A quantitative systems pharmacological approach identified activation of JNK signaling pathway as a promising treatment strategy for refractory HER2 positive breast cancer.

Abstract:

:HER2-positive breast cancer (BC) is a rapidly growing and aggressive BC subtype that predominantly affects younger women. Despite improvements in patient outcomes with anti-HER2 therapy, primary and/or acquired resistance remain a major clinical challenge. Here, we sought to use a quantitative systems pharmacological (QSP) approach to evaluate the efficacy of lapatinib (LAP), abemaciclib (ABE) and 5-fluorouracil (5-FU) mono- and combination therapies in JIMT-1 cells, a HER2+ BC cell line exhibiting intrinsic resistance to trastuzumab. Concentration-response relationships and temporal profiles of cellular viability were assessed upon exposure to single agents and their combinations. To quantify the nature and intensity of drug-drug interactions, pharmacodynamic cellular response models were generated, to characterize single agent and combination time course data. Temporal changes in cell-cycle phase distributions, intracellular protein signaling, and JIMT-1 cellular viability were quantified, and a systems-based protein signaling network model was developed, integrating  protein dynamics to drive the observed changes in cell viability. Global sensitivity analyses for each treatment arm were performed, to identify the most influential parameters governing cellular responses. Our QSP model was able to adequately characterize protein dynamic and cellular viability trends following single and combination drug exposure. Moreover, the model and subsequent sensitivity analyses suggest that the  activation of the stress pathway, through pJNK, has the greatest impact over the observed declines of JIMT-1 cell viability in vitro. These findings suggest that dual HER2 and CDK 4/6 inhibition may be a promising novel treatment strategy for refractory HER2+ BC, however, proof-of-concept in vivo studies are needed to further evaluate the combined use of these therapies.

authors

Franco YL,Ramakrishnan V,Vaidya TR,Mody H,Perez L,Ait-Oudhia S

doi

10.1007/s10928-020-09732-x

subject

Has Abstract

pub_date

2021-01-03 00:00:00

eissn

1567-567X

issn

1573-8744

pii

10.1007/s10928-020-09732-x

pub_type

杂志文章
  • Mixture models and subpopulation classification: a pharmacokinetic simulation study and application to metoprolol CYP2D6 phenotype.

    abstract::Mixture models are applied in population pharmacometrics to characterize underlying population distributions that are not adequately approximated by a single normal or lognormal distribution. In addition to obtaining individualized maximum a posteriori Bayesian post hoc parameter estimates, the subpopulation to which ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 临床试验,杂志文章

    doi:10.1007/s10928-006-9038-9

    authors: Kaila N,Straka RJ,Brundage RC

    更新日期:2007-04-01 00:00:00

  • Longitudinal aggregate data model-based meta-analysis with NONMEM: approaches to handling within treatment arm correlation.

    abstract::Literature data are often reported as multiple (longitudinal) mean outcomes observed in several groups of patients within a study. Observations within a study are correlated because the patients come from a common population, and the mean observations over time within a treatment arm are correlated because they are ba...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-010-9152-6

    authors: Ahn JE,French JL

    更新日期:2010-04-01 00:00:00

  • Estimation of parameters for the elimination of an orally administered test substance with unknown absorption.

    abstract::Assessment of the elimination of an oral test dose based on plasma concentration values requires correction for the effect of gastric release and absorption. Irregular uptake processes should be described 'model independently', which requires estimation of a large number of absorption parameters. To limit the associat...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-013-9299-z

    authors: Vogt JA,Denzer C

    更新日期:2013-04-01 00:00:00

  • A non-linear mixed effect dynamic model incorporating prior exposure and adherence to treatment to describe long-term therapy outcome in HIV-patients.

    abstract::Long term therapy with antiretroviral agents in HIV-infected patients often result in failure to suppress the virus load. Imperfect adherence to prescribed antiviral drugs is an important factor explaining the resurgence of virus. A better understanding of the factors responsible for the virological failure is importa...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-006-9022-4

    authors: Labbé L,Verotta D

    更新日期:2006-08-01 00:00:00

  • Impact of aminophylline on the pharmacodynamics of propofol in beagle dogs.

    abstract::This study aimed to characterize pharmacodynamic interaction between propofol and aminophylline. Nine beagle dogs were randomly allocated at the propofol rates of 0.75 (group A), 1.00 (group B), and 1.25 (group C) mg/kg/min. During period 1, propofol only was infused, while during period 2, aminophylline only, at the ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-014-9377-x

    authors: Lee SH,Kang HJ,Jin SJ,Park DY,Choi YJ,Choi BM,Lee EK,Noh GJ

    更新日期:2014-12-01 00:00:00

  • Evaluation of mixture modeling with count data using NONMEM.

    abstract::Mixture modeling within the context of pharmacokinetic (PK)/pharmacodynamic (PD) mixed effects modeling is a useful tool to explore a population for the presence of two or more subpopulations, not explained by evaluated covariates. At present, statistical tests for the existence of mixed populations have not been deve...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1023/a:1025564409649

    authors: Frame B,Miller R,Lalonde RL

    更新日期:2003-06-01 00:00:00

  • Modeling T cell responses to antigenic challenge.

    abstract::T cell responses are a crucial part of the adaptive immune system in the fight against infections. This article discusses the use of mathematical models for understanding the dynamics of cytotoxic T lymphocyte (CTL) responses against viral infections. Complementing experimental research, mathematical models have been ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,评审

    doi:10.1007/s10928-014-9387-8

    authors: Wodarz D

    更新日期:2014-10-01 00:00:00

  • Efficient screening of covariates in population models using Wald's approximation to the likelihood ratio test.

    abstract::We propose an efficient algorithm for screening covariates in population model building using Wald's approximation to the likelihood ratio test (LRT) statistic in conjunction with Schwarz's Bayesian criterion. The algorithm can be applied to a full model fit of k covariate parameters to calculate the approximate LRT f...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 临床试验,杂志文章,随机对照试验

    doi:10.1023/a:1011579109640

    authors: Kowalski KG,Hutmacher MM

    更新日期:2001-06-01 00:00:00

  • Covariate-based dose individualization of the cytotoxic drug indisulam to reduce the risk of severe myelosuppression.

    abstract:AIM:Chemotherapy with indisulam causes myelosuppression. This study aimed to evaluate the influence of patient-related covariates on pharmacokinetics and pharmacodynamics, to identify patients at risk for severe myelosuppression and to develop a dosing algorithm for treatment optimization. METHODS:Pharmacokinetic and ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-009-9111-2

    authors: Zandvliet AS,Schellens JH,Copalu W,Beijnen JH,Huitema AD

    更新日期:2009-02-01 00:00:00

  • A comprehensive evaluation of exposure-response relationships in clinical trials: application to support guselkumab dose selection for patients with psoriasis.

    abstract::Guselkumab, a human IgG1 monoclonal antibody that blocks interleukin-23, has been evaluated in one Phase 2 and two Phase 3 trials in patients with moderate-to-severe psoriasis, in which disease severity was assessed using Psoriasis Area and Severity Index (PASI) and Investigator's Global Assessment (IGA) scores. Throu...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-018-9581-1

    authors: Hu C,Yao Z,Chen Y,Randazzo B,Zhang L,Xu Z,Sharma A,Zhou H

    更新日期:2018-08-01 00:00:00

  • Review on modeling anti-antibody responses to monoclonal antibodies.

    abstract::Monoclonal antibodies (mAbs) represent a therapeutic strategy that has been increasingly used in different diseases. mAbs are highly specific for their targets leading to induce specific effector functions. Despite their therapeutic benefits, the presence of immunogenic reactions is of growing concern. The immunogenic...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,评审

    doi:10.1007/s10928-014-9367-z

    authors: Gómez-Mantilla JD,Trocóniz IF,Parra-Guillén Z,Garrido MJ

    更新日期:2014-10-01 00:00:00

  • Modeling cancer-immune responses to therapy.

    abstract::Cancer therapies that harness the actions of the immune response, such as targeted monoclonal antibody treatments and therapeutic vaccines, are relatively new and promising in the landscape of cancer treatment options. Mathematical modeling and simulation of immune-modifying therapies can help to offset the costs of d...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-014-9386-9

    authors: dePillis LG,Eladdadi A,Radunskaya AE

    更新日期:2014-10-01 00:00:00

  • Estimating parameters of nonlinear dynamic systems in pharmacology using chaos synchronization and grid search.

    abstract::Bridging fundamental approaches to model optimization for pharmacometricians, systems pharmacologists and statisticians is a critical issue. These fields rely primarily on Maximum Likelihood and Extended Least Squares metrics with iterative estimation of parameters. Our research combines adaptive chaos synchronization...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-019-09629-4

    authors: Pillai N,Schwartz SL,Ho T,Dokoumetzidis A,Bies R,Freedman I

    更新日期:2019-04-01 00:00:00

  • Incorporation of stochastic variability in mechanistic population pharmacokinetic models: handling the physiological constraints using normal transformations.

    abstract::The utilisation of physiologically-based pharmacokinetic models for the analysis of population data is an approach with progressively increasing impact. However, as we move from empirical to complex mechanistic model structures, incorporation of stochastic variability in model parameters can be challenging due to the ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-015-9418-0

    authors: Tsamandouras N,Wendling T,Rostami-Hodjegan A,Galetin A,Aarons L

    更新日期:2015-08-01 00:00:00

  • Bayesian approach to investigate a two-state mixed model of COPD exacerbations.

    abstract::Chronic obstructive pulmonary disease (COPD) is a chronic obstructive disease of the airways. An exacerbation of COPD is defined as shortness of breath, cough, and sputum production. New therapies for COPD exacerbations are examined in clinical trials frequently based on the number of exacerbations that implies long-t...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-019-09643-6

    authors: Largajolli A,Beerahee M,Yang S

    更新日期:2019-08-01 00:00:00

  • Fractional kinetics in drug absorption and disposition processes.

    abstract::We explore the use of fractional order differential equations for the analysis of datasets of various drug processes that present anomalous kinetics, i.e. kinetics that are non-exponential and are typically described by power-laws. A fractional differential equation corresponds to a differential equation with a deriva...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-009-9116-x

    authors: Dokoumetzidis A,Macheras P

    更新日期:2009-04-01 00:00:00

  • Pharmacodynamic analysis of changes in reticulocyte subtype distribution in phlebotomy-induced stress erythropoiesis.

    abstract::Changes in the reticulocyte subtype distribution (high, medium and low reticulocytes count (HR, MR, LR)) measured by flow cytometry following phlebotomy-induced stress erythropoiesis (abruptly dropping hemoglobin to 3-4 g/dl over 4-5 hr) and the pharmacodynamic (PD) relationship to the stimulated erythropoietin (EPO) ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-005-0009-3

    authors: Al-Huniti NH,Widness JA,Schmidt RL,Veng-Pedersen P

    更新日期:2005-08-01 00:00:00

  • Performance in population models for count data, part I: maximum likelihood approximations.

    abstract::There has been little evaluation of maximum likelihood approximation methods for non-linear mixed effects modelling of count data. The aim of this study was to explore the estimation accuracy of population parameters from six count models, using two different methods and programs. Simulations of 100 data sets were per...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-009-9126-8

    authors: Plan EL,Maloney A,Trocóniz IF,Karlsson MO

    更新日期:2009-08-01 00:00:00

  • A semi-mechanistic model of bone mineral density and bone turnover based on a circular model of bone remodeling.

    abstract::Development of novel therapies for bone diseases can benefit from mathematical models that predict drug effect on bone remodeling biomarkers. Therefore, a bone cycle model (BCM) was developed that takes into consideration the concept of the basic multicellular unit and the dynamic equilibrium of bone remodeling. The m...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-015-9423-3

    authors: van Schaick E,Zheng J,Perez Ruixo JJ,Gieschke R,Jacqmin P

    更新日期:2015-08-01 00:00:00

  • Optimization of clinical dosing schedule to manage neutropenia: learnings from semi-mechanistic modeling simulation approach.

    abstract::Neutropenia is a common side-effect of oncology drugs. We aimed to study the impact of exposure and dosing schedule on neutropenia to guide selection of dosing schedules that minimize neutropenia potential while maintaining the desired minimum concentration (Cmin) required for target engagement. Dose, frequency and PK...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-019-09667-y

    authors: Guo Y,Haddish-Berhane N,Xie H,Ouellet D

    更新日期:2020-02-01 00:00:00

  • Physiologically-based modeling and interspecies prediction of paclitaxel pharmacokinetics.

    abstract::The objective was to develop a physiologically-based pharmacokinetic (PBPK) model to characterize the whole-body disposition of paclitaxel (formulated in Cremophor EL and ethanol-Taxol®) in mice and to evaluate the utility of this model for predicting pharmacokinetics in other species. Published studies that reported ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-018-9586-9

    authors: Zang X,Kagan L

    更新日期:2018-08-01 00:00:00

  • Predicting the F(ab)-mediated effect of monoclonal antibodies in vivo by combining cell-level kinetic and pharmacokinetic modelling.

    abstract::Cell-level kinetic models for therapeutically relevant processes increasingly benefit the early stages of drug development. Later stages of the drug development processes, however, rely on pharmacokinetic compartment models while cell-level dynamics are typically neglected. We here present a systematic approach to int...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-012-9243-7

    authors: Krippendorff BF,Oyarzún DA,Huisinga W

    更新日期:2012-04-01 00:00:00

  • Clearance (née Rowland) concepts: a downdate and an update.

    abstract::A number of experimental observations in the late 1960s, early 1970s could not be explained by the pharmacokinetic theory available at that time. For example rats receiving phenobarbital as an enzyme inducing agent exhibited increased elimination of phenylbutazone in vitro in liver microsomes and in vivo in whole anim...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,评审

    doi:10.1007/s10928-010-9187-8

    authors: Benet LZ

    更新日期:2010-12-01 00:00:00

  • A reduction in between subject variability is not mandatory for selecting a new covariate.

    abstract::Population pharmacokinetic-pharmacodynamic analysis involves nonlinear hierarchical modelling where the mean response in a population and the variability in response from different sources are studied. It generally consists of two model hierarchies: a model for residual error and a model for heterogeneity termed betwe...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-012-9256-2

    authors: Lagishetty CV,Vajjah P,Duffull SB

    更新日期:2012-08-01 00:00:00

  • Physiologically based synthetic models of hepatic disposition.

    abstract::Current physiologically based pharmacokinetic (PBPK) models are inductive. We present an additional, different approach that is based on the synthetic rather than the inductive approach to modeling and simulation. It relies on object-oriented programming. A model of the referent system in its experimental context is s...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-006-9031-3

    authors: Hunt CA,Ropella GE,Yan L,Hung DY,Roberts MS

    更新日期:2006-12-01 00:00:00

  • Gaining insights into the consequences of target-mediated drug disposition of monoclonal antibodies using quasi-steady-state approximations.

    abstract::Target-mediated drug disposition (TMDD) is frequently reported for therapeutic monoclonal antibodies and is linked to the high affinity and high specificity of antibody molecules for their target. Understanding TMDD of a monoclonal antibody should go beyond the empirical description of its non-linear PK since valuable...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,评审

    doi:10.1007/s10928-009-9129-5

    authors: Grimm HP

    更新日期:2009-10-01 00:00:00

  • Bioequivalence for highly variable drugs: regulatory agreements, disagreements, and harmonization.

    abstract::Regulatory authorities introduced procedures in the last decade for evaluating the bioequivalence (BE) for highly variable drugs. These approaches are similar in principle but differ in details. For example, the Food and Drug Administration (FDA) and the European Medicines Agency (EMA) recommend differing regulatory c...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,评审

    doi:10.1007/s10928-019-09623-w

    authors: Endrenyi L,Tothfalusi L

    更新日期:2019-04-01 00:00:00

  • Mathematical description of drug-target interactions: application to biologics that bind to targets with two binding sites.

    abstract::The emerging discipline of mathematical pharmacology occupies the space between advanced pharmacometrics and systems biology. A characteristic feature of the approach is application of advance mathematical methods to study the behavior of biological systems as described by mathematical (most often differential) equati...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-017-9546-9

    authors: Gibiansky L,Gibiansky E

    更新日期:2018-02-01 00:00:00

  • Modelling overdispersion and Markovian features in count data.

    abstract::The number of counts (events) per unit of time is a discrete response variable that is generally analyzed with the Poisson distribution (PS) model. The PS model makes two assumptions: the mean number of counts (lambda) is assumed equal to the variance, and counts occurring in non-overlapping intervals are assumed inde...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,多中心研究,随机对照试验

    doi:10.1007/s10928-009-9131-y

    authors: Trocóniz IF,Plan EL,Miller R,Karlsson MO

    更新日期:2009-10-01 00:00:00

  • Potential errors in the volume of distribution estimation of therapeutic proteins composed of differently cleared components.

    abstract::The volume of distribution at steady state (Vss) of therapeutic proteins is usually assessed by non-compartmental or compartmental pharmacokinetic (PK) analysis wherein errors may arise due to the elimination of therapeutic proteins from peripheral tissues that are not in rapid equilibrium with the sampling compartmen...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-011-9209-1

    authors: Richter WF,Grimm HP,Theil FP

    更新日期:2011-10-01 00:00:00