited in the POPPY study on either 3TC/ABC or FTC/tenofovir disoproxil fumarate (TDF)-containing regimens. Association between PK parameters (AUC0-24: area under the concentration-time curve over 24 hours, Cmax: maximum concentration and Ctrough: trough concentration) and cognitive scores (standardized into z-scores) were evaluated using rank regression adjusting for potential confounders. Results Median (IQR) global cognitive z-scores in the 83 PWH on 3TC/ABC and 471 PWH on FTC/TDF were 0.14 (-0.27, 0.38) and 0.09 (-0.28, 0.42), respectively. Higher 3TC AUC0-24 and Ctrough were associated with better global z-scores [rho = 0.29 (p = 0.02) and 0.27 (p = 0.04), respectively], whereas higher 3TC Cmax was associated with poorer z-scores [rho = -0.31 (p<0.01)], independently of ABC concentrations. Associations of ABC PK parameters with global and domain z-scores were non-significant after adjustment for confounders and 3TC concentrations (all p’s>0.05). None of the FTC and TFV PK parameters were associated with global or domain cognitive scores. Conclusions Whilst we found no evidence of either detrimental or beneficial effects of ABC, FTC and TFV plasma exposure on cognitive function of PWH, higher plasma 3TC exposures were generally associated with better cognitive performance although higher peak concentrations were associated with poorer performance.
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Affiliation(s)
- Davide De Francesco
- Institute for Global Health, University College London, London, United Kingdom
- * E-mail:
| | - Xinzhu Wang
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Laura Dickinson
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Jonathan Underwood
- Department of Infectious Disease, Imperial College London, London, United Kingdom
- Division of Infection and Immunity, University of Cardiff, Cardiff, United Kingdom
| | - Emmanouil Bagkeris
- Institute for Global Health, University College London, London, United Kingdom
| | - Daphne S. Babalis
- Imperial Clinical Trials Unit, Imperial College London, London, United Kingdom
| | - Patrick W. G. Mallon
- Infectious Disease Epidemiology, University College Dublin School of Medicine, Dublin, Ireland
| | - Frank A. Post
- King’s College Hospital NHS Foundation Trust, London, United Kingdom
| | - Jaime H. Vera
- Department of Global Health and Infection, Brighton and Sussex Medical School, Brighton, United Kingdom
| | | | - Ian Williams
- Institute for Global Health, University College London, London, United Kingdom
| | - Saye Khoo
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Caroline A. Sabin
- Institute for Global Health, University College London, London, United Kingdom
| | - Alan Winston
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Marta Boffito
- Department of Infectious Disease, Imperial College London, London, United Kingdom
- Chelsea and Westminster Healthcare NHS Foundation Trust, London, United Kingdom
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Lumbar cerebrospinal fluid-to-brain extracellular fluid surrogacy is context-specific: insights from LeiCNS-PK3.0 simulations. J Pharmacokinet Pharmacodyn 2021; 48:725-741. [PMID: 34142308 PMCID: PMC8405486 DOI: 10.1007/s10928-021-09768-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Accepted: 06/01/2021] [Indexed: 11/01/2022]
Abstract
Predicting brain pharmacokinetics is critical for central nervous system (CNS) drug development yet difficult due to ethical restrictions of human brain sampling. CNS pharmacokinetic (PK) profiles are often altered in CNS diseases due to disease-specific pathophysiology. We previously published a comprehensive CNS physiologically-based PK (PBPK) model that predicted the PK profiles of small drugs at brain and cerebrospinal fluid compartments. Here, we improved this model with brain non-specific binding and pH effect on drug ionization and passive transport. We refer to this improved model as Leiden CNS PBPK predictor V3.0 (LeiCNS-PK3.0). LeiCNS-PK3.0 predicted the unbound drug concentrations of brain ECF and CSF compartments in rats and humans with less than two-fold error. We then applied LeiCNS-PK3.0 to study the effect of altered cerebrospinal fluid (CSF) dynamics, CSF volume and flow, on brain extracellular fluid (ECF) pharmacokinetics. The effect of altered CSF dynamics was simulated using LeiCNS-PK3.0 for six drugs and the resulting drug exposure at brain ECF and lumbar CSF were compared. Simulation results showed that altered CSF dynamics changed the CSF PK profiles, but not the brain ECF profiles, irrespective of the drug's physicochemical properties. Our analysis supports the notion that lumbar CSF drug concentration is not an accurate surrogate of brain ECF, particularly in CNS diseases. Systems approaches account for multiple levels of CNS complexity and are better suited to predict brain PK.
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15
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Devanathan AS, Cottrell ML. Pharmacology of HIV Cure: Site of Action. Clin Pharmacol Ther 2021; 109:841-855. [PMID: 33540481 DOI: 10.1002/cpt.2187] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Accepted: 01/08/2021] [Indexed: 12/14/2022]
Abstract
Despite significant advances in HIV treatment over the past 30 years, critical barriers to an HIV cure persist. The HIV reservoir, defined at both the cellular and anatomical level, constitutes the main barrier to cure. While the mechanisms underlying the reservoir are not yet well understood, one theory to explain persistence at the anatomical level is that subtherapeutic exposure to antiretroviral therapy (ART) within certain tissue compartments permits ongoing replication. Characterizing ART pharmacology throughout the body is important in the context of these potential pharmacologic sanctuaries and for maximizing the probability of success with forthcoming cure strategies that rely on latency reversal and require ART to prevent reseeding the reservoir. In this review, we provide a comprehensive overview of ART and latency reversal agent distribution at the site of action for HIV cure (i.e., anatomical sites commonly associated with HIV persistence, such as lymphoid organs and the central nervous system). We also discuss methodologic approaches that provide insight into HIV cure pharmacology, including experimental design and advances within the computational, pharmaceutical, and analytical chemistry fields. The information discussed in this review will assist in streamlining the development of investigational cure strategies by providing a roadmap to ensure therapeutic exposure within the site of action for HIV cure.
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Affiliation(s)
- Aaron S Devanathan
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Mackenzie L Cottrell
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
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Lacroix C, Soeiro T, Le Marois M, Guilhaumou R, Cassé-Perrot C, Jouve E, Röhl C, Belzeaux R, Micallef J, Blin O. Innovative approaches in CNS clinical drug development: Quantitative systems pharmacology. Therapie 2020; 76:111-119. [PMID: 33358366 DOI: 10.1016/j.therap.2020.12.007] [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: 06/15/2020] [Accepted: 07/19/2020] [Indexed: 11/26/2022]
Abstract
Clinical trials involving brain disorders are notoriously difficult to set up and run. Innovative ways to develop effective prevention and treatment strategies for central nervous system (CNS) diseases are urgently needed. New approaches that are likely to renew or at least modify the paradigms used so far have been recently proposed. Quantitative systems pharmacology (QSP) uses mathematical computerized models to characterize biological systems, disease processes and CNS drug pharmacology. Integrated experimental medicine should increase the probability and predictability of success while controlling clinical trials costs. Finally, the societal perspective and patient empowerment also offer additional approaches to demonstrate the benefit of a new drug in the CNS field.
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Affiliation(s)
- Clémence Lacroix
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Thomas Soeiro
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Marguerite Le Marois
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Romain Guilhaumou
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Catherine Cassé-Perrot
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Elisabeth Jouve
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Claas Röhl
- Obmann NF Kinder/Obmann NF Patients United/Obmann EUPATI Austria, 1230 Wien, Austria
| | - Raoul Belzeaux
- Aix Marseille Univ, APHM, CNRS, Inst Neurosci Timone, University Hospital Federation DHUNE, Service de Psychiatrie, 13005 Marseille, France
| | - Joëlle Micallef
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France
| | - Olivier Blin
- Aix Marseille Univ, APHM, INSERM, Inst Neurosci Syst, UMR 1106, University Hospital Federation DHUNE, Service de Pharmacologie Clinique et Pharmacovigilance, 13005 Marseille, France.
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17
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Devanathan AS, Fallon JK, White NR, Schauer AP, Van Horne B, Blake K, Sykes C, Kovarova M, Adamson L, Remling-Mulder L, Luciw P, Garcia JV, Akkina R, Pirone JR, Smith PC, Kashuba ADM. Antiretroviral Penetration and Drug Transporter Concentrations in the Spleens of Three Preclinical Animal Models and Humans. Antimicrob Agents Chemother 2020; 64:e01384-20. [PMID: 32661005 PMCID: PMC7508597 DOI: 10.1128/aac.01384-20] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 07/08/2020] [Indexed: 12/11/2022] Open
Abstract
Adequate antiretroviral (ARV) concentrations in lymphoid tissues are critical for optimal antiretroviral therapy (ART). While the spleen contains 25% of the body's lymphocytes, there are minimal data on ARV penetration in this organ. This study quantified total and protein-unbound splenic ARV concentrations and determined whether drug transporters, sex, or infection status were modifiers of these concentrations in animal models and humans. Two humanized mice models (hu-HSC-Rag [n = 36; 18 HIV-positive (HIV+) and 18 HIV-negative (HIV-)] and bone marrow-liver-thymus [n = 13; 7 HIV+ and 6 HIV-]) and one nonhuman primate (NHP) model (rhesus macaque [n = 18; 10 SHIV+ and 8 SHIV-]) were dosed to steady state with ARV combinations. HIV+ human spleens (n = 14) from the National NeuroAIDS Tissue Consortium were analyzed postmortem (up to 24 h postdose). ARV concentrations were measured by liquid chromatography-tandem mass spectrometry (LC-MS/MS), drug transporter concentrations were measured with LC-MS proteomics, and protein binding in NHP spleens was determined by rapid equilibrium dialysis. Mice generally had the lowest splenic concentrations of the three species. Protein binding in splenic tissue was 6 to 96%, compared to 76 to 99% in blood plasma. NHPs had quantifiable Mrp4, Bcrp, and Ent1 concentrations, and humans had quantifiable ENT1 concentrations. None significantly correlated with tissue ARV concentrations. There was also no observable influence of infection status or sex. With these dosing strategies, NHP splenic penetration most closely resembled that of humans. These data can inform tissue pharmacokinetic scaling to humans to target HIV reservoirs by identifying important species-related differences.
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Affiliation(s)
- Aaron S Devanathan
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - John K Fallon
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Nicole R White
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Amanda P Schauer
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Brian Van Horne
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Kimberly Blake
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Craig Sykes
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Martina Kovarova
- University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | | | | | - Paul Luciw
- University of California, Davis, Davis, California, USA
| | - J Victor Garcia
- University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Ramesh Akkina
- Colorado State University, Fort Collins, Colorado, USA
| | - Jason R Pirone
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Philip C Smith
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Angela D M Kashuba
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
- University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
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Srinivas N, Joseph SB, Robertson K, Kincer LP, Menezes P, Adamson L, Schauer AP, Blake KH, White N, Sykes C, Luciw P, Eron JJ, Forrest A, Price RW, Spudich S, Swanstrom R, Kashuba AD. Predicting Efavirenz Concentrations in the Brain Tissue of HIV-Infected Individuals and Exploring their Relationship to Neurocognitive Impairment. Clin Transl Sci 2019; 12:302-311. [PMID: 30675981 PMCID: PMC6510381 DOI: 10.1111/cts.12620] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Accepted: 12/13/2018] [Indexed: 11/26/2022] Open
Abstract
Sparse data exist on the penetration of antiretrovirals into brain tissue. In this work, we present a framework to use efavirenz (EFV) pharmacokinetic (PK) data in plasma, cerebrospinal fluid (CSF), and brain tissue of eight rhesus macaques to predict brain tissue concentrations in HIV-infected individuals. We then perform exposure-response analysis with the model-predicted EFV area under the concentration-time curve (AUC) and neurocognitive scores collected from a group of 24 HIV-infected participants. Adult rhesus macaques were dosed daily with 200 mg EFV (as part of a four-drug regimen) for 10 days. Plasma was collected at 8 time points over 10 days and at necropsy, whereas CSF and brain tissue were collected at necropsy. In the clinical study, data were obtained from one paired plasma and CSF sample of participants prescribed EFV, and neuropsychological test evaluations were administered across 15 domains. PK modeling was performed using ADAPT version 5.0 Biomedical Simulation Resource, Los Angeles, CA) with the iterative two-stage estimation method. An eight-compartment model best described EFV distribution across the plasma, CSF, and brain tissue of rhesus macaques and humans. Model-predicted median brain tissue concentrations in humans were 31 and 8,000 ng/mL, respectively. Model-predicted brain tissue AUC was highly correlated with plasma AUC (γ = 0.99, P < 0.001) but not CSF AUC (γ = 0.34, P = 0.1) and did not show any relationship with neurocognitive scores (γ < 0.05, P > 0.05). This analysis provides an approach to estimate PK the brain tissue in order to perform PK/pharmacodynamic analyses at the target site.
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Affiliation(s)
- Nithya Srinivas
- Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
- Present address:
Incyte CorporationWilmingtonDelawareUSA
| | - Sarah Beth Joseph
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Kevin Robertson
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Laura P. Kincer
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Prema Menezes
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Lourdes Adamson
- School of MedicineUniversity of CaliforniaDavisCaliforniaUSA
| | - Amanda P. Schauer
- Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Kimberly H. Blake
- Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Nicole White
- Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Craig Sykes
- Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Paul Luciw
- School of MedicineUniversity of CaliforniaDavisCaliforniaUSA
| | - Joseph J. Eron
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | | | - Richard W. Price
- Department of NeurologySchool of MedicineUniversity of California San FranciscoSan FranciscoCaliforniaUSA
| | - Serena Spudich
- Department of NeurologyYale School of MedicineNew HavenConnecticutUSA
| | - Ronald Swanstrom
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Angela D.M. Kashuba
- Eshelman School of PharmacyUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
- School of MedicineUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
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19
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Srinivas N, Rosen EP, Gilliland WM, Kovarova M, Remling-Mulder L, De La Cruz G, White N, Adamson L, Schauer AP, Sykes C, Luciw P, Garcia JV, Akkina R, Kashuba ADM. Antiretroviral concentrations and surrogate measures of efficacy in the brain tissue and CSF of preclinical species. Xenobiotica 2018; 49:1192-1201. [PMID: 30346892 DOI: 10.1080/00498254.2018.1539278] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
1. Antiretroviral concentrations in cerebrospinal fluid (CSF) are used as surrogate for brain tissue, although sparse data support this. We quantified antiretrovirals in brain tissue across preclinical models, compared them to CSF, and calculated 90% inhibitory quotients (IQ90) for nonhuman primate (NHP) brain tissue. Spatial distribution of efavirenz was performed by mass-spectrometry imaging (MSI). 2. HIV or RT-SHIV-infected and uninfected animals from two humanized mouse models (hemopoietic-stem cell/RAG2-, n = 36; bone marrow-liver-thymus/BLT, n =13) and an NHP model (rhesus macaque, n =18) were dosed with six antiretrovirals. Brain tissue, CSF (NHPs), and plasma were collected at necropsy. Drug concentrations were measured by LC-MS/MS. Rapid equilibrium dialysis determined protein binding in NHP brain. 3. Brain tissue penetration of most antiretrovirals were >10-fold lower (p < 0.02) in humanized mice than NHPs. NHP CSF concentrations were >13-fold lower (p <0.02) than brain tissue with poor agreement except for efavirenz (r = 0.91, p = 0.001). Despite 97% brain tissue protein binding, efavirenz achieved IQ90>1 in all animals and 2-fold greater white versus gray matter concentration. 4. Brain tissue penetration varied across animal models for all antiretrovirals except raltegravir, and extrapolating brain tissue concentrations between models should be avoided. With the exception of efavirenz, CSF is not a surrogate for brain tissue concentrations.
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Affiliation(s)
- Nithya Srinivas
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Elias P Rosen
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - William M Gilliland
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Martina Kovarova
- b School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | | | - Gabriela De La Cruz
- b School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Nicole White
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Lourdes Adamson
- d School of Medicine , University of California at Davis , Davis , CA , USA
| | - Amanda P Schauer
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Craig Sykes
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Paul Luciw
- d School of Medicine , University of California at Davis , Davis , CA , USA
| | - J Victor Garcia
- b School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Ramesh Akkina
- c School of Medicine , Colorado State University , Fort Collins , CO , USA
| | - Angela D M Kashuba
- a Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
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20
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Stott KE, Hope W. Pharmacokinetics–pharmacodynamics of antifungal agents in the central nervous system. Expert Opin Drug Metab Toxicol 2018; 14:803-815. [DOI: 10.1080/17425255.2018.1492551] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Katharine E Stott
- Antimicrobial Pharmacodynamics and Therapeutics Laboratory, Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
- Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi
| | - William Hope
- Antimicrobial Pharmacodynamics and Therapeutics Laboratory, Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
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