87 results on '"D'Argenio DZ"'
Search Results
2. Analysis of intravenous glucose tolerance test data using parametric and nonparametric modeling: application to a population at risk for diabetes
- Author
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Vz, Marmarelis, Dc, Shin, Zhang Y, Alexandra Kautzky-Willer, Pacini G, and Argenio Dz, D.
- Subjects
diabetes risk ,nonparametric volterra model ,intravenous glucose tolerance test ,minimal model - Abstract
Background: Modeling studies of the insulin-glucose relationship have mainly utilized parametric models, most notably the minimal model (MM) of glucose disappearance. This article presents results from the comparative analysis of the parametric MM and a nonparametric Laguerre based Volterra Model (LVM) applied to the analysis of insulin modified (IM) intravenous glucose tolerance test (IVGTT) data from a clinical study of gestational diabetes mellitus (GDM). Methods: An IM IVGTT study was performed 8 to 10 weeks postpartum in 125 women who were diagnosed with GDM during their pregnancy [population at risk of developing diabetes (PRD)] and in 39 control women with normal pregnancies (control subjects). The measured plasma glucose and insulin from the IM IVGTT in each group were analyzed via a population analysis approach to estimate the insulin sensitivity parameter of the parametric MM. In the nonparametric LVM analysis, the glucose and insulin data were used to calculate the first-order kernel, from which a diagnostic scalar index representing the integrated effect of insulin on glucose was derived. Results: Both the parametric MM and nonparametric LVM describe the glucose concentration data in each group with good fidelity, with an improved measured versus predicted r 2 value for the LVM of 0.99 versus 0.97 for the MM analysis in the PRD. However, application of the respective diagnostic indices of the two methods does result in a different classification of 20% of the individuals in the PRD. Conclusions: It was found that the data based nonparametric LVM revealed additional insights about the manner in which infused insulin affects blood glucose concentration.
- Published
- 2013
3. Non-linear IV pharmacokinetics of the ATR inhibitor berzosertib (M6620) in mice.
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Deppas JJ, Kiesel BF, Guo J, Parise RA, Clump DA, D'Argenio DZ, Bakkenist CJ, and Beumer JH
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- Animals, Female, Mice, Tissue Distribution, Pyrazines pharmacokinetics, Pyrazines administration & dosage, Tandem Mass Spectrometry, Humans, Pyrazoles pharmacokinetics, Pyrazoles administration & dosage, Nonlinear Dynamics, Administration, Intravenous, Isoxazoles, Ataxia Telangiectasia Mutated Proteins antagonists & inhibitors, Mice, Inbred BALB C, Dose-Response Relationship, Drug
- Abstract
Background: The Ataxia Telangiectasia and Rad3-related (ATR) protein complex is an apical initiator of DNA damage response pathways. Several ATR inhibitors (ATRi) are in clinical development including berzosertib (formerly M6620, VX-970). Although clinical studies have examined plasma pharmacokinetics (PK) in humans, little is known regarding dose/exposure relationships and tissue distribution. To understand these concepts, we extensively characterized the PK of berzosertib in mouse plasma and tissues., Methods: A highly sensitive LC-MS/MS method was utilized to quantitate berzosertib in plasma and tissues. Dose proportionality was assessed in female BALB/c mice following single IV doses (2, 6, 20 or 60 mg/kg). A more extensive PK study was conducted in tumor-bearing mice following a single IV dose of 20 mg/kg to evaluate distribution to tissues. PK parameters were calculated by non-compartmental analysis (NCA). A compartmental model was developed to describe the PK behavior of berzosertib. Plasma protein binding was determined in vitro., Results: Increased doses of berzosertib were associated with less than proportional increases in early plasma concentrations and greater than proportional increase in tissue exposure, attributable to saturation of plasma protein binding. Berzosertib extensively distributed into bone marrow, tumor, thymus, and lymph nodes, however; brain and spinal cord exposure was less than plasma., Conclusion: The nonlinear PK of berzosertib displayed here can be attributed to saturation of plasma protein binding and occurred at concentrations close to those observed in clinical trials. Our results will help to understand preclinical pharmacodynamic and toxicity data and to inform optimal dosing and deployment of berzosertib., (© 2024. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.)
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- 2024
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4. An in-silico modeling approach to separate exogenous and endogenous plasma insulin appearance, with application to inhaled insulin.
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Piersanti A, Pacini G, Tura A, D'Argenio DZ, and Morettini M
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- Female, Humans, Male, Administration, Inhalation, Blood Glucose metabolism, Models, Biological, Computer Simulation, Insulin blood, Insulin administration & dosage, Insulin metabolism
- Abstract
The aim of this study was to develop a dynamic model-based approach to separately quantify the exogenous and endogenous contributions to total plasma insulin concentration and to apply it to assess the effects of inhaled-insulin administration on endogenous insulin secretion during a meal test. A three-step dynamic in-silico modeling approach was developed to estimate the two insulin contributions of total plasma insulin in a group of 21 healthy subjects who underwent two equivalent standardized meal tests on separate days, one of which preceded by inhalation of a Technosphere
® Insulin dose (22U or 20U). In the 30-120 min test interval, the calculated endogenous insulin component showed a divergence in the time course between the test with and without inhaled insulin. Moreover, the supra-basal area-under-the-curve of endogenous insulin in the test with inhaled insulin was significantly lower than that in the test without (2.1 ± 1.7 × 104 pmol·min/L vs 4.2 ± 1.8 × 104 pmol·min/L, p < 0.01). The percentage of exogenous insulin reaching the plasma, relative to the inhaled dose, was 42 ± 21%. The proposed in-silico approach separates exogenous and endogenous insulin contributions to total plasma insulin, provides individual bioavailability estimates, and can be used to assess the effect of inhaled insulin on endogenous insulin secretion during a meal., (© 2024. The Author(s).)- Published
- 2024
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5. Long-term forecasting of a motor outcome following rehabilitation in chronic stroke via a hierarchical bayesian dynamic model.
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Schweighofer N, Ye D, Luo H, D'Argenio DZ, and Winstein C
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- Humans, Bayes Theorem, Research Design, Clinical Trials as Topic, Stroke
- Abstract
Background: Given the heterogeneity of stroke, it is important to determine the best course of motor therapy for each patient, i.e., to personalize rehabilitation based on predictions of long-term outcomes. Here, we propose a hierarchical Bayesian dynamic (i.e., state-space) model (HBDM) to forecast long-term changes in a motor outcome due to rehabilitation in the chronic phase post-stroke., Methods: The model incorporates the effects of clinician-supervised training, self-training, and forgetting. In addition, to improve forecasting early in rehabilitation, when data are sparse or unavailable, we use the Bayesian hierarchical modeling technique to incorporate prior information from similar patients. We use HBDM to re-analyze the Motor Activity Log (MAL) data of participants with chronic stroke included in two clinical trials: (1) the DOSE trial, in which participants were assigned to a 0, 15, 30, or 60-h dose condition (data of 40 participants analyzed), and (2) the EXCITE trial, in which participants were assigned a 60-h dose, in either an immediate or a delayed condition (95 participants analyzed)., Results: For both datasets, HBDM accounts well for individual dynamics in the MAL during and outside of training: mean RMSE = 0.28 for all 40 DOSE participants (participant-level RMSE 0.26 ± 0.19-95% CI) and mean RMSE = 0.325 for all 95 EXCITE participants (participant-level RMSE 0.32 ± 0.31), which are small compared to the 0-5 range of the MAL. Bayesian leave-one-out cross-validation shows that the model has better predictive accuracy than static regression models and simpler dynamic models that do not account for the effect of supervised training, self-training, or forgetting. We then showcase model's ability to forecast the MAL of "new" participants up to 8 months ahead. The mean RMSE at 6 months post-training was 1.36 using only the baseline MAL and then decreased to 0.91, 0.79, and 0.69 (respectively) with the MAL following the 1st, 2nd, and 3rd bouts of training. In addition, hierarchical modeling improves prediction for a patient early in training. Finally, we verify that this model, despite its simplicity, can reproduce previous findings of the DOSE trial on the efficiency, efficacy, and retention of motor therapy., Conclusions: In future work, such forecasting models can be used to simulate different stages of recovery, dosages, and training schedules to optimize rehabilitation for each person. Trial registration This study contains a re-analysis of data from the DOSE clinical trial ID NCT01749358 and the EXCITE clinical trial ID NCT00057018., (© 2023. The Author(s).)
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- 2023
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6. Editorial: Model-informed decision making in the preclinical stages of pharmaceutical research and development.
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Li R, Craig M, D'Argenio DZ, Betts A, Mager DE, and Maurer TS
- Abstract
Competing Interests: RL and TSM are employed by Pfizer Inc., AB is employed by Applied Biomath, and DM was employed by Enhanced Pharmacodynamics, LLC. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
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- 2023
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7. Monoclonal Antibody Pharmacokinetics in Cynomolgus Monkeys Following Subcutaneous Administration: Physiologically Based Model Predictions from Physiochemical Properties.
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Hu S, Datta-Mannan A, and D'Argenio DZ
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- Animals, Macaca fascicularis, Biological Availability, Injections, Subcutaneous, Antibodies, Monoclonal, Immunotherapy
- Abstract
An integrated physiologically based modeling framework is presented for predicting pharmacokinetics and bioavailability of subcutaneously administered monoclonal antibodies in cynomolgus monkeys, based on in silico structure-derived metrics characterizing antibody size, overall charge, local charge, and hydrophobicity. The model accounts for antibody-specific differences in pinocytosis, transcapillary transport, local lymphatic uptake, and pre-systemic degradation at the subcutaneous injection site and reliably predicts the pharmacokinetics of five different wild-type mAbs and their Fc variants following intravenous and subcutaneous administration. Significant associations were found between subcutaneous injection site degradation rate and the antibody's local positive charge of its complementarity-determining region (R = 0.56, p = 0.0012), antibody pinocytosis rate and its overall positive charge (R = 0.59, p = 0.00063), and antibody paracellular transport and its overall charge together with hydrophobicity (R = 0.63, p = 0.00096). Based on these results, population simulations were performed to predict the relationship between bioavailability and antibody local positive charge. In addition, model simulations were conducted to calculate the relative contribution of absorption pathways (lymphatic and blood), pre-systemic degradation pathways (interstitial and lysosomal), and the influence of injection site lymph flow on antibody bioavailability and pharmacokinetics. The proposed physiologically based modeling framework integrates fundamental mechanisms governing antibody subcutaneous absorption and disposition, with structured-based physiochemical properties, to predict antibody bioavailability and pharmacokinetics in vivo., (© 2022. The Author(s), under exclusive licence to American Association of Pharmaceutical Scientists.)
- Published
- 2022
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8. Analysis of Complex Absorption After Multiple Dosing: Application to the Interaction Between the P-glycoprotein Substrate Talinolol and Rifampicin.
- Author
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Weiss M, D'Argenio DZ, and Siegmund W
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- Humans, Rifampin, Adrenergic beta-Antagonists, ATP Binding Cassette Transporter, Subfamily B, ATP Binding Cassette Transporter, Subfamily B, Member 1, Propanolamines
- Abstract
Purpose: In order to clarify the effect of rifampicin on the bioavailability of the P-glycoprotein substrate talinolol, its absorption kinetics was modeled after multiple-dose oral administration of talinolol in healthy subjects., Methods: A sum of two inverse Gaussian functions was used to calculate the time course of the input rate into the systemic circulation., Results: The estimated rate of drug entry into the systemic circulation revealed two distinct peaks at 1 and 3.5 h after administration. Rifampicin did not affect bioavailability of talinolol, but did shift the second peak of the input function by 1.3 h to later times. Elimination clearance and one of the intercompartmental distribution clearances increased significantly under rifampicin treatment., Conclusions: Rifampicin changes the time course of absorption rate but not the fraction absorbed of talinolol. The model suggests the existence of two intestinal absorption windows for talinolol., (© 2022. The Author(s).)
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- 2022
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9. Physiologically Based Modeling to Predict Monoclonal Antibody Pharmacokinetics in Humans from in vitro Physiochemical Properties.
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Hu S, Datta-Mannan A, and D'Argenio DZ
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- Heparin, Humans, Kinetics, Tissue Distribution, Antibodies, Monoclonal pharmacokinetics, Models, Biological
- Abstract
A model-based framework is presented to predict monoclonal antibody (mAb) pharmacokinetics (PK) in humans based on in vitro measures of antibody physiochemical properties. A physiologically based pharmacokinetic (PBPK) model is used to explore the predictive potential of 14 in vitro assays designed to measure various antibody physiochemical properties, including nonspecific cell-surface interactions, FcRn binding, thermal stability, hydrophobicity, and self-association. Based on the mean plasma PK time course data of 22 mAbs from humans reported in the literature, we found a significant positive correlation (R = 0.64, p = .0013) between the model parameter representing antibody-specific vascular to endothelial clearance and heparin relative retention time, an in vitro measure of nonspecific binding. We also found that antibody-specific differences in paracellular transport due to convection and diffusion could be partially explained by antibody heparin relative retention time (R = 0.52, p = .012). Other physiochemical properties, including antibody thermal stability, hydrophobicity, cross-interaction and self-association, in and of themselves were not predictive of model-based transport parameters. In contrast to other studies that have reported empirically derived expressions relating in vitro measures of antibody physiochemical properties directly to antibody clearance, the proposed PBPK model-based approach for predicting mAb PK incorporates fundamental mechanisms governing antibody transport and processing, informed by in vitro measures of antibody physiochemical properties, and can be expanded to include more descriptive representations of each of the antibody processing subsystems, as well as other antibody-specific information.
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- 2022
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10. Open-source maximum a posteriori-bayesian dosing AdDS to current therapeutic drug monitoring: Adapting to the era of individualized therapy.
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Smith NM, Chan A, Wilkinson LA, Chua HC, Nguyen TD, de Souza H, Shah AP, D'Argenio DZ, and Mergenhagen KA
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- Adult, Bayes Theorem, Humans, Precision Medicine, Drug Monitoring, Obesity drug therapy, Vancomycin administration & dosage
- Abstract
Recent updates in the therapeutic drug monitoring (TDM) guidelines for vancomycin have rekindled interest in maximum a posteriori-Bayesian (MAP-Bayesian) estimation of patient-specific pharmacokinetic parameters. To create a versatile infrastructure for MAP-Bayesian dosing of vancomycin or other drugs, a freely available, R-based software package, Advanced Dosing Solutions (AdDS), was created to facilitate clinical implementation of these improved TDM methods. The objective of this study was to utilize AdDS for pre- and post-processing of data in order to streamline the therapeutic management of vancomycin in healthy and obese veterans. Patients from a local Veteran Affairs hospital were utilized to compare the process of full re-estimation versus Bayesian updating of priors on healthy adult and obese patient populations for use with AdDS. Twenty-four healthy veterans were utilized to train (14/24) and test (10/24) the base pharmacokinetic model of vancomycin while comparing the effects of updated and fully re-estimated priors. This process was repeated with a total of 18 obese veterans for both training (11/18) and testing (7/18). Comparison of MAP objective function between the original and re-estimated models for healthy adults indicated that 78.6% of the subjects in the training and 70.0% of the subjects in the testing datasets had similar or improved predictions by the re-estimated model. For obese veterans, 81.8% of subjects in the training dataset and 85.7% of subjects in the testing dataset had similar or improved predictions. Re-estimation of model parameters provided more significant improvements in objective function compared with Bayesian updating, which may be a useful strategy in cases where sufficient samples and subjects are available. The generation of bespoke regimens based on patient-specific clearance and minimal sampling may improve patient care by addressing fundamental pharmacokinetic differences in healthy and obese veteran populations., (© 2021 Pharmacotherapy Publications, Inc.)
- Published
- 2021
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11. A whole-body circulatory neutrophil model with application to predicting clinical neutropenia from in vitro studies.
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Chen W, Boras B, Sung T, Hu W, Spilker ME, and D'Argenio DZ
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- Antineoplastic Combined Chemotherapy Protocols administration & dosage, Carboplatin administration & dosage, Carboplatin adverse effects, Clinical Trials, Phase I as Topic, Granulocyte Colony-Stimulating Factor metabolism, Hematologic Agents pharmacology, Hematopoiesis drug effects, Humans, Leukocyte Count, Neutrophils cytology, Paclitaxel administration & dosage, Paclitaxel adverse effects, Antineoplastic Combined Chemotherapy Protocols adverse effects, Filgrastim pharmacology, Models, Biological, Neutropenia chemically induced, Polyethylene Glycols pharmacology
- Abstract
A circulatory model of granulopoiesis and its regulation is presented that includes neutrophil trafficking in the lungs, liver, spleen, bone marrow, lymph nodes, and blood. In each organ, neutrophils undergo transendothelial migration from vascular to interstitial space, clearance due to apoptosis, and recycling via the lymphatic flow. The model includes cell cycling of progenitor cells in the bone marrow, granulocyte colony-stimulating factor (G-CSF) kinetics and its neutrophil regulatory action, as well as neutrophil margination in the blood. From previously reported studies,
111 In-labeled neutrophil kinetic data in the blood and sampled organs were used to estimate the organ trafficking parameters in the model. The model was further developed and evaluated using absolute neutrophil count (ANC), band cell, and segmented neutrophil time course data from healthy volunteers following four dose levels of pegfilgrastim (r2 = 0.77-0.99), along with ANC time course responses following filgrastim (r2 = 0.96). The baseline values of various cell types in bone marrow and blood, as well as G-CSF concentration in the blood, predicted by the model are consistent with available literature reports. After incorporating the mechanism of action of both paclitaxel and carboplatin, as determined from an in vitro bone marrow studies, the model reliably predicted the observed ANC time course following paclitaxel plus carboplatin observed in a phase I trial of 46 patients (r2 = 0.70). The circulatory neutrophil model may provide a mechanistic framework for predicting multi-organ neutrophil homeostasis and dynamics in response to therapeutic agents that target neutrophil dynamics and trafficking in different organs., (© 2021 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of the American Society for Clinical Pharmacology and Therapeutics.)- Published
- 2021
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12. Characteristics of Passive Solute Transport across Primary Rat Alveolar Epithelial Cell Monolayers.
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Kim YH, Kim KJ, D'Argenio DZ, and Crandall ED
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Primary rat alveolar epithelial cell monolayers (RAECM) were grown without (type I cell-like phenotype, RAECM-I) or with (type II cell-like phenotype, RAECM-II) keratinocyte growth factor to assess passive transport of 11 hydrophilic solutes. We estimated apparent permeability ( P
app ) in the absence/presence of calcium chelator EGTA to determine the effects of perturbing tight junctions on "equivalent" pores. Papp across RAECM-I and -II in the absence of EGTA are similar and decrease as solute size increases. We modeled Papp of the hydrophilic solutes across RAECM-I/-II as taking place via heterogeneous populations of equivalent pores comprised of small (0.41/0.32 nm radius) and large (9.88/11.56 nm radius) pores, respectively. Total equivalent pore area is dominated by small equivalent pores (99.92-99.97%). The number of small and large equivalent pores in RAECM-I was 8.55 and 1.29 times greater, respectively, than those in RAECM-II. With EGTA, the large pore radius in RAECM-I/-II increased by 1.58/4.34 times and the small equivalent pore radius increased by 1.84/1.90 times, respectively. These results indicate that passive diffusion of hydrophilic solutes across an alveolar epithelium occurs via small and large equivalent pores, reflecting interactions of transmembrane proteins expressed in intercellular tight junctions of alveolar epithelial cells.- Published
- 2021
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13. An Analysis of Glucose Effectiveness in Subjects With or Without Type 2 Diabetes via Hierarchical Modeling.
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Hu S, Lu Y, Tura A, Pacini G, and D'Argenio DZ
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- Adult, Algorithms, Anthropometry, Blood Glucose metabolism, Female, Glucose Intolerance, Homeostasis, Humans, Insulin therapeutic use, Insulin Resistance, Male, Middle Aged, Models, Statistical, Models, Theoretical, Young Adult, Diabetes Mellitus, Type 2 drug therapy, Glucose therapeutic use, Glucose Tolerance Test
- Abstract
Glucose effectiveness, defined as the ability of glucose itself to increase glucose utilization and inhibit hepatic glucose production, is an important mechanism maintaining normoglycemia. We conducted a minimal modeling analysis of glucose effectiveness at zero insulin ( GEZI ) using intravenous glucose tolerance test data from subjects with type 2 diabetes (T2D, n=154) and non-diabetic (ND) subjects (n=343). A hierarchical statistical analysis was performed, which provided a formal mechanism for pooling the data from all study subjects, to yield a single composite population model that quantifies the role of subject specific characteristics such as weight, height, age, sex, and glucose tolerance. Based on the resulting composite population model, GEZI was reduced from 0.021 min
-1 (standard error - 0.00078 min-1 ) in the ND population to 0.011 min-1 (standard error - 0.00045 min-1 ) in T2D. The resulting model was also employed to calculate the proportion of the non-insulin-dependent net glucose uptake in each subject receiving an intravenous glucose load. Based on individual parameter estimates, the fraction of total glucose disposal independent of insulin was 72.8% ± 12.0% in the 238 ND subjects over the course of the experiment, indicating the major contribution to the whole-body glucose clearance under non-diabetic conditions. This fraction was significantly reduced to 48.8% ± 16.9% in the 30 T2D subjects, although still accounting for approximately half of the total in the T2D population based on our modeling analysis. Given the potential application of glucose effectiveness as a predictor of glucose intolerance and as a potential therapeutic target for treating diabetes, more investigations of glucose effectiveness in other disease conditions can be conducted using the hierarchical modeling framework reported herein., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2021 Hu, Lu, Tura, Pacini and D’Argenio.)- Published
- 2021
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14. The Funnel: a Screening Technique for Identifying Optimal Two-Drug Combination Chemotherapy Regimens.
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Drusano GL, Kim S, Almoslem M, Schmidt S, D'Argenio DZ, Myrick J, Duncanson B, Nole J, Brown D, Peloquin CA, Neely M, Yamada W, and Louie A
- Subjects
- Animals, Antitubercular Agents pharmacology, Antitubercular Agents therapeutic use, Drug Combinations, Drug Therapy, Combination, Humans, Mycobacterium tuberculosis, Tuberculosis drug therapy
- Abstract
The Mycobacterium tuberculosis drug discovery effort has generated a substantial number of new/repurposed drugs for therapy for this pathogen. The arrival of these drugs is welcome, but another layer of difficulty has emerged. Single agent therapy is insufficient for patients with late-stage tuberculosis because of resistance emergence. To achieve our therapeutic ends, it is requisite to identify optimal combination regimens. These regimens go through a lengthy and expensive evaluative process. If we have a modest group of 6 to 8 new or repurposed agents, this translates into 15 to 28 possible 2-drug combinations. There is neither time nor resources to give an extensive evaluation for all combinations. We sought a screening procedure that would identify combinations that had a high likelihood of achieving good bacterial burden decline. We examined pretomanid, moxifloxacin, linezolid, and bedaquiline in log-phase growth, acid-phase growth, and nonreplicative persister (NRP) phase in the Greco interaction model. We employed the interaction term α and the calculated bacterial burden decline as metrics to rank different regimens in different metabolic states. No relationship was found between α and bacterial kill. We chose bacterial kill as the prime metric. The combination of pretomanid plus moxifloxacin emerged as the clear frontrunner, as the largest bacterial declines were seen in log phase and acid phase with this regimen and it was second best in NRP phase. Bedaquiline also produced good kill. This screening process may identify optimal combinations that can be further evaluated in both the hollow-fiber infection model and in animal models of Mycobacterium tuberculosis infection., (Copyright © 2021 American Society for Microbiology.)
- Published
- 2021
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15. Biokinetic modeling of nanoparticle interactions with lung alveolar epithelial cells: uptake, intracellular processing, and egress.
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Chen W, D'Argenio DZ, Sipos A, Kim KJ, and Crandall ED
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- Animals, Autophagosomes metabolism, Autophagy, Biological Transport, Cells, Cultured, Exocytosis, Kinetics, Lysosomes metabolism, Polystyrenes chemistry, Rats, Alveolar Epithelial Cells metabolism, Models, Biological, Nanoparticles, Polystyrenes metabolism
- Abstract
Studies on health effects of engineered nanomaterials (ENMs) in the lung have provided information on ENM toxicity and translocation across airway and alveolar epithelial barriers. Various inhaled ENMs (e.g., gold and iridium nanoparticles) have been reported to partially cross the air-blood barrier in the lung, enter the vasculature, and distribute in several end organs, including the heart, liver, spleen, and kidney. Using an in vitro primary rat alveolar epithelial cell (AEC) monolayer model, we reported transport rates of relatively nontoxic polystyrene nanoparticles (PNPs), which appear to be taken up via nonendocytic processes into AECs. PNPs internalized into cytoplasm then trigger autophagy, followed by delivery of PNPs from autophagosomes into lysosomes, from where PNPs are exocytosed. We used the data from these experiments to perform biokinetic modeling that incorporates the processes associated with internalization and intracellular distribution of PNPs, autophagy, lysosomal exocytosis of PNPs, and several putative mechanisms of action that extend our previous understanding of AEC processing of PNPs. Results suggest that entry of PNPs into AECs, subsequent activation of autophagy by cytosolic PNPs, accumulation of PNPs in lysosomes, and lysosomal exocytosis are interwoven by proposed regulatory mechanisms.
- Published
- 2021
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16. Population Pharmacokinetic Modeling of Vancomycin in Thai Patients With Heterogeneous and Unstable Renal Function.
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Jaisue S, Pongsakul C, D'Argenio DZ, and Sermsappasuk P
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- Adolescent, Adult, Aged, Aged, 80 and over, Bayes Theorem, Female, Humans, Male, Middle Aged, Retrospective Studies, Thailand, Young Adult, Anti-Bacterial Agents pharmacokinetics, Kidney physiopathology, Vancomycin pharmacokinetics
- Abstract
Background: Vancomycin is widely used to treat gram-positive bacterial infections. However, given significant interpatient variability in its pharmacokinetics, maintaining plasma concentrations is difficult within its characteristically narrow therapeutic window. This is especially challenging in patients with unstable renal function. Thus, the aim of this study was to develop a population pharmacokinetic model for vancomycin that is suitable for Thai patients with variable renal functions, including those with unstable renal function., Methods: Data from 213 patients, including 564 blood samples, were retrospectively collected; approximately 70% patients exhibited unstable renal function during vancomycin treatment. The model building group was randomly assigned 108 patients and the remaining 33 patients comprised the validation group. A population pharmacokinetic model was developed that incorporated drug clearance (CL) as a function of time-varying creatine clearance (CrCL). The predictive ability of the resulting population model was evaluated using the validation data set, including its ability to forecast serum concentrations within a Bayesian feedback algorithm., Results: A 2-compartment model with drug CL values that changed with time-varying CrCL adequately described vancomycin pharmacokinetics in the evaluated heterogeneous patient population with unstable renal function. Vancomycin CL was related to time-varying CrCL as follows: CL (t) = 0.11 + 0.021 × CrCL (t) (CrCL <120 mL/min. Using the population model, Bayesian estimation with at least one measured serum concentration resulted in a forecasting error of small bias (-2.4%) and adequate precision (31.5%)., Conclusions: In hospitals with a high incidence of unstable renal function, incorporating time-varying CrCL with Bayesian estimation and at least one measured drug concentration, along with frequent CrCL monitoring, improves the predictive performance of therapeutic drug monitoring of vancomycin.
- Published
- 2020
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17. Predicting Chemotherapy-Induced Neutropenia and Granulocyte Colony-Stimulating Factor Response Using Model-Based In Vitro to Clinical Translation.
- Author
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Chen W, Boras B, Sung T, Hu W, Spilker ME, and D'Argenio DZ
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- Antineoplastic Combined Chemotherapy Protocols pharmacokinetics, Bone Marrow drug effects, Bone Marrow growth & development, Carboplatin adverse effects, Carboplatin pharmacokinetics, Cells, Cultured, Deoxycytidine adverse effects, Deoxycytidine analogs & derivatives, Deoxycytidine pharmacokinetics, Doxorubicin adverse effects, Doxorubicin pharmacokinetics, Humans, Incidence, Myelopoiesis drug effects, Neoplasms blood, Neutropenia chemically induced, Neutropenia diagnosis, Neutropenia prevention & control, Paclitaxel adverse effects, Paclitaxel pharmacokinetics, Primary Cell Culture, Risk Assessment methods, Treatment Outcome, Gemcitabine, Antineoplastic Combined Chemotherapy Protocols adverse effects, Filgrastim administration & dosage, Models, Biological, Neoplasms drug therapy, Neutropenia epidemiology, Polyethylene Glycols administration & dosage
- Abstract
The ability to predict the incidence of chemotherapy-induced neutropenia in early drug development can inform risk monitoring and mitigation strategies, as well as decisions on advancing compounds to clinical trials. In this report, a physiological model of granulopoiesis that incorporates the drug's mechanism of action on cell cycle proliferation of bone marrow progenitor cells was extended to include the action of the cytotoxic agents paclitaxel, carboplatin, doxorubicin, and gemcitabine. In vitro bone marrow studies were conducted with each compound, and results were used to determine the model's drug effect parameters. Population simulations were performed to predict the absolute neutrophil count (ANC) and incidence of neutropenia for each compound, which were compared to results reported in the literature. In addition, using the single agent in vitro study results, the model was able to predict ANC time course in response to paclitaxel plus carboplatin in combination, which compared favorably to the results reported in a phase 1 clinical trial of 46 patients (r
2 = 0.70). Model simulations were used to compare the relative risk (RR) of neutropenia in patients with high baseline ANCs for five chemotherapeutic regimens: doxorubicin (RR = 0.59), paclitaxel plus carboplatin combination (RR = 0.079), carboplatin (RR = 0.047), paclitaxel (RR = 0.031), and gemcitabine (RR = 0.013). Finally, the model was applied to quantify the reduced incidence of neutropenia with coadministration of pegfilgrastim or filgrastim, for both paclitaxel and the combination of paclitaxel plus carboplatin. The model provides a framework for predicting clinical neutropenia using in vitro bone marrow studies of anticancer agents that may guide drug development decisions.- Published
- 2020
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18. Predicting monoclonal antibody pharmacokinetics following subcutaneous administration via whole-body physiologically-based modeling.
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Hu S and D'Argenio DZ
- Subjects
- Administration, Intravenous, Antibodies, Monoclonal administration & dosage, Chronic Disease drug therapy, Humans, Injections, Subcutaneous, Tissue Distribution, Antibodies, Monoclonal pharmacokinetics, Models, Biological
- Abstract
Use of the subcutaneous (SC) route for administering monoclonal antibodies (mAbs) to treat chronic conditions has been hindered because of an incomplete understanding of fundamental mechanisms controlling mAb absorption from the SC site, and due to the limited translatability of preclinical studies. In this paper, we report on the development and evaluation of a whole-body physiologically-based model to predict mAb pharmacokinetics following SC administration. The circulatory model is based on the physiological processes governing mAb transport and includes two mAb-specific parameters representing differences in pinocytosis rate and the diffusive/convective transport rates among mAbs. At the SC administration site, two additional parameters are used to represent mAb differences in lymphatic capillary uptake and in pre-systemic clearance. Model development employed clinical intravenous (IV) plasma PK data from 20 mAbs and SC plasma PK data from 12 of these mAbs, as obtained from the literature. The resulting model reliably described both the IV and SC measured plasma concentration data. In addition, a metric based on the positive charge across the mAb's complementarity determining region vicinity was found to positively correlate with the model-based estimates of the mAb-specific parameter governing organ/tissue pinocytosis transport and with estimates of the mAb's SC lymphatic capillary clearance. These two relationships were incorporated into the model and accurately predicted the SC PK profiles of three out of four separate mAbs not included in model development. The whole-body physiologically-based model reported herein, provides a platform to characterize and predict the plasma disposition of monoclonal antibodies following SC administration in humans.
- Published
- 2020
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19. The Efficiency, Efficacy, and Retention of Task Practice in Chronic Stroke.
- Author
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Wang C, Winstein C, D'Argenio DZ, and Schweighofer N
- Subjects
- Humans, Longitudinal Studies, Models, Theoretical, Stroke diagnosis, Stroke physiopathology, Motor Activity physiology, Motor Skills physiology, Outcome and Process Assessment, Health Care, Practice, Psychological, Retention, Psychology physiology, Stroke therapy, Stroke Rehabilitation methods
- Abstract
In motor skill learning, larger doses of practice lead to greater efficacy of practice, lower efficiency of practice, and better long-term retention. Whether such learning principles apply to motor practice after stroke is unclear. Here, we developed novel mixed-effects models of the change in the perceived quality of arm movements during and following task practice. The models were fitted to data from a recent randomized controlled trial of the effect of dose of task practice in chronic stroke. Analysis of the models' learning and retention rates demonstrated an increase in efficacy of practice with greater doses, a decrease in efficiency of practice with both additional dosages and additional bouts of training, and fast initial decay following practice. Two additional effects modulated retention: a positive "self-practice" effect, and a negative effect of dose. Our results further suggest that for patients with sufficient arm use post-practice, self-practice will further improve use.
- Published
- 2020
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20. A physiological model of granulopoiesis to predict clinical drug induced neutropenia from in vitro bone marrow studies: with application to a cell cycle inhibitor.
- Author
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Chen W, Boras B, Sung T, Yu Y, Zheng J, Wang D, Hu W, Spilker ME, and D'Argenio DZ
- Subjects
- Algorithms, Antineoplastic Agents pharmacology, Cell Movement, Filgrastim pharmacology, Granulocyte Colony-Stimulating Factor pharmacology, Hematopoiesis drug effects, Humans, Leukocyte Count, Models, Biological, Neutrophils drug effects, Piperazines pharmacology, Polyethylene Glycols pharmacology, Pyridines pharmacology, Stem Cells drug effects, Bone Marrow drug effects, Cell Cycle drug effects, Granulocytes drug effects, Neutropenia chemically induced
- Abstract
Neutropenia is one of the most common dose-limiting toxocities associated with anticancer drug therapy. The ability to predict the probability and severity of neutropenia based on in vitro studies of drugs in early drug development will aid in advancing safe and efficacious compounds to human testing. Toward this end, a physiological model of granulopoiesis and its regulation is presented that includes the bone marrow progenitor cell cycle, allowing for a mechanistic representation of the action of relevant anticancer drugs based on in vitro studies. Model development used data from previously reported tracer kinetic studies of granulocyte disposition in healthy humans to characterize the dynamics of neutrophil margination in the presence of endogenous granulocyte-colony stimulating factor (G-CSF). In addition, previously published data from healthy volunteers following pegfilgrastim and filgrastim were used to quantify the regulatory effects of support G-CSF therapies on granulopoiesis. The model was evaluated for the cell cycle inhibitor palbociclib, using an in vitro system of human bone marrow mononuclear cells to quantify the action of palbociclib on proliferating progenitor cells, including its inhibitory effect on G1 to S phase transition. The in vitro results were incorporated into the physiological model of granulopoiesis and used to predict the time course of absolute neutrophil count (ANC) and the incidence of neutropenia observed in three previously reported clinical trials of palbociclib. The model was able to predict grade 3 and 4 neutropenia due to palbociclib treatment with 86% accuracy based on in vitro data.
- Published
- 2020
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21. Analytical solution of linear multi-compartment models with non-zero initial condition and its implementation with R.
- Author
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D'Argenio DZ and Bae KS
- Abstract
The analytical solution for multi-compartment models with a non-zero initial condition is complex because of the inter-compartmental transfer. An elegant solution and its implementation in the 'wnl' R package can be useful in solving examples of textbooks and developing software of therapeutic drug monitoring, pharmacokinetic simulation, and parameter estimation. This solution uses Laplace transformation, convolution, matrix inversion, and the fact that the general solution of an inhomogeneous ordinary differential equation is the sum of a homogenous and a particular solution, together., Competing Interests: Conflict of interest: - Authors: Nothing to declare - Reviewers: Nothing to declare - Editors: Nothing to declare, (Copyright © 2019 David Z. D'Argenio and Kyun-Seop Bae.)
- Published
- 2019
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22. Pharmacokinetics of Tedizolid in Plasma and Sputum of Adults with Cystic Fibrosis.
- Author
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Park AYJ, Wang J, Jayne J, Fukushima L, Rao AP, D'Argenio DZ, and Beringer PM
- Subjects
- Administration, Intravenous methods, Administration, Oral, Adult, Biological Availability, Cross-Over Studies, Female, Humans, Male, Methicillin-Resistant Staphylococcus aureus drug effects, Prospective Studies, Sputum metabolism, Anti-Bacterial Agents blood, Anti-Bacterial Agents pharmacokinetics, Cystic Fibrosis blood, Cystic Fibrosis microbiology, Organophosphates blood, Organophosphates pharmacokinetics, Oxazoles blood, Oxazoles pharmacokinetics, Plasma metabolism
- Abstract
Over the past decade, the prevalence of infections involving methicillin-resistant Staphylococcus aureus (MRSA) in patients with cystic fibrosis (CF) has increased significantly. Tedizolid (TZD) demonstrates excellent activity against MRSA and a favorable safety profile. The pharmacokinetics of several antibiotics have been shown to be altered in CF patients. The purpose of this study was to characterize the pharmacokinetics of tedizolid in this population. Eleven patients with CF were randomized to receive tedizolid phosphate at 200 mg orally or intravenously once daily for 3 doses with a minimum 2-day washout, followed by crossover to the remaining dosage form. Plasma and expectorated sputum were collected following the third dose of each dosage form for analysis. Population pharmacokinetic analysis was performed using the maximum likelihood expectation maximization method, and the disposition of TZD was described by a two-compartment model. The sputum concentrations exceeded the unbound plasma concentrations with an estimated mean sputum-to-unbound plasma penetration ratio of 2.88 (coefficient of variation, 50.3%). The estimated population mean ± standard deviation of total clearance, central volume of distribution, and bioavailability were 9.72 ± 1.62 liters/h, 61.6 ± 6.94 liters, and 1.04 ± 0.232, respectively. The total clearance was higher in CF patients than in healthy volunteers; however, it was similar to published data for patients with complicated skin and skin structure infections (cSSSIs). This study demonstrates that the oral bioavailability of tedizolid is excellent in patients with CF and that the plasma pharmacokinetics are similar to those reported for patients with cSSSIs., (Copyright © 2018 American Society for Microbiology.)
- Published
- 2018
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23. Pharmacokinetic-Pharmacodynamic Target Attainment Analyses To Determine Optimal Dosing of Ceftazidime-Avibactam for the Treatment of Acute Pulmonary Exacerbations in Patients with Cystic Fibrosis.
- Author
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Bensman TJ, Wang J, Jayne J, Fukushima L, Rao AP, D'Argenio DZ, and Beringer PM
- Subjects
- Adult, Aged, Anti-Bacterial Agents pharmacokinetics, Drug Combinations, Female, Humans, Male, Microbial Sensitivity Tests, Middle Aged, Monte Carlo Method, Prospective Studies, Pseudomonas aeruginosa isolation & purification, Respiratory Tract Infections microbiology, Young Adult, beta-Lactamase Inhibitors pharmacokinetics, Anti-Bacterial Agents therapeutic use, Azabicyclo Compounds pharmacokinetics, Azabicyclo Compounds therapeutic use, Ceftazidime pharmacokinetics, Ceftazidime therapeutic use, Cystic Fibrosis pathology, Pseudomonas Infections drug therapy, Pseudomonas aeruginosa drug effects, Respiratory Tract Infections drug therapy, beta-Lactamase Inhibitors therapeutic use
- Abstract
Acute pulmonary exacerbations (APE) involving Pseudomonas aeruginosa are associated with increased morbidity and mortality in cystic fibrosis (CF) patients. Drug resistance is a significant challenge to treatment. Ceftazidime-avibactam (CZA) demonstrates excellent in vitro activity against isolates recovered from CF patients, including drug-resistant strains. Altered pharmacokinetics (PK) of several beta-lactam antibiotics have been reported in CF patients. Therefore, this study sought to characterize the PK of CZA and perform target attainment analyses to determine the optimal treatment regimen. The PK of CZA in 12 adult CF patients administered 3 intravenous doses of 2.5 g every 8 h infused over 2 h were determined. Population modeling utilized the maximum likelihood expectation method. Monte Carlo simulations determined the probability of target attainment (PTA). An exposure target consisting of the cumulative percentage of a 24-h period that the free drug concentration exceeds the MIC under steady-state pharmacokinetic conditions ( fT
>MIC ) was evaluated for ceftazidime (CAZ), and an exposure target consisting of the cumulative percentage of a 24-h period that the free drug concentration exceeds a 1-mg/liter threshold concentration ( fT>1 mg/liter ) was evaluated for avibactam (AVI). Published CAZ and CZA MIC distributions were incorporated to evaluate cumulative response probabilities. CAZ and AVI were best described by one-compartment models. The values of total body clearance (CL; CAZ CL, 7.53 ± 1.28 liters/h; AVI CL, 12.30 ± 1.96 liters/h) and volume of distribution ( V ; CAZ V , 18.80 ± 6.54 liters; AVI V , 25.30 ± 4.43 liters) were broadly similar to published values for healthy adults. CZA achieved a PTA ( fT>MIC , 50%) of >0.9 for MICs of ≤16 mg/liter. The overall likelihood of a treatment response was 0.82 for CZA, whereas it was 0.42 for CAZ. These data demonstrate improved pharmacodynamics of CZA in comparison with those of CAZ and provide guidance on the optimal dosing of CZA for future studies. (This study has been registered at ClinicalTrials.gov under registration no. NCT02504827.)., (Copyright © 2017 American Society for Microbiology.)- Published
- 2017
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24. RAD-ADAPT: Software for modelling clonogenic assay data in radiation biology.
- Author
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Zhang Y, Hu K, Beumer JH, Bakkenist CJ, and D'Argenio DZ
- Subjects
- A549 Cells, Ataxia Telangiectasia Mutated Proteins antagonists & inhibitors, Cell Survival, Colony-Forming Units Assay statistics & numerical data, Humans, Likelihood Functions, Neoplasms drug therapy, Neoplasms radiotherapy, Radiation, Ionizing, Radiobiology, Colony-Forming Units Assay methods, Models, Biological, Software
- Abstract
We present a comprehensive software program, RAD-ADAPT, for the quantitative analysis of clonogenic assays in radiation biology. Two commonly used models for clonogenic assay analysis, the linear-quadratic model and single-hit multi-target model, are included in the software. RAD-ADAPT uses maximum likelihood estimation method to obtain parameter estimates with the assumption that cell colony count data follow a Poisson distribution. The program has an intuitive interface, generates model prediction plots, tabulates model parameter estimates, and allows automatic statistical comparison of parameters between different groups. The RAD-ADAPT interface is written using the statistical software R and the underlying computations are accomplished by the ADAPT software system for pharmacokinetic/pharmacodynamic systems analysis. The use of RAD-ADAPT is demonstrated using an example that examines the impact of pharmacologic ATM and ATR kinase inhibition on human lung cancer cell line A549 after ionizing radiation., (Copyright © 2017 Elsevier B.V. All rights reserved.)
- Published
- 2017
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- View/download PDF
25. Population-based meta-analysis of roxithromycin pharmacokinetics: dosing implications of saturable absorption and protein binding.
- Author
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Dolton MJ and D'Argenio DZ
- Subjects
- Absorption, Physiological, Anti-Bacterial Agents administration & dosage, Female, Humans, Male, Microbial Sensitivity Tests, Models, Theoretical, Protein Binding, Roxithromycin administration & dosage, Anti-Bacterial Agents pharmacokinetics, Roxithromycin pharmacokinetics
- Abstract
Objectives: The macrolide antibiotic roxithromycin has seen widespread clinical use for several decades; however, no population pharmacokinetic analysis has been published. Early studies indicated saturation of protein binding and absorption at doses within the approved range, which may impact pharmacodynamic target attainment since regimens of 150 mg twice daily and 300 mg once daily are used interchangeably in clinical practice. This study aimed to develop a population-based meta-analysis of roxithromycin pharmacokinetics, and utilize this model to inform optimal dosing regimens., Methods: Following an extensive search, roxithromycin pharmacokinetic data were collected or digitized from literature publications. Population pharmacokinetic modelling was undertaken with ADAPT. Dosing simulations were performed to investigate differences in exposure and pharmacodynamic target attainment between dosing regimens., Results: A two-compartment model with saturable absorption described the data ( n = 63); changes in free drug exposure were simulated using a saturable protein binding model. Simulations indicated that a 300 mg daily regimen achieves a 37% and 53% lower total or free AUC ( f AUC), respectively, compared with 150 mg twice daily. These pharmacokinetic differences translated to significantly lower target attainment ( f AUC/MIC ratio >20) with a 300 mg daily regimen at MICs of 0.5 and 1 mg/L (51% and 7%) compared with patients receiving 150 mg twice daily (82% and 54%)., Conclusions: Roxithromycin displays saturable absorption and protein binding leading to lower exposure and lower target attainment at MICs ≥0.5 mg/L with widely used once-daily dosing regimens, indicating that twice-daily regimens may be preferable for pathogens less susceptible to roxithromycin., (© The Author 2016. Published by Oxford University Press on behalf of the British Society for Antimicrobial Chemotherapy. All rights reserved. For Permissions, please email: journals.permissions@oup.com.)
- Published
- 2017
- Full Text
- View/download PDF
26. Reply to Scagnolari et al.
- Author
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Brown AN, Gallegos KM, D'Argenio DZ, and Drusano GL
- Subjects
- Interferons, Ribavirin, Antiviral Agents, Chikungunya virus
- Published
- 2017
- Full Text
- View/download PDF
27. Glucagon increases insulin levels by stimulating insulin secretion without effect on insulin clearance in mice.
- Author
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Song G, Pacini G, Ahrén B, and D'Argenio DZ
- Subjects
- Animals, Blood Glucose, C-Peptide blood, Glucagon administration & dosage, Injections, Intravenous, Insulin metabolism, Insulin Secretion, Kinetics, Mice, Glucagon blood, Glucose administration & dosage, Hyperinsulinism blood, Insulin blood
- Abstract
Circulating insulin is dependent on a balance between insulin appearance through secretion and insulin clearance. However, to what extent changes in insulin clearance contribute to the increased insulin levels after glucagon administration is not known. This study therefore assessed and quantified any potential effect of glucagon on insulin kinetics in mice. Prehepatic insulin secretion in mice was first estimated following glucose (0.35g/kg i.v.) and following glucose plus glucagon (10μg/kg i.v.) using deconvolution of plasma C-peptide concentrations. Plasma concentrations of glucose, insulin, and glucagon were then measured simultaneously in individual mice following glucose alone or glucose plus glucagon (pre dose and at 1, 5, 10, 20min post). Using the previously determined insulin secretion profiles and the insulin concentration-time measurements, a population modeling analysis was applied to estimate the one-compartment kinetics of insulin disposition with and without glucagon. Glucagon with glucose significantly enhanced prehepatic insulin secretion (Cmax and AUC
0-20 ) compared to that with glucose alone (p<0.0001). From the modeling analysis, the population mean and between-animal SD of insulin clearance was 6.4±0.34mL/min for glucose alone and 5.8±1.5mL/min for glucagon plus glucose, with no significant effect of glucagon on mean insulin clearance. Therefore, we conclude that the enhancement of circulating insulin after glucagon administration is solely due to stimulated insulin secretion., Competing Interests: The authors declare no conflict of interests related to this work., (Copyright © 2016 Elsevier Inc. All rights reserved.)- Published
- 2017
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28. Chikungunya Virus: In Vitro Response to Combination Therapy With Ribavirin and Interferon Alfa 2a.
- Author
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Gallegos KM, Drusano GL, D Argenio DZ, and Brown AN
- Subjects
- Animals, Cell Line, Chlorocebus aethiops, Drug Therapy, Combination methods, Interferon alpha-2, Models, Theoretical, Recombinant Proteins pharmacology, Vero Cells, Antiviral Agents pharmacology, Chikungunya virus drug effects, Interferon-alpha pharmacology, Ribavirin pharmacology
- Abstract
Introduction: We evaluated the antiviral activities of ribavirin (RBV) and interferon (IFN) alfa as monotherapy and combination therapy against chikungunya virus (CHIKV)., Methods: Vero cells were infected with CHIKV in the presence of RBV and/or IFN alfa, and viral production was quantified by plaque assay. A mathematical model was fit to the data to identify drug interactions for effect. We ran simulations using the best-fit model parameters to predict the antiviral activity associated with clinically relevant regimens of RBV and IFN alfa as combination therapy. The model predictions were validated using the hollow fiber infection model (HFIM) system., Results: RBV and IFN alfa were effective against CHIKV as monotherapy at supraphysiological concentrations. However, RBV and IFN alfa were highly synergistic for antiviral effect when administered as combination therapy. Simulations with our mathematical model predicted that a standard clinical regimen of RBV plus IFN alfa would inhibit CHIKV burden by 2.5 log10 following 24 hours of treatment. In the HFIM system, RBV plus IFN alfa at clinical exposures resulted in a 2.1-log10 decrease in the CHIKV burden following 24 hours of therapy. These findings validate the prediction made by the mathematical model., Conclusions: These studies illustrate the promise of RBV plus IFN alfa as a potential therapeutic strategy for the treatment of CHIKV infections., (© The Author 2016. Published by Oxford University Press for the Infectious Diseases Society of America. All rights reserved. For permissions, e-mail journals.permissions@oup.com.)
- Published
- 2016
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- View/download PDF
29. Feedback control indirect response models.
- Author
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Zhang Y and D'Argenio DZ
- Subjects
- Computer Simulation, Humans, Pharmaceutical Preparations administration & dosage, Feedback, Physiological, Models, Biological, Pharmaceutical Preparations metabolism, Pharmacokinetics, Pharmacology methods
- Abstract
A general framework is introduced for modeling pharmacodynamic processes that are subject to autoregulation, which combines the indirect response (IDR) model approach with methods from classical feedback control of engineered systems. The canonical IDR models are modified to incorporate linear combinations of feedback control terms related to the time course of the difference (the error signal) between the pharmacodynamic response and its basal value. Following the well-established approach of traditional engineering control theory, the proposed feedback control indirect response models incorporate terms proportional to the error signal itself, the integral of the error signal, the derivative of the error signal or combinations thereof. Simulations are presented to illustrate the types of responses produced by the proposed feedback control indirect response model framework, and to illustrate comparisons with other PK/PD modeling approaches incorporating feedback. In addition, four examples from literature are used to illustrate the implementation and applicability of the proposed feedback control framework. The examples reflect each of the four mechanisms of drug action as modeled by each of the four canonical IDR models and include: selective serotonin reuptake inhibitors and extracellular serotonin; histamine H2-receptor antagonists and gastric acid; growth hormone secretagogues and circulating growth hormone; β2-selective adrenergic agonists and potassium. The proposed feedback control indirect response approach may serve as an exploratory modeling tool and may provide a bridge for development of more mechanistic systems pharmacology models.
- Published
- 2016
- Full Text
- View/download PDF
30. Human insulin dynamics in women: a physiologically based model.
- Author
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Weiss M, Tura A, Kautzky-Willer A, Pacini G, and D'Argenio DZ
- Subjects
- Animals, Biomarkers metabolism, Blood Glucose metabolism, Case-Control Studies, Diabetes, Gestational blood, Diabetes, Gestational diagnosis, Female, Glucose Tolerance Test, Hepatobiliary Elimination, Insulin blood, Kidney metabolism, Kinetics, Liver metabolism, Muscle, Skeletal metabolism, Pregnancy, Renal Elimination, Diabetes, Gestational metabolism, Insulin metabolism, Models, Biological
- Abstract
Currently available models of insulin dynamics are mostly based on the classical compartmental structure and, thus, their physiological utility is limited. In this work, we describe the development of a physiologically based model and its application to data from 154 patients who underwent an insulin-modified intravenous glucose tolerance test (IM-IVGTT). To determine the time profile of endogenous insulin delivery without using C-peptide data and to evaluate the transcapillary transport of insulin, the hepatosplanchnic, renal, and peripheral beds were incorporated into the circulatory model as separate subsystems. Physiologically reasonable population mean estimates were obtained for all estimated model parameters, including plasma volume, interstitial volume of the peripheral circulation (mainly skeletal muscle), uptake clearance into the interstitial space, hepatic and renal clearance, as well as total insulin delivery into plasma. The results indicate that, at a population level, the proposed physiologically based model provides a useful description of insulin disposition, which allows for the assessment of muscle insulin uptake., (Copyright © 2016 the American Physiological Society.)
- Published
- 2016
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31. Population pharmacokinetic modeling of plasma and intracellular ribavirin concentrations in patients with chronic hepatitis C virus infection.
- Author
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Wu LS, Rower JE, Burton JR Jr, Anderson PL, Hammond KP, Baouchi-Mokrane F, Everson GT, Urban TJ, D'Argenio DZ, and Kiser JJ
- Subjects
- Adult, Antiviral Agents blood, Antiviral Agents therapeutic use, Body Weight, Erythrocytes metabolism, Female, Half-Life, Hepatitis C, Chronic drug therapy, Hepatitis C, Chronic genetics, Humans, Liver Function Tests, Male, Middle Aged, Models, Statistical, Oligopeptides therapeutic use, Phosphorylation, Population, Ribavirin blood, Ribavirin therapeutic use, Sex Characteristics, Antiviral Agents pharmacokinetics, Hepatitis C, Chronic blood, Ribavirin pharmacokinetics
- Abstract
Ribavirin, a guanosine analog, is a broad-spectrum antiviral agent. Ribavirin has been a fundamental component of the treatment of hepatitis C virus (HCV) infection for decades, but there is a very limited understanding of the clinical pharmacology of this drug. Furthermore, it is associated with a major dose-limiting toxicity, hemolytic anemia. Ribavirin undergoes intracellular phosphorylation by host enzymes to ribavirin monophosphate (RMP), ribavirin diphosphate (RDP), and ribavirin triphosphate (RTP). The intracellular forms have been associated with antiviral and toxic effects in vitro, but the kinetics of these phosphorylated moieties have not been fully elucidated in vivo. We developed a model to characterize the plasma pharmacokinetics of ribavirin and the difference between intracellular phosphorylation kinetics in red cells (nonnucleated) and in peripheral blood mononuclear cells (nucleated). A time-independent two-compartment model with first-order absorption described the plasma data well. The cellular phosphorylation kinetics was described by a one-compartment model for RMP, with the formation rate driven by plasma concentrations and the first-order degradation rate. RDP and RTP rapidly reached equilibrium with RMP. Concomitant telaprevir use, inosine triphosphatase genetics, creatinine clearance, weight, and sex were significant covariates. The terminal ribavirin half-life in plasma and phosphorylated anabolites in cells was approximately 224 h. We found no evidence of time-dependent kinetics. These data provide a foundation for uncovering concentration-effect associations for ribavirin and determining the optimal dose and duration of this drug for use in combination with newer direct-acting HCV agents. (This study has been registered at ClinicalTrials.gov under registration no. NCT01097395.)., (Copyright © 2015, American Society for Microbiology. All Rights Reserved.)
- Published
- 2015
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32. FLT3 and CDK4/6 inhibitors: signaling mechanisms and tumor burden in subcutaneous and orthotopic mouse models of acute myeloid leukemia.
- Author
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Zhang Y, Hsu CP, Lu JF, Kuchimanchi M, Sun YN, Ma J, Xu G, Zhang Y, Xu Y, Weidner M, Huard J, and D'Argenio DZ
- Subjects
- Animals, Benzothiazoles pharmacology, Cell Line, Tumor, Cyclin-Dependent Kinase 4 metabolism, Cyclin-Dependent Kinase 6 metabolism, Disease Models, Animal, Leukemia, Myeloid, Acute metabolism, Mice, Niacinamide analogs & derivatives, Niacinamide pharmacology, Phenylurea Compounds pharmacology, Sorafenib, fms-Like Tyrosine Kinase 3 metabolism, Cyclin-Dependent Kinase 4 antagonists & inhibitors, Cyclin-Dependent Kinase 6 antagonists & inhibitors, Leukemia, Myeloid, Acute drug therapy, Protein Kinase Inhibitors pharmacology, Signal Transduction drug effects, Tumor Burden drug effects, fms-Like Tyrosine Kinase 3 antagonists & inhibitors
- Abstract
FLT3(ITD) subtype acute myeloid leukemia (AML) has a poor prognosis with currently available therapies. A number of small molecule inhibitors of FLT3 and/or CDK4/6 are currently under development. A more complete and quantitative understanding of the mechanisms of action of FLT3 and CDK4/6 inhibitors may better inform the development of current and future compounds that act on one or both of the molecular targets, and thus may lead to improved treatments for AML. In this study, we investigated in both subcutaneous and orthotopic AML mouse models, the mechanisms of action of three FLT3 and/or CDK4/6 inhibitors: AMG925 (Amgen), sorafenib (Bayer and Onyx), and quizartinib (Ambit Biosciences). A composite model was developed to integrate the plasma pharmacokinetics of these three compounds on their respective molecular targets, the coupling between the target pathways, as well as the resulting effects on tumor burden reduction in the subcutaneous xenograft model. A sequential modeling approach was used, wherein model structures and estimated parameters from upstream processes (e.g. PK, cellular signaling) were fixed for modeling subsequent downstream processes (cellular signaling, tumor burden). Pooled data analysis was employed for the plasma PK and cellular signaling modeling, while population modeling was applied to the tumor burden modeling. The resulting model allows the decomposition of the relative contributions of FLT3(ITD) and CDK4/6 inhibition on downstream signaling and tumor burden. In addition, the action of AMG925 on cellular signaling and tumor burden was further studied in an orthotopic tumor mouse model more closely representing the physiologically relevant environment for AML.
- Published
- 2014
- Full Text
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33. Integrated population pharmacokinetic/viral dynamic modelling of lopinavir/ritonavir in HIV-1 treatment-naïve patients.
- Author
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Wang K, D'Argenio DZ, Acosta EP, Sheth AN, Delille C, Lennox JL, Kerstner-Wood C, and Ofotokun I
- Subjects
- Adult, Algorithms, Drug Combinations, Female, Humans, Male, Middle Aged, Models, Statistical, Orosomucoid metabolism, Population, Viral Load, HIV Infections drug therapy, HIV Infections virology, HIV Protease Inhibitors pharmacokinetics, HIV Protease Inhibitors therapeutic use, Lopinavir pharmacokinetics, Lopinavir therapeutic use, Ritonavir pharmacokinetics, Ritonavir therapeutic use
- Abstract
Background: Lopinavir (LPV)/ritonavir (RTV) co-formulation (LPV/RTV) is a widely used protease inhibitor (PI)-based regimen to treat HIV-infection. As with all PIs, the trough concentration (C trough) is a primary determinant of response, but the optimum exposure remains poorly defined. The primary objective was to develop an integrated LPV population pharmacokinetic model to investigate the influence of α-1-acid glycoprotein and link total and free LPV exposure to pharmacodynamic changes in HIV-1 RNA and assess viral dynamic and drug efficacy parameters., Methods: Data from 35 treatment-naïve HIV-infected patients initiating therapy with LPV/RTV 400/100 mg orally twice daily across two studies were used for model development and simulations using ADAPT. Total LPV (LPVt) and RTV concentrations were measured by high-performance liquid chromatography with ultraviolet (UV) detection. Free LPV (LPVf) concentrations were measured using equilibrium dialysis and mass spectrometry., Results: The LPVt typical value of clearance (CLLPVt/F) was 4.73 L/h and the distribution volume (VLPVt/F) was 55.7 L. The clearance (CLLPVf/F) and distribution volume (Vf/F) for LPVf were 596 L/h and 6,370 L, respectively. The virion clearance rate was 0.0350 h(-1). The simulated LPVLPVt C trough values at 90% (EC90) and 95% (EC95) of the maximum response were 316 and 726 ng/mL, respectively., Conclusions: The pharmacokinetic-pharmacodynamic model provides a useful tool to quantitatively describe the relationship between LPV/RTV exposure and viral response. This comprehensive modelling and simulation approach could be used as a surrogate assessment of antiretroviral (ARV) activity where adequate early-phase dose-ranging studies are lacking in order to define target trough concentrations and possibly refine dosing recommendations.
- Published
- 2014
- Full Text
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34. Glucagon clearance is regulated by nutritional state: evidence from experimental studies in mice.
- Author
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Zhou A, Pacini G, Ahrén B, and D'Argenio DZ
- Subjects
- Animals, Diet, High-Fat adverse effects, Female, Mice, Mice, Inbred C57BL, Glucagon metabolism, Nutritional Status
- Abstract
Aims/hypothesis: Given the importance of glucagon in the development of type 2 diabetes and as a potential therapeutic agent, the aim of this study was to characterise glucagon kinetics in mice and its regulation by the nutritional state., Methods: Anaesthetised C57BL/6 mice fed normal or high-fat diets, or fasted, were injected intravenously with glucagon (0.1, 0.3, 1.0, 10.0 or 20 μg/kg); blood samples were withdrawn before injection and 1, 3, 5, 10, 20 min thereafter for glucagon assay by RIA. Glucagon kinetics were described by two-compartment models using a population analysis., Results: The population mean and between-animal SD of glucagon clearance in the fed mice was 6.03 ± 2.58 ml/min, with a rapid elimination half-life of 2.92 ± 1.21 min. Fasted mice showed a slower glucagon clearance. The kinetics of glucagon in the fed and fasted group was linear across this large dose range. The mice fed a high-fat diet, however, showed non-linear kinetics with a faster terminal clearance of 20.4 ± 5.45 ml/min (p < 0.001) and a shorter elimination half-life of 1.59 ± 0.606 (p < 0.001) min relative to normal mice., Conclusions/interpretation: This first systematic dose-ranging study of glucagon kinetics produced several findings: (1) a linear two-compartment model describes glucagon in normal C57BL/6 mice; (2) fasting reduces the clearance of glucagon and (3) high-fat diet enhances the clearance of glucagon. These results may direct future studies on glucagon physiology and indicate that there are other mechanisms, not included in the current model, needed to fully explain glucagon's kinetics.
- Published
- 2014
- Full Text
- View/download PDF
35. Analysis of intravenous glucose tolerance test data using parametric and nonparametric modeling: application to a population at risk for diabetes.
- Author
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Marmarelis VZ, Shin DC, Zhang Y, Kautzky-Willer A, Pacini G, and D'Argenio DZ
- Subjects
- Administration, Intravenous, Case-Control Studies, Diabetes Mellitus, Type 2 blood, Diabetes, Gestational diagnosis, Female, Glucose Tolerance Test statistics & numerical data, Humans, Postpartum Period blood, Pregnancy, Risk Factors, Data Interpretation, Statistical, Diabetes Mellitus, Type 2 etiology, Diabetes, Gestational blood, Glucose administration & dosage, Models, Statistical, Prediabetic State blood
- Abstract
Background: Modeling studies of the insulin-glucose relationship have mainly utilized parametric models, most notably the minimal model (MM) of glucose disappearance. This article presents results from the comparative analysis of the parametric MM and a nonparametric Laguerre based Volterra Model (LVM) applied to the analysis of insulin modified (IM) intravenous glucose tolerance test (IVGTT) data from a clinical study of gestational diabetes mellitus (GDM)., Methods: An IM IVGTT study was performed 8 to 10 weeks postpartum in 125 women who were diagnosed with GDM during their pregnancy [population at risk of developing diabetes (PRD)] and in 39 control women with normal pregnancies (control subjects). The measured plasma glucose and insulin from the IM IVGTT in each group were analyzed via a population analysis approach to estimate the insulin sensitivity parameter of the parametric MM. In the nonparametric LVM analysis, the glucose and insulin data were used to calculate the first-order kernel, from which a diagnostic scalar index representing the integrated effect of insulin on glucose was derived., Results: Both the parametric MM and nonparametric LVM describe the glucose concentration data in each group with good fidelity, with an improved measured versus predicted r² value for the LVM of 0.99 versus 0.97 for the MM analysis in the PRD. However, application of the respective diagnostic indices of the two methods does result in a different classification of 20% of the individuals in the PRD., Conclusions: It was found that the data based nonparametric LVM revealed additional insights about the manner in which infused insulin affects blood glucose concentration., (© 2013 Diabetes Technology Society.)
- Published
- 2013
- Full Text
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36. Population-based efficacy modeling of omalizumab in patients with severe allergic asthma inadequately controlled with standard therapy.
- Author
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Zhu R, Zheng Y, Putnam WS, Visich J, Eisner MD, Matthews JG, Rosen KE, and D'Argenio DZ
- Subjects
- Adolescent, Adult, Aged, Anti-Asthmatic Agents administration & dosage, Antibodies, Anti-Idiotypic administration & dosage, Antibodies, Monoclonal, Humanized administration & dosage, Asthma diagnosis, Asthma immunology, Asthma physiopathology, Biomarkers blood, Breath Tests, Child, Computer Simulation, Double-Blind Method, Drug Administration Schedule, Female, Forced Expiratory Volume, Humans, Lung physiopathology, Male, Middle Aged, Monte Carlo Method, Nitric Oxide metabolism, Omalizumab, Prospective Studies, Spirometry, Time Factors, Treatment Outcome, Young Adult, Anti-Asthmatic Agents therapeutic use, Antibodies, Anti-Idiotypic therapeutic use, Antibodies, Monoclonal, Humanized therapeutic use, Asthma drug therapy, Immunoglobulin E blood, Lung drug effects, Models, Biological
- Abstract
Omalizumab, a recombinant humanized monoclonal antibody, is the first approved anti-immunoglobulin E (IgE) agent for the treatment of subjects with moderate to severe persistent allergic asthma that are inadequately controlled by the standard of care. The objective of this study was to quantitatively characterize relationships between serum free IgE and pulmonary function (as measured by forced expiratory volume in 1 s [FEV1]) as well as serum free IgE and airway inflammation (as measured by fractional exhaled nitric oxide [FeNO]) using population-based efficacy models. Data were collected from patients in the EXTRA trial who received omalizumab or placebo 150 to 375 mg subcutaneously every 2 or 4 weeks from week 0 to 48 with constant standard of care as background therapy. None of the covariates evaluated, including demographics, disease status, and baseline pharmacodynamic biomarkers, were significant in explaining the variability in the FEV1 or FeNO response to omalizumab. Results from the efficacy models further confirmed the current omalizumab dosing rationale based on the mean target free IgE level of 25 ng/ml and quantified the variability for the target. In addition, the resulting population models could be used to predict population FEV1 or FeNO response for omalizumab and/or other anti-IgE therapeutics for which PK-IgE models are constructed.
- Published
- 2013
- Full Text
- View/download PDF
37. Intracellular-signaling tumor-regression modeling of the pro-apoptotic receptor agonists dulanermin and conatumumab.
- Author
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Kay BP, Hsu CP, Lu JF, Sun YN, Bai S, Xin Y, and D'Argenio DZ
- Subjects
- Animals, Apoptosis drug effects, Apoptosis physiology, Cell Line, Tumor, Female, Humans, Intracellular Fluid drug effects, Mice, Mice, Nude, Random Allocation, Rats, Remission Induction methods, Signal Transduction drug effects, TNF-Related Apoptosis-Inducing Ligand metabolism, Xenograft Model Antitumor Assays methods, Antibodies, Monoclonal physiology, Apoptosis Regulatory Proteins agonists, Apoptosis Regulatory Proteins physiology, Intracellular Fluid physiology, Models, Biological, Signal Transduction physiology, TNF-Related Apoptosis-Inducing Ligand physiology
- Abstract
Dulanermin (rhApo2L/TRAIL) and conatumumab bind to transmembrane death receptors and trigger the extrinsic cellular apoptotic pathway through a caspase-signaling cascade resulting in cell death. Tumor size time series data from rodent tumor xenograft (COLO205) studies following administration of either of these two pro-apoptotic receptor agonists (PARAs) were combined to develop a intracellular-signaling tumor-regression model that includes two levels of signaling: upstream signals unique to each compound (representing initiator caspases), and a common downstream apoptosis signal (representing executioner caspases) shared by the two agents. Pharmacokinetic (PK) models for each drug were developed based on plasma concentration data following intravenous and/or intraperitoneal administration of the compounds and were used in the subsequent intracellular-signaling tumor-regression modeling. A model relating the PK of the two PARAs to their respective and common downstream signals, and to the resulting tumor burden was developed using mouse xenograft tumor size measurements from 448 experiments that included a wide range of dose sizes and dosing schedules. Incorporation of a pro-survival signal--consistent with the hypothesis that PARAs may also result in the upregulation of pro-survival factors that can lead to a reduction in effectiveness of PARAs with treatment--resulted in improved predictions of tumor volume data, especially for data from the long-term dosing experiments.
- Published
- 2012
- Full Text
- View/download PDF
38. Isoniazid pharmacokinetics, pharmacodynamics, and dosing in South African infants.
- Author
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Kiser JJ, Zhu R, DʼArgenio DZ, Cotton MF, Bobat R, McSherry GD, Madhi SA, Carey VJ, Seifart HI, Werely CJ, and Fletcher CV
- Subjects
- Area Under Curve, Child, Preschool, Double-Blind Method, Female, HIV Infections metabolism, HIV Infections microbiology, Humans, Infant, Male, Mycobacterium tuberculosis isolation & purification, South Africa, Tuberculosis microbiology, Tuberculosis prevention & control, Tuberculosis virology, Antitubercular Agents pharmacokinetics, Antitubercular Agents therapeutic use, Isoniazid pharmacokinetics, Isoniazid therapeutic use, Tuberculosis drug therapy
- Abstract
Aims: There are limited data on isoniazid (INH) pharmacokinetics in infants and young children and, therefore, uncertainty on appropriate dosing., Methods: Pharmacokinetic data were obtained from perinatally HIV-exposed South African infants aged 3-24 months receiving INH 10-20 mg·kg·d orally for Mycobacterium tuberculosis prophylaxis. INH pharmacokinetic parameters were characterized using a population pharmacokinetic approach. Dosing simulations were performed to evaluate weight-based INH doses in children based on N-acetyltransferase 2 enzyme (NAT2) genotype, age, maximum concentrations (Cmax) ≥3 mg/L, and area under the curve (AUC0-24) ≥10.52 mg·h/L., Results: In 151 infants (53% female, 48% HIV positive) receiving a mean INH dose of 14.5 mg·kg·d, mean (±SD) Cmax at 3, 6, and 23 months of age were 10.0 (3.5), 8.6 (2.6), and 9.3 (3.8) mg/L, respectively, mean (±SD) AUC0-24 were 53.6 (26.8), 42 (19.9), and 44 (30.7) mg·h/L, respectively, and mean (±SD) half-lives were 2.1 (0.7), 1.9 (0.6), and 1.8 (0.9) hours, respectively. A trimodal apparent oral clearance of INH as a function of the NAT2 genotype was apparent as early as 3 months. INH was well tolerated. At an average INH dose of 14.5 mg·kg·d, 99% of infants aged 3-24 months have an INH Cmax ≥3 mg/L, and 98% have an INH AUC0-24 ≥10.52 mg·h/L., Conclusions: INH at an average dose of 14.5 mg/kg once daily was well tolerated in infants and achieved INH Cmax values ≥3 mg/L and AUC0-24 values ≥10.52 mg·h/L.
- Published
- 2012
- Full Text
- View/download PDF
39. The pharmacogenetics of NAT2 enzyme maturation in perinatally HIV exposed infants receiving isoniazid.
- Author
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Zhu R, Kiser JJ, Seifart HI, Werely CJ, Mitchell CD, D'Argenio DZ, and Fletcher CV
- Subjects
- Administration, Oral, Age Factors, Antitubercular Agents administration & dosage, Antitubercular Agents therapeutic use, Child, Preschool, Dose-Response Relationship, Drug, Double-Blind Method, Female, Genotype, HIV Infections transmission, Humans, Infant, Infectious Disease Transmission, Vertical, Isoniazid administration & dosage, Latent Tuberculosis prevention & control, Male, Pharmacogenetics, Pregnancy, Pregnancy Complications, Infectious epidemiology, Prospective Studies, South Africa, Tuberculosis prevention & control, Antitubercular Agents pharmacokinetics, Arylamine N-Acetyltransferase genetics, Isoniazid pharmacokinetics, Isoniazid therapeutic use
- Abstract
The roles of the NAT2 genotype and enzyme maturation on isoniazid pharmacokinetics were investigated in South African infants with perinatal HIV exposure enrolled in a randomized, double-blind, controlled trial of isoniazid for prevention of tuberculosis disease and latent infection. Plasma concentration-time measurements of isoniazid from 151 infants (starting at 3-4 months of age) receiving isoniazid 10 to 20 mg/kg/d orally during the course of the 24-month study were incorporated in a population analysis along with NAT2 genotype, body weight, age, and sex. The results showed a different NAT2 enzyme maturation profile for each of the 3 acetylation groups, with the 70-kg body weight-normalized typical apparent clearance for the fast and intermediate acetylators increasing from 14.25 L/h and 10.88 L/h at 3 months of age to 22.84 L/h and 15.58 L/h at 24 months of age, respectively, with no significant change in the apparent clearance of the slow group during this period. A hypothesis is proposed to explain the genotype-dependent enzyme maturation processes for the NAT2 enzyme.
- Published
- 2012
- Full Text
- View/download PDF
40. A local effect of CYP24 inhibition on lung tumor xenograft exposure to 1,25-dihydroxyvitamin D(3) is revealed using a novel LC-MS/MS assay.
- Author
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Beumer JH, Parise RA, Kanterewicz B, Petkovich M, D'Argenio DZ, and Hershberger PA
- Subjects
- Animals, Area Under Curve, Cell Line, Tumor, Enzyme Inhibitors pharmacology, Feasibility Studies, Female, Gene Expression Regulation, Enzymologic drug effects, Humans, Lung Neoplasms drug therapy, Lung Neoplasms pathology, Mice, Mice, Nude, Reproducibility of Results, Reverse Transcriptase Polymerase Chain Reaction, Steroid Hydroxylases antagonists & inhibitors, Steroid Hydroxylases genetics, Vitamin D blood, Vitamin D pharmacokinetics, Vitamin D3 24-Hydroxylase, Vitamins blood, Vitamins metabolism, Vitamins pharmacokinetics, Xenograft Model Antitumor Assays, Chromatography, Liquid methods, Lung Neoplasms metabolism, Mass Spectrometry methods, Steroid Hydroxylases metabolism, Vitamin D analogs & derivatives
- Abstract
The vitamin D(3) catabolizing enzyme, CYP24, is frequently over-expressed in tumors, where it may support proliferation by eliminating the growth suppressive effects of 1,25-dihydroxyvitamin D(3) (1,25(OH)(2)D(3)). However, the impact of CYP24 expression in tumors or consequence of CYP24 inhibition on tumor levels of 1,25(OH)(2)D(3)in vivo has not been studied due to the lack of a suitable quantitative method. To address this need, an LC-MS/MS assay that permits absolute quantitation of 1,25(OH)(2)D(3) in plasma and tumor was developed. We applied this assay to the H292 lung tumor xenograft model: H292 cells eliminate 1,25(OH)(2)D(3) by a CYP24-dependent process in vitro, and 1,25(OH)(2)D(3) rapidly induces CYP24 expression in H292 cells in vivo. In tumor-bearing mice, plasma and tumor concentrations of 1,25(OH)(2)D(3) reached a maximum of 21.6 and 1.70ng/mL, respectively, following intraperitoneal dosing (20μg/kg 1,25(OH)(2)D(3)). When co-administered with the CYP24 selective inhibitor CTA091 (250μg/kg), 1,25(OH)(2)D(3) plasma levels increased 1.6-fold, and tumor levels increased 2.6-fold. The tumor/plasma ratio of 1,25(OH)(2)D(3) AUC was increased 1.7-fold by CTA091, suggesting that the inhibitor increased the tumor concentrations of 1,25(OH)(2)D(3) independent of its effects on plasma disposition. Compartmental modeling of 1,25(OH)(2)D(3) concentration versus time data confirmed that: 1,25(OH)(2)D(3) was eliminated from plasma and tumor; CTA091 reduced the elimination from both compartments; and that the effect of CTA091 on tumor exposure was greater than its effect on plasma. These results provide evidence that CYP24-expressing lung tumors eliminate 1,25(OH)(2)D(3) by a CYP24-dependent process in vivo and that CTA091 administration represents a feasible approach to increase tumor exposure to 1,25(OH)(2)D(3)., (Copyright © 2012 Elsevier Inc. All rights reserved.)
- Published
- 2012
- Full Text
- View/download PDF
41. Affiliation between the American Society of Pharmacometrics and the Journal of Pharmacokinetics and Pharmacodynamics.
- Author
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D'Argenio DZ, Gastonguay MR, Brundage RC, Miller R, Tannenbaum SJ, and Pfister M
- Subjects
- Biopharmaceutics, United States, Organizational Affiliation, Periodicals as Topic, Pharmacokinetics, Pharmacology, Societies, Pharmaceutical
- Published
- 2012
- Full Text
- View/download PDF
42. Pharmacokinetics of doxycycline in adults with cystic fibrosis.
- Author
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Beringer PM, Owens H, Nguyen A, Benitez D, Rao A, and D'Argenio DZ
- Subjects
- Administration, Oral, Adolescent, Adult, Area Under Curve, Biological Availability, Chromatography, Reverse-Phase, Cystic Fibrosis enzymology, Cystic Fibrosis pathology, Dose-Response Relationship, Drug, Doxycycline administration & dosage, Exocrine Glands enzymology, Exocrine Glands pathology, Female, Half-Life, Humans, Injections, Intravenous, Male, Matrix Metalloproteinase 9 metabolism, Middle Aged, Sputum chemistry, United States, Cystic Fibrosis drug therapy, Doxycycline pharmacokinetics, Exocrine Glands drug effects, Matrix Metalloproteinase Inhibitors
- Abstract
Cystic fibrosis (CF) is characterized by a chronic neutrophilic inflammatory response resulting in airway remodeling and progressive loss of lung function. Doxycycline is a tetracycline antibiotic that inhibits matrix metalloproteinase 9, a protease known to be associated with the severity of lung disease in CF. The pharmacokinetics of doxycycline was investigated during the course of a clinical trial to evaluate the short-term efficacy and safety in adults with CF. Plasma samples were obtained from 14 patients following a single intravenous dose and after 2 and 4 weeks of oral administration of doses ranging from 40 to 200 mg daily. The data were analyzed using noncompartmental and compartmental pharmacokinetics. The maximum concentration of drug in serum (C(max)) and area under the concentration-time curve from 0 h to infinity (AUC(0-∞)) values ranged from 1.0 to 3.16 mg/liter and 15.2 to 47.8 mg/liter × h, respectively, following single intravenous doses of 40 to 200 mg. C(max) and time to maximum concentration of drug in serum (T(max)) values following multiple-dose oral administration ranged from 1.15 to 3.04 mg/liter and 1.50 to 2.33 h, respectively, on day 14 and 1.48 to 3.57 mg/liter and 1.00 to 2.17 on day 28. Predose sputum/plasma concentration ratios on days 14 and 28 ranged from 0.33 to 1.1 (mean, 0.71 ± 0.33), indicating moderate pulmonary penetration. A 2-compartment model best described the combined intravenous and oral data. Absorption was slow and delayed (absorption rate constant [K(a)], 0.414 h(-1); lag time, 0.484 h) but complete (bioavailability [F], 1.16). The distribution and elimination half-lives were 0.557 and 18.1 h, respectively. Based on these data, the plasma concentrations at the highest dose, 200 mg/day, are in the range reported to produce anti-inflammatory effects in vivo and should be evaluated in clinical trials.
- Published
- 2012
- Full Text
- View/download PDF
43. Editorial: TBME Letters special issue on multiscale modeling and analysis in computational biology and medicine--part-2.
- Author
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Coatrieux JL, Frangi AF, Peng GC, D'Argenio DZ, Marmarelis VZ, and Michailova A
- Subjects
- Humans, Models, Biological, Signal Processing, Computer-Assisted, Biomedical Engineering, Computational Biology
- Published
- 2011
- Full Text
- View/download PDF
44. Editorial: Special issue on multiscale modeling and analysis in computational biology and medicine--part-1.
- Author
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Frangi AF, Coatrieux JL, Peng GC, D'Argenio DZ, Marmarelis VZ, and Michailova A
- Subjects
- Humans, Computational Biology, Medicine, Models, Biological
- Published
- 2011
- Full Text
- View/download PDF
45. Effects of increasing doses of glucagon-like peptide-1 on insulin-releasing phases during intravenous glucose administration in mice.
- Author
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Chan HM, Jain R, Ahrén B, Pacini G, and D'Argenio DZ
- Subjects
- Animals, Biomarkers blood, Dose-Response Relationship, Drug, Infusions, Intravenous, Kinetics, Magnetic Resonance Spectroscopy, Mice, Models, Biological, Blood Glucose metabolism, Glucagon-Like Peptide 1 administration & dosage, Glucose administration & dosage, Glucose Tolerance Test, Insulin blood, Insulin Resistance
- Abstract
The increase in insulin secretion caused by glucagon-like peptide-1 (GLP-1) and GLP-1 mimetics observed during an intravenous glucose test (IVGTT) has been reported in both normal and disease animal models, as well as in humans. In this study, a hierarchical population modeling approach is used, together with a previously reported model relating glucose to insulin appearance, to determine quantitative in vivo dose-response relationships between GLP-1 dose level and both first- and second-phase insulin release. Parameters of the insulin kinetic model were estimated from the complete set of glucose and insulin data collected in 219 anesthetized nonfasted NMR-imaged mice after intravenous injection of glucose (1 g/kg) alone or with GLP-1 (0.03-100 nmol/kg). The resulting dose-response curves indicate a difference in GLP-1 effect on the two release phases, as is also evident from the different ED(50) parameter values (0.107 vs. 6.65 nmol/kg for phase 1 vs. phase 2 insulin release parameters). The first phase of insulin release is gradually augmented with increasing GLP-1 dose, reaching saturation at a dose of ~1 nmol/kg, while the second-phase release changes more abruptly at GLP-1 doses between 3 and 10 nmol/kg and shows a more pronounced 100-fold increase between control and the high GLP-1 dose of 100 nmol/kg Moreover, separate disposition indices calculated for phase 1 and 2 insulin release, show a different pattern of increase with increasing GLP-1 dose.
- Published
- 2011
- Full Text
- View/download PDF
46. Plasma pharmacokinetics and oral bioavailability of the 3,4,5,6-tetrahydrouridine (THU) prodrug, triacetyl-THU (taTHU), in mice.
- Author
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Beumer JH, Eiseman JL, Gilbert JA, Holleran JL, Yellow-Duke AE, Clausen DM, D'Argenio DZ, Ames MM, Hershberger PA, Parise RA, Bai L, Covey JM, and Egorin MJ
- Subjects
- Administration, Oral, Animals, Antimetabolites, Antineoplastic blood, Antimetabolites, Antineoplastic pharmacokinetics, Antimetabolites, Antineoplastic pharmacology, Antimetabolites, Antineoplastic urine, Area Under Curve, Biocatalysis drug effects, Biological Availability, Blood metabolism, Cytidine Deaminase antagonists & inhibitors, Cytidine Deaminase genetics, Cytidine Deaminase metabolism, Deoxycytidine analogs & derivatives, Deoxycytidine metabolism, Humans, Injections, Intravenous, Male, Mice, Mice, Inbred Strains, Models, Biological, Prodrugs metabolism, Prodrugs pharmacology, Recombinant Proteins genetics, Recombinant Proteins metabolism, Specific Pathogen-Free Organisms, Tetrahydrouridine blood, Tetrahydrouridine metabolism, Tetrahydrouridine pharmacology, Tetrahydrouridine urine, Urine chemistry, Gemcitabine, Prodrugs pharmacokinetics, Tetrahydrouridine analogs & derivatives, Tetrahydrouridine pharmacokinetics
- Abstract
Purpose: Cytidine drugs, such as gemcitabine, undergo rapid catabolism and inactivation by cytidine deaminase (CD). 3,4,5,6-tetrahydrouridine (THU), a potent CD inhibitor, has been applied preclinically and clinically as a modulator of cytidine analogue metabolism. However, THU is only 20% orally bioavailable, which limits its preclinical evaluation and clinical use. Therefore, we characterized THU pharmacokinetics after the administration to mice of the more lipophilic pro-drug triacetyl-THU (taTHU)., Methods: Mice were dosed with 150 mg/kg taTHU i.v. or p.o. Plasma and urine THU concentrations were quantitated with a validated LC-MS/MS assay. Plasma and urine pharmacokinetic parameters were calculated non-compartmentally and compartmentally., Results: taTHU did not inhibit CD. THU, after 150 mg/kg taTHU i.v., had a 235-min terminal half-life and produced plasma THU concentrations >1 μg/mL, the concentration shown to inhibit CD, for 10 h. Renal excretion accounted for 40-55% of the i.v. taTHU dose, 6-12% of the p.o. taTHU dose. A two-compartment model of taTHU generating THU fitted the i.v. taTHU data best. taTHU, at 150 mg/kg p.o., produced a concentration versus time profile with a plateau of approximately 10 μg/mL from 0.5-2 h, followed by a decline with a 122-min half-life. Approximately 68% of i.v. taTHU is converted to THU. Approximately 30% of p.o. taTHU reaches the systemic circulation as THU., Conclusions: The availability of THU after p.o. taTHU is 30%, when compared to the 20% achieved with p.o. THU. These data will support the clinical studies of taTHU.
- Published
- 2011
- Full Text
- View/download PDF
47. Bridging pharmacology and pathophysiology via systems modeling.
- Author
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D'Argenio DZ and Mager DE
- Subjects
- Humans, Pharmaceutical Preparations administration & dosage, Pharmaceutical Preparations metabolism, Pharmacokinetics, Pharmacology methods, Drug Design, Models, Biological, Systems Biology
- Published
- 2010
- Full Text
- View/download PDF
48. The emerging scientific discipline of pharmacometrics.
- Author
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Pfister M and D'Argenio DZ
- Subjects
- Humans, Pharmaceutical Preparations metabolism, Pharmacokinetics, Biopharmaceutics organization & administration, Pharmaceutical Preparations administration & dosage
- Published
- 2010
- Full Text
- View/download PDF
49. ACoP: the tools, carpenters, and architects building the discipline of pharmacometrics.
- Author
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Brundage RC, Pfister M, D'Argenio DZ, Gastonguay MR, Miller R, and Tannenbaum SJ
- Subjects
- Biomedical Research methods, Computer Simulation, Humans, Models, Biological, Pharmacokinetics, Biopharmaceutics organization & administration, Congresses as Topic organization & administration, Pharmaceutical Preparations administration & dosage
- Published
- 2010
- Full Text
- View/download PDF
50. Defining the future of pharmacometrics: the American Society of Pharmacometrics.
- Author
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Pfister M, Brundage RC, Gastonguay MR, Miller R, Tannenbaum SJ, and D'Argenio DZ
- Subjects
- Drug Discovery methods, Humans, Pharmaceutical Preparations administration & dosage, United States, Drug Design, Societies organization & administration
- Published
- 2010
- Full Text
- View/download PDF
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