Author: Steve Duffull

On the whole, model building for data analysis is a well-defined process with relatively few issues relating to a model’s internal consistency. The concept of model internal consistency is defined as a property of the model that is in some way inconsistent within itself rather than an inconsistency resulting from the interaction of the model […]

This talk will introduce the concept of using virtual patients, generated by quantitative systems pharmacology models that can be used as ensembles in teaching therapeutic decision-making to pharmacy students.  The concept of model validation will be reviewed and aligned with the concept of model use.  In an education setting the purpose of generating a virtual […]

Introduction Assurance of mass balance is a critical part of pharmacometric model formulation (i.e. model creation and coding).  In many cases, for simple mamillary compartmental models this can be assessed informally.  However, in more complicated models (e.g. physiologically based models) the proof of mass balance can be more complicated.  A method to evaluate mass balance […]

Introduction Quantitative systems pharmacology (QSP) models describe the clinical pharmacological properties of a drug.  They are typically described as systems of linear mass-balance and nonlinear mass-action of drugs.  One of the purposes of QSP models is to simulate potential outcomes from virtual clinical trials. This approach is predicated on generating virtual populations of patients (a […]

Over the past 10 year quantitative systems pharmacology has become an integral part of pharmacometrics.  While the models and methods used in a QSP framework are novel to pharmacometricians they have been well established in the disciplines of systems biology and bioengineering.  Software (e.g. CellML, SBML, …) for specifying models and enabling simulations from models […]

Background: Dose banding is the allocation of patients into a pre-specified dose group based on the patient’s value of a covariate and is commonly recommended in drug labels.  The simplest form of dose banding assigns all patients to receive the same dose irrespective of their characteristics.  The corollary to “one dose fits all” is where […]

Introduction: Quantitative systems pharmacology models are used in PKPD and pharmacometrics to describe the effects of drugs as modulators of system behaviour.  In most cases the systems that are described in these models can be constructed of modular units that can be assembled en-masse to create the overall system.  An example of a modular component […]

Background Glycated haemoglobin, HbA1c, is used commonly as a marker for glycaemic control. In patients with chronic kidney disease (CKD) red blood cells (RBCs) are removed faster from the circulation, giving less time for glycation of haemoglobin to occur [1]. Thus, HbA1c concentrations are falsely lowered in these patients. Glycated albumin (GA) has been suggested […]

Background: The optimal design of population pharmacokinetics allows parameter estimation with minimum variance and reduced cost by identifying (1) the minimum number of blood samples required from each subject, (2) the optimal blood sampling times and (3) the minimum number of subjects required. Aim: To evaluate the results of an optimal design experiment that was […]