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Baltin M, Smirnova V, Khamatnurova R, Sabirova D, Samigullin B, Sachenkov O, Baltina T. Functional State of the Motor Centers of the Lumbar Spine after Contusion (Th8-Th9) with Application of Methylprednisolone-Copolymer at the Site of Injury. Biomedicines 2023; 11:2026. [PMID: 37509665 PMCID: PMC10377350 DOI: 10.3390/biomedicines11072026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 07/06/2023] [Accepted: 07/10/2023] [Indexed: 07/30/2023] Open
Abstract
Spinal cord injuries must be treated as soon as possible. Studies of NASCIS protocols have questioned the use of methylprednisolone therapy. This study aimed to evaluate the effect of local delivery of methylprednisolone succinate in combination with a tri-block copolymer in rats with spinal cord injury. The experiments were conducted in accordance with the bioethical guidelines. We evaluated the state of the motor centers below the level of injury by assessing the amplitude of evoked motor responses in the hind limb muscles of rats during epidural stimulation. Kinematic analysis was performed to examine the stepping cycle in each rat. Trajectories of foot movements were plotted to determine the range of limb motion, maximum foot lift height, and lateral deviation of the foot in rats on the 21st day after spinal cord injury. We have shown that the local application of methylprednisolone succinate in combination with block copolymer leads to recovery of center excitability by 21 days after injury. In rats, they recovered weight-supported locomotion, directional control of walking, and balance. The proposed assessment method provides valuable information on gait disturbances following injury and can be utilized to evaluate the quality of therapeutic interventions.
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Affiliation(s)
- Maxim Baltin
- Research Laboratory "Mechanobiology", Institute of Fundamental Medicine and Biology, Kazan Federal University, 420015 Kazan, Russia
- Research Institute of Sports Reserve Training Technologies, Volga State University of Physical Culture, Sports and Tourism, Universiade Village, 35, 420010 Kazan, Russia
| | - Victoriya Smirnova
- N.I. Lobachevsky Institute of Mathematics and Mechanics, Kazan Federal University, 420008 Kazan, Russia
| | - Regina Khamatnurova
- Interdisciplinary Neuroscience Faculty, Goethe-Universität Frankfurt am Main, 60323 Frankfurt am Main, Germany
| | - Diana Sabirova
- N.I. Lobachevsky Institute of Mathematics and Mechanics, Kazan Federal University, 420008 Kazan, Russia
- Department of Human and Animal Physiology, Institute of Fundamental Medicine and Biology, Kazan Federal University, 76 K. Marx St., 420015 Kazan, Russia
| | - Bulat Samigullin
- Research Laboratory "Mechanobiology", Institute of Fundamental Medicine and Biology, Kazan Federal University, 420015 Kazan, Russia
- NeuroStart Medical Center, 420049 Kazan, Russia
| | - Oskar Sachenkov
- N.I. Lobachevsky Institute of Mathematics and Mechanics, Kazan Federal University, 420008 Kazan, Russia
- Department Machines Science and Engineering Graphics, Tupolev Kazan National Research Technical University, 420111 Kazan, Russia
| | - Tatyana Baltina
- Research Laboratory "Mechanobiology", Institute of Fundamental Medicine and Biology, Kazan Federal University, 420015 Kazan, Russia
- Department of Human and Animal Physiology, Institute of Fundamental Medicine and Biology, Kazan Federal University, 76 K. Marx St., 420015 Kazan, Russia
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Baltin ME, Sabirova DE, Chernova ON, Baltina TV, Sachenkov OA. Morphofunctional Changes in the Spinal Cord of Rats after Contusion Injury with Local Delivery of Methylprednisolone in Combination with a Copolymer. Bull Exp Biol Med 2023; 174:810-815. [PMID: 37160795 DOI: 10.1007/s10517-023-05795-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Indexed: 05/11/2023]
Abstract
We studied the neuroprotective effect of local application of methylprednisolone in combination with a block copolymer after contusion spinal cord injury in rats. Histological analysis of the spinal cord showed that delivery of a complex of methylprednisolone with a block copolymer reduced the volume of white and gray matter lesions. An increase in the amplitude of the evoked response of the gastrocnemius muscle was observed during epidural stimulation of the spinal cord 6 h after the injury. The maximum amplitude of the muscle response was greater in the group with local delivery of the methylprednisolone complex with the polymer 72 h after the injury. The obtained results demonstrate the neuroprotective effect of the local administration of the complex and allow to make positive prognosis for the recovery of the sensorimotor functions in rats.
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Affiliation(s)
- M E Baltin
- Institute of Fundamental Medicine and Biology, Kazan (Volga region) Federal University, Kazan, Republic of Tatarstan, Russia
| | - D E Sabirova
- Institute of Fundamental Medicine and Biology, Kazan (Volga region) Federal University, Kazan, Republic of Tatarstan, Russia
| | | | - T V Baltina
- Institute of Fundamental Medicine and Biology, Kazan (Volga region) Federal University, Kazan, Republic of Tatarstan, Russia.
| | - O A Sachenkov
- N. I. Lobachevsky Institute of Mathematics and Mechanics, Kazan (Volga region) Federal University, Kazan, Republic of Tatarstan, Russia
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3
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Acevedo A, DuBois D, Almon RR, Jusko WJ, Androulakis IP. Modeling Pathway Dynamics of the Skeletal Muscle Response to Intravenous Methylprednisolone (MPL) Administration in Rats: Dosing and Tissue Effects. Front Bioeng Biotechnol 2020; 8:759. [PMID: 32760706 PMCID: PMC7371857 DOI: 10.3389/fbioe.2020.00759] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2019] [Accepted: 06/15/2020] [Indexed: 12/27/2022] Open
Abstract
A model-based approach for the assessment of pathway dynamics is explored to characterize metabolic and signaling pathway activity changes characteristic of the dosing-dependent differences in response to methylprednisolone in muscle. To consistently compare dosing-induced changes we extend the principles of pharmacokinetics and pharmacodynamics and introduce a novel representation of pathway-level dynamic models of activity regulation. We hypothesize the emergence of dosing-dependent regulatory interactions is critical to understanding the mechanistic implications of MPL dosing in muscle. Our results indicate that key pathways, including amino acid and lipid metabolism, signal transduction, endocrine regulation, regulation of cellular functions including growth, death, motility, transport, protein degradation, and catabolism are dependent on dosing, exhibiting diverse dynamics depending on whether the drug is administered acutely of continuously. Therefore, the dynamics of drug presentation offer the possibility for the emergence of dosing-dependent models of regulation. Finally, we compared acute and chronic MPL response in muscle with liver. The comparison revealed systematic response differences between the two tissues, notably that muscle appears more prone to adapt to MPL.
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Affiliation(s)
- Alison Acevedo
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ, United States
| | - Debra DuBois
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, United States.,Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, United States
| | - Richard R Almon
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, United States.,Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, United States
| | - William J Jusko
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, United States.,Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, United States
| | - Ioannis P Androulakis
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ, United States.,Department of Chemical and Biochemical Engineering, Rutgers University, Piscataway, NJ, United States.,Department of Surgery, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, United States
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4
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Mavroudis PD, Ayyar VS, Jusko WJ. ATLAS mPBPK: A MATLAB-Based Tool for Modeling and Simulation of Minimal Physiologically-Based Pharmacokinetic Models. CPT Pharmacometrics Syst Pharmacol 2019; 8:557-566. [PMID: 31154668 PMCID: PMC6709424 DOI: 10.1002/psp4.12441] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Accepted: 05/06/2019] [Indexed: 01/24/2023] Open
Abstract
Minimal physiologically-based pharmacokinetic (mPBPK) models are frequently used to model plasma pharmacokinetic (PK) data and utilize and yield physiologically relevant parameters. Compared with classical compartment and whole-body physiologically-based pharmacokinetic modeling approaches, mPBPK models maintain a structure of intermediate physiological complexity that can be adequately informed by plasma PK data. In this tutorial, we present a MATLAB-based tool for the modeling and simulation of mPBPK models (ATLAS mPBPK) of small and large molecules. This tool enables the users to perform the following: (i) PK data visualization, (ii) simulation, (iii) parameter optimization, and (iv) local sensitivity analysis of mPBPK models in a simple and efficient manner. In addition to the theoretical background and implementation of the different tool functionalities, this tutorial includes simulation and sensitivity analysis showcases of small and large molecules with and without target-mediated drug disposition.
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Affiliation(s)
| | - Vivaswath S. Ayyar
- School of Pharmacy and Pharmaceutical SciencesUniversity at BuffaloBuffaloNew YorkUSA
| | - William J. Jusko
- School of Pharmacy and Pharmaceutical SciencesUniversity at BuffaloBuffaloNew YorkUSA
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5
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Ayyar VS, DuBois DC, Nakamura T, Almon RR, Jusko WJ. Modeling Corticosteroid Pharmacokinetics and Pharmacodynamics, Part II: Sex Differences in Methylprednisolone Pharmacokinetics and Corticosterone Suppression. J Pharmacol Exp Ther 2019; 370:327-336. [PMID: 31197019 DOI: 10.1124/jpet.119.257527] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 06/10/2019] [Indexed: 12/23/2022] Open
Abstract
Methylprednisolone (MPL), a corticosteroid of intermediate potency, remains an important immunomodulatory agent for autoimmune diseases. Although sex differences in corticosteroid pharmacokinetics/pharmacodynamics (PK/PD) have been documented in humans, comprehensive preclinical assessments of such differences have not been conducted. Limited in vitro evidence indicates possible sex differences in corticosteroid PK and PD. Therefore, it is hypothesized that comparative PK/PD assessments of MPL disposition and selected PD actions in both sexes will provide insights into factors controlling sex differences in steroid responses. This report focused on the plasma and tissue pharmacokinetics of MPL and its adrenal suppressive effects. Because time-dependent (estrous) regulation of sex hormones in females can influence drug responses, female rats were studied in the proestrus (high estradiol/progesterone) and estrus (low estradiol/progesterone) phases of the reproductive cycle. Cohorts of male and female rats were given a 50 mg/kg bolus dose of MPL intramuscularly. Plasma and liver concentrations of MPL as well as plasma corticosterone concentrations were assayed using high-performance liquid chromatography. An enhanced minimal physiologically-based PK/PD model was developed to characterize MPL kinetics and corticosterone dynamics. The clearance of MPL was ∼3-fold higher in males compared with females, regardless of estrous phase, likely attributable to sex-specific hepatic metabolism in males. Strong inhibitory effects on adrenal suppression were observed in all animals. These temporal steroid profiles in plasma and tissues will be used to drive receptor/gene-mediated PD effects of MPL in both sexes, as described in a companion article (Part III). SIGNIFICANCE STATEMENT: Sex is a relevant factor influencing the pharmacokinetics (PK) and pharmacodynamics (PD) of drugs. Few preclinical PK/PD studies, however, include sex as a variable. Sex differences in the PK and adrenal suppressive effects of the synthetic corticosteroid, methylprednisolone, were assessed in male and female rats as a function of the 4-day rodent reproductive cycle. Drug exposure was 3-fold higher in females, regardless of estrous stage, compared with males. An extended minimal physiologically-based PK/PD model utilizing in vitro and in vivo measurements was developed and applied. These studies provide a framework to account for sex-dependent variability in drug and endogenous agonist (corticosterone) exposures, serving as a prelude to more intricate assessments of sex-related variability in receptor/gene-mediated PD corticosteroid actions.
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Affiliation(s)
- Vivaswath S Ayyar
- Departments of Pharmaceutical Sciences (V.S.A., D.C.D., T.N., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York; and DMPK Research Department, Teijin Institute for Biomedical Research, Teijin Pharma, Tokyo, Japan (T.N.)
| | - Debra C DuBois
- Departments of Pharmaceutical Sciences (V.S.A., D.C.D., T.N., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York; and DMPK Research Department, Teijin Institute for Biomedical Research, Teijin Pharma, Tokyo, Japan (T.N.)
| | - Toshimichi Nakamura
- Departments of Pharmaceutical Sciences (V.S.A., D.C.D., T.N., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York; and DMPK Research Department, Teijin Institute for Biomedical Research, Teijin Pharma, Tokyo, Japan (T.N.)
| | - Richard R Almon
- Departments of Pharmaceutical Sciences (V.S.A., D.C.D., T.N., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York; and DMPK Research Department, Teijin Institute for Biomedical Research, Teijin Pharma, Tokyo, Japan (T.N.)
| | - William J Jusko
- Departments of Pharmaceutical Sciences (V.S.A., D.C.D., T.N., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York; and DMPK Research Department, Teijin Institute for Biomedical Research, Teijin Pharma, Tokyo, Japan (T.N.)
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6
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Ayyar VS, Song D, DuBois DC, Almon RR, Jusko WJ. Modeling Corticosteroid Pharmacokinetics and Pharmacodynamics, Part I: Determination and Prediction of Dexamethasone and Methylprednisolone Tissue Binding in the Rat. J Pharmacol Exp Ther 2019; 370:318-326. [PMID: 31197020 DOI: 10.1124/jpet.119.257519] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 06/10/2019] [Indexed: 01/18/2023] Open
Abstract
The plasma and tissue binding properties of two corticosteroids, dexamethasone (DEX) and methylprednisolone (MPL), were assessed in the rat in anticipation of developing physiologically based pharmacokinetic and pharmacokinetic/pharmacodynamic models. The tissue-to-plasma partition coefficients (K P) of DEX and MPL were measured in liver, muscle, and lung in vivo after steady-state infusion and bolus injection in rats. Since K P is often governed by reversible binding to macromolecules in blood and tissue, an attempt was made to assess K P values of DEX and MPL by in vitro binding studies using rat tissue homogenates and to compare these estimates to those obtained from in vivo kinetics after dosing. The K P values of both steroids were also calculated in rat tissues using mechanistic tissue composition-based equations. The plasma binding of DEX and MPL was linear with moderate binding (60.5% and 82.5%) in male and female rats. In vivo estimates of steroid uptake appeared linear across the tested concentrations and K P was highest in liver and lowest in muscle for both steroids. Assessment of hepatic binding of MPL in vitro was severely affected by drug loss at 37°C in male liver homogenates, whereas DEX was stable in both male and female liver homogenates. With the exception of MPL in liver, in vitro-derived K P estimates reasonably agreed with in vivo values. The mechanistic equations modestly underpredicted K P for both drugs. Tissue metabolism, saturable tissue binding, and active uptake are possible factors that can complicate assessments of in vivo tissue binding of steroids when using tissue homogenates. SIGNIFICANCE STATEMENT: Assuming the free hormone hypothesis, the ratio of the unbound drug fraction in plasma and in tissues defines the tissue-to-plasma partition coefficient (K P), an important parameter in physiologically based pharmacokinetic modeling that determines total drug concentrations within tissues and the steady-state volume of distribution. This study assessed the plasma and tissue binding properties of the synthetic corticosteroids, dexamethasone and methylprednisolone, in rats using ultrafiltration and tissue homogenate techniques. In vitro-in vivo and in silico-in vivo extrapolation of K P was assessed for both drugs in liver, muscle, and lung. Although the extrapolation was fairly successful across the tissues, in vitro homogenate studies severely underpredicted the K P of methylprednisolone in liver, partly attributable to the extensive hepatic metabolism.
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Affiliation(s)
- Vivaswath S Ayyar
- Departments of Pharmaceutical Sciences (V.S.A., D.S., D.C.D., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Dawei Song
- Departments of Pharmaceutical Sciences (V.S.A., D.S., D.C.D., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Debra C DuBois
- Departments of Pharmaceutical Sciences (V.S.A., D.S., D.C.D., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Richard R Almon
- Departments of Pharmaceutical Sciences (V.S.A., D.S., D.C.D., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - William J Jusko
- Departments of Pharmaceutical Sciences (V.S.A., D.S., D.C.D., R.R.A., W.J.J.) and Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
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7
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Acevedo A, Berthel A, DuBois D, Almon RR, Jusko WJ, Androulakis IP. Pathway-Based Analysis of the Liver Response to Intravenous Methylprednisolone Administration in Rats: Acute Versus Chronic Dosing. GENE REGULATION AND SYSTEMS BIOLOGY 2019; 13:1177625019840282. [PMID: 31019365 PMCID: PMC6466473 DOI: 10.1177/1177625019840282] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Accepted: 03/05/2019] [Indexed: 12/25/2022]
Abstract
Pharmacological time-series data, from comparative dosing studies, are critical to characterizing drug effects. Reconciling the data from multiple studies is inevitably difficult; multiple in vivo high-throughput -omics studies are necessary to capture the global and temporal effects of the drug, but these experiments, though analogous, differ in (microarray or other) platforms, time-scales, and dosing regimens and thus cannot be directly combined or compared. This investigation addresses this reconciliation issue with a meta-analysis technique aimed at assessing the intrinsic activity at the pathway level. The purpose of this is to characterize the dosing effects of methylprednisolone (MPL), a widely used anti-inflammatory and immunosuppressive corticosteroid (CS), within the liver. A multivariate decomposition approach is applied to analyze acute and chronic MPL dosing in male adrenalectomized rats and characterize the dosing-dependent differences in the dynamic response of MPL-responsive signaling and metabolic pathways. We demonstrate how to deconstruct signaling and metabolic pathways into their constituent pathway activities, activities which are scored for intrinsic pathway activity. Dosing-induced changes in the dynamics of pathway activities are compared using a model-based assessment of pathway dynamics, extending the principles of pharmacokinetics/pharmacodynamics (PKPD) to describe pathway activities. The model-based approach enabled us to hypothesize on the likely emergence (or disappearance) of indirect dosing-dependent regulatory interactions, pointing to likely mechanistic implications of dosing of MPL transcriptional regulation. Both acute and chronic MPL administration induced a strong core of activity within pathway families including the following: lipid metabolism, amino acid metabolism, carbohydrate metabolism, metabolism of cofactors and vitamins, regulation of essential organelles, and xenobiotic metabolism pathway families. Pathway activities alter between acute and chronic dosing, indicating that MPL response is dosing dependent. Furthermore, because multiple pathway activities are dominant within a single pathway, we observe that pathways cannot be defined by a single response. Instead, pathways are defined by multiple, complex, and temporally related activities corresponding to different subgroups of genes within each pathway.
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Affiliation(s)
- Alison Acevedo
- Department of Biomedical Engineering,
Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey,
Piscataway, NJ, USA
| | - Ana Berthel
- Department of Biochemistry, Mount
Holyoke College, South Hadley, MA, USA
| | - Debra DuBois
- Department of Pharmaceutical Sciences,
School of Pharmacy and Pharmaceutical Sciences, The State University of New York at
Buffalo, Buffalo, NY, USA
- Department of Biological Sciences, The
State University of New York at Buffalo, Buffalo, NY, USA
| | - Richard R Almon
- Department of Pharmaceutical Sciences,
School of Pharmacy and Pharmaceutical Sciences, The State University of New York at
Buffalo, Buffalo, NY, USA
- Department of Biological Sciences, The
State University of New York at Buffalo, Buffalo, NY, USA
| | - William J Jusko
- Department of Pharmaceutical Sciences,
School of Pharmacy and Pharmaceutical Sciences, The State University of New York at
Buffalo, Buffalo, NY, USA
- Department of Biological Sciences, The
State University of New York at Buffalo, Buffalo, NY, USA
| | - Ioannis P Androulakis
- Department of Biomedical Engineering,
Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey,
Piscataway, NJ, USA
- Department of Chemical and Biochemical
Engineering, Robert Wood Johnson Medical School, Rutgers, The State University of
New Jersey, Piscataway, NJ, USA
- Department of Surgery, Robert Wood
Johnson Medical School, Rutgers, The State University of New Jersey, Piscataway, NJ,
USA
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8
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Mavroudis PD, van den Anker J, Conklin LS, Damsker JM, Hoffman EP, Nagaraju K, Clemens PR, Jusko WJ. Population Pharmacokinetics of Vamorolone (VBP15) in Healthy Men and Boys With Duchenne Muscular Dystrophy. J Clin Pharmacol 2019; 59:979-988. [PMID: 30742306 DOI: 10.1002/jcph.1388] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2018] [Accepted: 01/18/2019] [Indexed: 02/06/2023]
Abstract
Duchenne muscular dystrophy (DMD) is an inherited neuromuscular disorder occurring in boys and caused by mutations in the dystrophin gene. Vamorolone is a first-generation delta-9,11 compound that has favorable efficacy and side effect profiles relative to classical glucocorticoids. The pharmacokinetics (PK) of oral vamorolone were assessed in parallel-group studies in healthy men (phase 1, n = 86) and boys with DMD (phase 2a, n = 48) during 14 days of once-daily dosing with a range of doses. Vamorolone exhibited moderate variability in PK, with the maximum plasma concentration usually occurring at 2-4 hours and a half-life of approximately 2 hours for all doses and days examined. Population PK modeling of all data together indicated that the PK of vamorolone can be well described by a 1-compartment model with zero-order absorption. Both men and boys showed a dose-linearity of PK parameters for the doses examined, with no accumulation of the drug during daily dosing. Ingestion with food resulted in markedly enhanced absorption of the drug, as tested in healthy men. There were similar PK of vamorolone in healthy men and DMD boys with apparent clearance averaging 2.0 L/h/kg in men and 1.7 L/h/kg in boys. Overall, vamorolone exhibited well-behaved linear PK, with similar profiles in healthy men and boys with DMD, moderate variability in PK parameters, and absorption and disposition profiles similar to those of classical glucocorticoids.
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Affiliation(s)
- Panteleimon D Mavroudis
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - John van den Anker
- ReveraGen Biopharma, Rockville, MD, USA.,Children's National Health System, Washington, DC, USA
| | - Laurie S Conklin
- ReveraGen Biopharma, Rockville, MD, USA.,Children's National Health System, Washington, DC, USA
| | | | - Eric P Hoffman
- ReveraGen Biopharma, Rockville, MD, USA.,Binghamton University-SUNY, Binghamton, NY, USA
| | - Kanneboyina Nagaraju
- ReveraGen Biopharma, Rockville, MD, USA.,Binghamton University-SUNY, Binghamton, NY, USA
| | - Paula R Clemens
- University of Pittsburgh and Department of Veterans Affairs Medical Center, Pittsburgh, PA, USA
| | - William J Jusko
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
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9
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Ayyar VS, Sukumaran S, DuBois DC, Almon RR, Jusko WJ. Modeling Corticosteroid Pharmacogenomics and Proteomics in Rat Liver. J Pharmacol Exp Ther 2018; 367:168-183. [PMID: 30087156 DOI: 10.1124/jpet.118.251959] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2018] [Accepted: 08/06/2018] [Indexed: 12/25/2022] Open
Abstract
Corticosteroids (CS) regulate the expression of numerous genes at the mRNA and protein levels. The time course of CS pharmacogenomics and proteomics were examined in livers obtained from adrenalectomized rats given a 50-mg/kg bolus dose of methylprednisolone. Microarrays and mass spectrometry-based proteomics were employed to quantify hepatic transcript and protein dynamics. One-hundred, sixty-three differentially expressed mRNA and their corresponding proteins (163 genes) were clustered into two dominant groups. The temporal profiles of most proteins were delayed compared with their mRNA, attributable to synthesis delays and slower degradation kinetics. On the basis of our fifth-generation model of CS, mathematical models were developed to simultaneously describe the emergent time patterns for an array of steroid-responsive mRNA and proteins. The majority of genes showed time-dependent increases in mRNA and protein expression before returning to baseline. A model assuming direct, steroid-mediated stimulation of mRNA synthesis was applied. Some mRNAs and their proteins displayed down-regulation following CS. A model assuming receptor-mediated inhibition of mRNA synthesis was used. More complex patterns were observed for other genes (e.g., biphasic behaviors and opposite directionality in mRNA and protein). Models assuming either stimulation or inhibition of mRNA synthesis coupled with dual secondarily induced regulatory mechanisms affecting mRNA or protein turnover were derived. These findings indicate that CS-regulated gene expression manifested at the mRNA and protein levels are controlled via mechanisms affecting key turnover processes. Our quantitative models of CS pharmacogenomics were expanded from mRNA to proteins and provide extended hypotheses for understanding the direct, secondary, and downstream mechanisms of CS actions.
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Affiliation(s)
- Vivaswath S Ayyar
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., S.S., D.C.D., R.R.A., W.J.J.) and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Siddharth Sukumaran
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., S.S., D.C.D., R.R.A., W.J.J.) and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Debra C DuBois
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., S.S., D.C.D., R.R.A., W.J.J.) and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Richard R Almon
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., S.S., D.C.D., R.R.A., W.J.J.) and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - William J Jusko
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., S.S., D.C.D., R.R.A., W.J.J.) and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
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10
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Ayyar VS, Sukumaran S, DuBois DC, Almon RR, Qu J, Jusko WJ. Receptor/gene/protein-mediated signaling connects methylprednisolone exposure to metabolic and immune-related pharmacodynamic actions in liver. J Pharmacokinet Pharmacodyn 2018; 45:557-575. [PMID: 29704219 DOI: 10.1007/s10928-018-9585-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Accepted: 03/23/2018] [Indexed: 12/19/2022]
Abstract
A multiscale pharmacodynamic model was developed to characterize the receptor-mediated, transcriptomic, and proteomic determinants of corticosteroid (CS) effects on clinically relevant hepatic processes following a single dose of methylprednisolone (MPL) given to adrenalectomized (ADX) rats. The enhancement of tyrosine aminotransferase (TAT) mRNA, protein, and enzyme activity were simultaneously described. Mechanisms related to the effects of MPL on glucose homeostasis, including the regulation of CCAAT-enhancer binding protein-beta (C/EBPβ) and phosphoenolpyruvate carboxykinase (PEPCK) as well as insulin dynamics were evaluated. The MPL-induced suppression of circulating lymphocytes was modeled by coupling its effect on cell trafficking with pharmacogenomic effects on cell apoptosis via the hepatic (STAT3-regulated) acute phase response. Transcriptomic and proteomic time-course profiles measured in steroid-treated rat liver were utilized to model the dynamics of mechanistically relevant gene products, which were linked to associated systemic end-points. While time-courses of TAT mRNA, protein, and activity were well described by transcription-mediated changes, additional post-transcriptional processes were included to explain the lack of correlation between PEPCK mRNA and protein. The immune response model quantitatively discerned the relative roles of cell trafficking versus gene-mediated lymphocyte apoptosis by MPL. This systems pharmacodynamic model provides insights into the contributions of selected molecular events occurring in liver and explores mechanistic hypotheses for the multi-factorial control of clinically relevant pharmacodynamic outcomes.
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Affiliation(s)
- Vivaswath S Ayyar
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, 14214, USA
| | - Siddharth Sukumaran
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, 14214, USA
| | - Debra C DuBois
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, 14214, USA.,Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, USA
| | - Richard R Almon
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, 14214, USA.,Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, USA
| | - Jun Qu
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, 14214, USA
| | - William J Jusko
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, 14214, USA.
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Ayyar VS, DuBois DC, Almon RR, Jusko WJ. Mechanistic Multi-Tissue Modeling of Glucocorticoid-Induced Leucine Zipper Regulation: Integrating Circadian Gene Expression with Receptor-Mediated Corticosteroid Pharmacodynamics. J Pharmacol Exp Ther 2017; 363:45-57. [PMID: 28729456 DOI: 10.1124/jpet.117.242990] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Accepted: 07/11/2017] [Indexed: 12/15/2022] Open
Abstract
The glucocorticoid-induced leucine zipper (GILZ) is an important mediator of anti-inflammatory corticosteroid action. The pharmacokinetic/pharmacodynamic/pharmacogenomic effects of acute and chronic methylprednisolone (MPL) dosing on the tissue-specific dynamics of GILZ expression were examined in rats. A mechanism-based model was developed to investigate and integrate the role of MPL and circadian rhythms on the transcriptional enhancement of GILZ in multiple tissues. Animals received a single 50-mg/kg intramuscular bolus or a 7-day 0.3-mg/kg/h subcutaneous infusion of MPL and were euthanized at several time points. An additional group of rats were euthanized at several times and served as 24-hour light/dark (circadian) controls. Plasma MPL and corticosterone concentrations were measured by high-performance liquid chromatography. The expression of GILZ and glucocorticoid receptor (GR) mRNA was quantified in tissues using quantitative real-time reverse-transcription polymerase chain reaction. The pharmacokinetics of MPL were described using a two-compartment model. Mild-to-robust circadian oscillations in GR and GILZ mRNA expression were characterized in muscle, lung, and adipose tissues and modeled using Fourier harmonic functions. Acute MPL dosing caused significant down-regulation (40%-80%) in GR mRNA and enhancement of GILZ mRNA expression (500%-1080%) in the tissues examined. While GILZ returned to its rhythmic baseline following acute dosing, a new steady-state was observed upon enhancement by chronic dosing. The model captured the complex dynamics in all tissues for both dosing regimens. The model quantitatively integrates physiologic mechanisms, such as circadian processes and GR tolerance phenomena, which control the tissue-specific regulation of GILZ by corticosteroids. These studies characterize GILZ as a pharmacodynamic marker of corticosteroid actions in several tissues.
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Affiliation(s)
- Vivaswath S Ayyar
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., D.C.D., R.R.A., W.J.J.), and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Debra C DuBois
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., D.C.D., R.R.A., W.J.J.), and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - Richard R Almon
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., D.C.D., R.R.A., W.J.J.), and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
| | - William J Jusko
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences (V.S.A., D.C.D., R.R.A., W.J.J.), and Department of Biological Sciences (D.C.D., R.R.A.), State University of New York at Buffalo, Buffalo, New York
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Ayyar VS, Almon RR, DuBois DC, Sukumaran S, Qu J, Jusko WJ. Functional proteomic analysis of corticosteroid pharmacodynamics in rat liver: Relationship to hepatic stress, signaling, energy regulation, and drug metabolism. J Proteomics 2017; 160:84-105. [PMID: 28315483 DOI: 10.1016/j.jprot.2017.03.007] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2017] [Revised: 02/15/2017] [Accepted: 03/10/2017] [Indexed: 02/07/2023]
Abstract
Corticosteroids (CS) are anti-inflammatory agents that cause extensive pharmacogenomic and proteomic changes in multiple tissues. An understanding of the proteome-wide effects of CS in liver and its relationships to altered hepatic and systemic physiology remains incomplete. Here, we report the application of a functional pharmacoproteomic approach to gain integrated insight into the complex nature of CS responses in liver in vivo. An in-depth functional analysis was performed using rich pharmacodynamic (temporal-based) proteomic data measured over 66h in rat liver following a single dose of methylprednisolone (MPL). Data mining identified 451 differentially regulated proteins. These proteins were analyzed on the basis of temporal regulation, cellular localization, and literature-mined functional information. Of the 451 proteins, 378 were clustered into six functional groups based on major clinically-relevant effects of CS in liver. MPL-responsive proteins were highly localized in the mitochondria (20%) and cytosol (24%). Interestingly, several proteins were related to hepatic stress and signaling processes, which appear to be involved in secondary signaling cascades and in protecting the liver from CS-induced oxidative damage. Consistent with known adverse metabolic effects of CS, several rate-controlling enzymes involved in amino acid metabolism, gluconeogenesis, and fatty-acid metabolism were altered by MPL. In addition, proteins involved in the metabolism of endogenous compounds, xenobiotics, and therapeutic drugs including cytochrome P450 and Phase-II enzymes were differentially regulated. Proteins related to the inflammatory acute-phase response were up-regulated in response to MPL. Functionally-similar proteins showed large diversity in their temporal profiles, indicating complex mechanisms of regulation by CS. SIGNIFICANCE Clinical use of corticosteroid (CS) therapy is frequent and chronic. However, current knowledge on the proteome-level effects of CS in liver and other tissues is sparse. While transcriptomic regulation following methylprednisolone (MPL) dosing has been temporally examined in rat liver, proteomic assessments are needed to better characterize the tissue-specific functional aspects of MPL actions. This study describes a functional pharmacoproteomic analysis of dynamic changes in MPL-regulated proteins in liver and provides biological insight into how steroid-induced perturbations on a molecular level may relate to both adverse and therapeutic responses presented clinically.
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Affiliation(s)
- Vivaswath S Ayyar
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, NY, United States
| | - Richard R Almon
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, NY, United States; Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, United States
| | - Debra C DuBois
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, NY, United States; Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY, United States
| | - Siddharth Sukumaran
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, NY, United States
| | - Jun Qu
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, NY, United States
| | - William J Jusko
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, NY, United States.
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Kamisoglu K, Sukumaran S, Nouri-Nigjeh E, Tu C, Li J, Shen X, Duan X, Qu J, Almon RR, DuBois DC, Jusko WJ, Androulakis IP. Tandem analysis of transcriptome and proteome changes after a single dose of corticosteroid: a systems approach to liver function in pharmacogenomics. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2015; 19:80-91. [PMID: 25611119 DOI: 10.1089/omi.2014.0130] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Corticosteroids (CS) such as methylprednisolone (MPL) affect almost all liver functions through multiple mechanisms of action, and long-term use results in dysregulation causing diverse side effects. The complexity of involved molecular mechanisms necessitates a systems approach. Integration of information from the transcriptomic and proteomic responses has potential to provide deeper insights into CS actions. The present report describes the tandem analysis of rich time-series transcriptomic and proteomic data in rat liver after a single dose of MPL. Hierarchical clustering of the common genes represented in both mRNA and protein datasets displayed two dominant patterns. One of these patterns exhibited complementary mRNA and protein expression profiles indicating that MPL affected the regulation of these genes at the transcriptional level. Some of the classic pharmacodynamic markers for CS actions, including tyrosine aminotransferase (TAT), were among this group, together with genes encoding urea cycle enzymes and ribosomal proteins. The other pattern was rather unexpected. For this group of genes, MPL had distinctly observable effects at the protein expression level, although a change in the reverse direction occurred at the transcriptional level. These genes were functionally associated with metabolic processes that might be essential to elucidate side effects of MPL on liver, most importantly including modulation of oxidative stress, fatty acid oxidation, and bile acid biosynthesis. Furthermore, profiling of gene and protein expression data was also done independently of one another by a two-way sequential approach. Prominent temporal shifts in expression and relevant cellular functions were described together with the assessment of changes in the complementary side.
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Affiliation(s)
- Kubra Kamisoglu
- 1 Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey , Piscataway, New Jersey
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Nouri-Nigjeh E, Sukumaran S, Tu C, Li J, Shen X, Duan X, DuBois DC, Almon RR, Jusko WJ, Qu J. Highly multiplexed and reproducible ion-current-based strategy for large-scale quantitative proteomics and the application to protein expression dynamics induced by methylprednisolone in 60 rats. Anal Chem 2014; 86:8149-57. [PMID: 25072516 PMCID: PMC4139173 DOI: 10.1021/ac501380s] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
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A proteome-level time-series study
of drug effects (i.e., pharmacodynamics)
is critical for understanding mechanisms of action and systems pharmacology,
but is challenging, because of the requirement of a proteomics method
for reliable quantification of many biological samples. Here, we describe a highly reproducible strategy, enabling a global,
large-scale investigation of the expression dynamics of corticosteroid-regulated
proteins in livers from adrenalectomized rats over 11 time points
after drug dosing (0.5–66 h, N = 5/point).
The analytical advances include (i) exhaustive tissue extraction with
a Polytron/sonication procedure in a detergent cocktail buffer, and
a cleanup/digestion procedure providing very consistent protein yields
(relative standard deviation (RSD%) of 2.7%–6.4%) and peptide
recoveries (4.1–9.0%) across the 60 animals; (ii) an ultrahigh-pressure
nano-LC setup with substantially improved temperature stabilization,
pump-noise suppression, and programmed interface cleaning, enabling
excellent reproducibility for continuous analyses of numerous samples;
(iii) separation on a 100-cm-long column (2-μm particles) with
high reproducibility for days to enable both in-depth profiling and
accurate peptide ion-current match; and (iv) well-controlled ion-current-based
quantification. To obtain high-quality quantitative data necessary
to describe the 11 time-points protein expression temporal profiles,
strict criteria were used to define “quantifiable proteins”.
A total of 323 drug-responsive proteins were revealed with confidence,
and the time profiles of these proteins provided new insights into
the diverse temporal changes of biological cascades associated with
hepatic metabolism, response to hormone stimuli, gluconeogenesis,
inflammatory responses, and protein translation processes. Most profile
changes persisted well after the drug was eliminated. The developed
strategy can also be broadly applied in preclinical and clinical research,
where the analysis of numerous biological replicates is crucial.
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Affiliation(s)
- Eslam Nouri-Nigjeh
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York , Buffalo, New York 14214, United States
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Fang J, Sukumaran S, DuBois DC, Almon RR, Jusko WJ. Meta-modeling of methylprednisolone effects on glucose regulation in rats. PLoS One 2013; 8:e81679. [PMID: 24312573 PMCID: PMC3847111 DOI: 10.1371/journal.pone.0081679] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2013] [Accepted: 10/15/2013] [Indexed: 01/01/2023] Open
Abstract
A retrospective meta-modeling analysis was performed to integrate previously reported data of glucocorticoid (GC) effects on glucose regulation following a single intramuscular dose (50 mg/kg), single intravenous doses (10, 50 mg/kg), and intravenous infusions (0.1, 0.2, 0.3 and 0.4 mg/kg/h) of methylprednisolone (MPL) in normal and adrenalectomized (ADX) male Wistar rats. A mechanistic pharmacodynamic (PD) model was developed based on the receptor/gene/protein-mediated GC effects on glucose regulation. Three major target organs (liver, white adipose tissue and skeletal muscle) together with some selected intermediate controlling factors were designated as important regulators involved in the pathogenesis of GC-induced glucose dysregulation. Assessed were dynamic changes of food intake and systemic factors (plasma glucose, insulin, free fatty acids (FFA) and leptin) and tissue-specific biomarkers (cAMP, phosphoenolpyruvate carboxykinase (PEPCK) mRNA and enzyme activity, leptin mRNA, interleukin 6 receptor type 1 (IL6R1) mRNA and Insulin receptor substrate-1 (IRS-1) mRNA) after acute and chronic dosing with MPL along with the GC receptor (GR) dynamics in each target organ. Upon binding to GR in liver, MPL dosing caused increased glucose production by stimulating hepatic cAMP and PEPCK activity. In adipose tissue, the rise in leptin mRNA and plasma leptin caused reduction of food intake, the exogenous source of glucose input. Down-regulation of IRS-1 mRNA expression in skeletal muscle inhibited the stimulatory effect of insulin on glucose utilization further contributing to hyperglycemia. The nuclear drug-receptor complex served as the driving force for stimulation or inhibition of downstream target gene expression within different tissues. Incorporating information such as receptor dynamics, as well as the gene and protein induction, allowed us to describe the receptor-mediated effects of MPL on glucose regulation in each important tissue. This advanced mechanistic model provides unique insights into the contributions of major tissues and quantitative hypotheses for the multi-factor control of a complex metabolic system.
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Affiliation(s)
- Jing Fang
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Siddharth Sukumaran
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Debra C. DuBois
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
- Department of Biological Sciences, University at Buffalo, State University of New York, Buffalo, New York, United States of America
| | - Richard R. Almon
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
- Department of Biological Sciences, University at Buffalo, State University of New York, Buffalo, New York, United States of America
| | - William J. Jusko
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
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Flip-flop pharmacokinetics--delivering a reversal of disposition: challenges and opportunities during drug development. Ther Deliv 2012; 2:643-72. [PMID: 21837267 DOI: 10.4155/tde.11.19] [Citation(s) in RCA: 160] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Flip-flop pharmacokinetics is a phenomenon often encountered with extravascularly administered drugs. Occurrence of flip-flop spans preclinical to human studies. The purpose of this article is to analyze both the pharmacokinetic interpretation errors and opportunities underlying the presence of flip-flop pharmacokinetics during drug development. Flip-flop occurs when the rate of absorption is slower than the rate of elimination. If it is not recognized, it can create difficulties in the acquisition and interpretation of pharmacokinetic parameters. When flip-flop is expected or discovered, a longer duration of sampling may be necessary in order to avoid overestimation of fraction of dose absorbed. Common culprits of flip-flop disposition are modified dosage formulations; however, formulation characteristics such as the drug chemical entities themselves or the incorporated excipients can also cause the phenomenon. Yet another contributing factor is the physiological makeup of the extravascular site of administration. In this article, these causes of flip-flop pharmacokinetics are discussed with incorporation of relevant examples and the implications for drug development outlined.
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Testosterone reduced methylprednisolone-induced muscle atrophy in spinal cord-injured rats. Spinal Cord 2011; 50:57-62. [DOI: 10.1038/sc.2011.91] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Wu Y, Hou J, Collier L, Pan J, Hou L, Qin W, Bauman WA, Cardozo CP. The administration of high-dose methylprednisolone for 24 h reduced muscle size and increased atrophy-related gene expression in spinal cord-injured rats. Spinal Cord 2011; 49:867-73. [DOI: 10.1038/sc.2011.28] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
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Lecanu L, Tillement L, Rammouz G, Paul Tillement J, Greeson J, Papadopoulos V. Caprospinol: moving from a neuroactive steroid to a neurotropic drug. Expert Opin Investig Drugs 2009; 18:265-76. [DOI: 10.1517/13543780902762827] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Fukasawa A, Aoyama T, Nagashima T, Fukuda N, Ueno T, Sugiyama H, Nagase H, Matsumoto Y. Pharmacokinetics of pyrrole-imidazole polyamides after intravenous administration in rat. Biopharm Drug Dispos 2009; 30:81-9. [DOI: 10.1002/bdd.648] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Nagashima T, Aoyama T, Yokoe T, Fukasawa A, Fukuda N, Ueno T, Sugiyama H, Nagase H, Matsumoto Y. Pharmacokinetic Modeling and Prediction of Plasma Pyrrole-Imidazole Polyamide Concentration in Rats Using Simultaneous Urinary and Biliary Excretion Data. Biol Pharm Bull 2009; 32:921-7. [DOI: 10.1248/bpb.32.921] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Takashi Nagashima
- Department of Clinical Pharmacokinetics, College of Pharmacy, Nihon University
| | - Takahiko Aoyama
- Department of Clinical Pharmacokinetics, College of Pharmacy, Nihon University
| | - Tsubasa Yokoe
- Department of Clinical Pharmacokinetics, College of Pharmacy, Nihon University
| | - Akiko Fukasawa
- Department of Clinical Pharmacokinetics, College of Pharmacy, Nihon University
| | - Noboru Fukuda
- Advanced Research Institute for the Science and Humanities, Nihon University
| | - Takahiro Ueno
- Division of Nephrology and Endocrinology, Department of Medicine, Nihon University School of Medicine
| | - Hiroshi Sugiyama
- Department of Chemistry, Graduate School of Science, Kyoto University
| | - Hiroki Nagase
- Advanced Research Institute for the Science and Humanities, Nihon University
- Division of Cancer Genetics, Department of Advanced Medical Science, Nihon University School of Medicine
| | - Yoshiaki Matsumoto
- Department of Clinical Pharmacokinetics, College of Pharmacy, Nihon University
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Hwang J, Rodgers K, Oliver JC, Schluep T. Alpha-methylprednisolone conjugated cyclodextrin polymer-based nanoparticles for rheumatoid arthritis therapy. Int J Nanomedicine 2008; 3:359-71. [PMID: 18990945 PMCID: PMC2626937 DOI: 10.2147/ijn.s3217] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
A glycinate derivative of α-methylprednisolone (MP) was prepared and conjugated to a linear cyclodextrin polymer (CDP) with a loading of 12.4% w/w. The polymer conjugate (CDP-MP) self-assembled into nanoparticles with a size of 27 nm. Release kinetics of MP from the polymer conjugate showed a half-life (t1/2) of 50 h in phosphate buffer solution (PBS) and 19 h in human plasma. In vitro, the proliferation of human lymphocytes was suppressed to a similar extent but with a delayed effect when CDP-MP was compared with free MP. In vivo, CDP-MP was administered intravenously to mice with collagen-induced arthritis and compared with free MP. CDP-MP was administered weekly for six weeks (0.07, 0.7, and 7 mg/kg/week) and MP was administered daily for six weeks (0.01, 0.1, and 1 mg/kg/day). Body weight changes were minimal in all animals. After 28 days, a significant decrease in arthritis score was observed in animals treated weekly with an intermediate or high dose of CDP-MP. Additionally, dorsoplantar swelling was reduced to baseline in animals treated with CDP-MP at the intermediate and high dose level. Histological evaluation showed a reduction in synovitis, pannus formation and disruption of architecture at the highest dose level of CDP-MP. MP administered daily at equivalent cumulative doses showed minimal efficacy in this model. This study demonstrates that conjugation of MP to a cyclodextrin-polymer may improve its efficacy, leading to lower doses and less frequent administration for a safer and more convenient management of rheumatoid arthritis.
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Hazra A, Pyszczynski NA, DuBois DC, Almon RR, Jusko WJ. Modeling of corticosteroid effects on hepatic low-density lipoprotein receptors and plasma lipid dynamics in rats. Pharm Res 2007; 25:769-80. [PMID: 17674160 PMCID: PMC4196440 DOI: 10.1007/s11095-007-9371-8] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2007] [Accepted: 06/04/2007] [Indexed: 02/07/2023]
Abstract
PURPOSE This study examines methylprednisolone (MPL) effects on the dynamics of hepatic low-density lipoprotein receptor (LDLR) mRNA and plasma lipids associated with increased risks for atherosclerosis. MATERIALS AND METHODS Normal male Wistar rats were given 50 mg/kg MPL intramuscularly (IM) and sacrificed at various times. Measurements included plasma MPL and CST, hepatic glucocorticoid receptor (GR) mRNA, cytosolic GR density and hepatic LDLR mRNA, and plasma total cholesterol (TC), low-density lipoprotein cholesterol (LDLC), high density lipoprotein cholesterol (HDLC), and triglycerides (TG). RESULTS MPL showed bi-exponential disposition with two first-order absorption components. Hepatic GR and LDLR mRNA exhibited circadian patterns which were disrupted by MPL. Down-regulation in GR mRNA (40-50%) was followed by a delayed rebound phase. LDLR mRNA exhibited transient down-regulation (60-70%). Cytosolic GR density was significantly suppressed but returned to baseline by 72 h. Plasma TC and LDLC showed increases (55 and 142%) at 12 h. A mechanistic receptor/gene pharmacokinetic/pharmacodynamic model was developed to describe CS effects on hepatic LDLR mRNA and plasma cholesterols. CONCLUSIONS Our PK/PD model was able to satisfactorily capture the MPL effects on hepatic LDLR, its relationship to various plasma cholesterols, and builds the foundation to explore this area in the future.
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Affiliation(s)
- Anasuya Hazra
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, 565 Hochstetter Hall, State University of New York at Buffalo, Buffalo, New York, 14260, USA
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Hazra A, Pyszczynski N, DuBois DC, Almon RR, Jusko WJ. Modeling receptor/gene-mediated effects of corticosteroids on hepatic tyrosine aminotransferase dynamics in rats: dual regulation by endogenous and exogenous corticosteroids. J Pharmacokinet Pharmacodyn 2007; 34:643-67. [PMID: 17593325 PMCID: PMC4180077 DOI: 10.1007/s10928-007-9063-3] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2006] [Accepted: 05/07/2007] [Indexed: 10/23/2022]
Abstract
Receptor/gene-mediated effects of corticosteroids on hepatic tyrosine aminotransferase (TAT) were evaluated in normal rats. A group of normal male Wistar rats were injected with 50 mg/kg methylprednisolone (MPL) intramuscularly at the nadir of their plasma corticosterone (CST) rhythm (early light cycle) and sacrificed at various time points up to 96 h post-treatment. Blood and livers were collected to measure plasma MPL, CST, hepatic glucocorticoid receptor (GR) mRNA, cytosolic GR density, TAT mRNA, and TAT activity. The pharmacokinetics of MPL showed bi-exponential disposition with two first-order absorption components from the injection site and bioavailability was 21%. Plasma CST was reduced after MPL dosing, but resumed its daily circadian pattern within 36 h. Cytosolic receptor density was significantly suppressed (90%) and returned to baseline by 72 h resuming its biphasic pattern. Hepatic GR mRNA follows a circadian pattern which was disrupted by MPL and did not return during the study. MPL caused significant down-regulation (50%) in GR mRNA which was followed by a delayed rebound phase (60-70 h). Hepatic TAT mRNA and activity showed up-regulation as a consequence of MPL, and returned to their circadian baseline within 72 and 24 h of treatment. A mechanistic receptor/gene-mediated pharmacokinetic/pharmacodynamic model was able to satisfactorily describe the complex interplay of exogenous and endogenous corticosteroid effects on hepatic GR mRNA, cytosolic free GR, TAT mRNA, and TAT activity in normal rats.
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Affiliation(s)
- Anasuya Hazra
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, 565 Hochstetter Hall, Buffalo, NY 14260, USA
- Clinical Pharmacology, Pfizer Inc., Groton, CT 06340, USA
| | - Nancy Pyszczynski
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, 565 Hochstetter Hall, Buffalo, NY 14260, USA
| | - Debra C. DuBois
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, 565 Hochstetter Hall, Buffalo, NY 14260, USA
- Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY 14260, USA
| | - Richard R. Almon
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, 565 Hochstetter Hall, Buffalo, NY 14260, USA
- Department of Biological Sciences, State University of New York at Buffalo, Buffalo, NY 14260, USA
| | - William J. Jusko
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, 565 Hochstetter Hall, Buffalo, NY 14260, USA
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