Oral: Methodology - New Modelling Approaches

New tests for trials evaluating disease-modifying treatment in very few patients using longitudinal data in Autosomal Recessive Cerebellar Ataxias

Thursday 7 May, 2026

Objectives: Autosomal Recessive Cerebellar Ataxias (ARCAs) are ultra-rare, progressive neurodegenerative disorders that primarily affect the cerebellum but also cause multi-systemic…

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Large-language-model-guided discovery of population pharmacokinetic structural models:Evaluation across synthetic and real data

Thursday 7 May, 2026

Introduction/Objectives: Structural model discovery in pharmacometrics is a highly iterative, manual, and time-intensive endeavor. Pharmacometricians must continuously propose structural hypotheses,…

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Gaussian Process Flows: Accurately characterising drug exposure and effects through Bayesian Inference over mechanistic models.

Thursday 7 May, 2026

Background Recently, NeuralODE-based approaches have emerged as promising tools to learn dynamical systems governing drug exposure and effects directly from…

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Automating Population Pharmacokinetic Model Development using Machine Learning

Thursday 16 October, 2025

Population pharmacokinetic (popPK) models are used in decision-making throughout drug development to inform dose selection, clinical study design, and labelling…

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Meta-analysis of parameter estimates of non-linear mixed effect models using Approximate Bayesian Computation: application to population pharmacokinetics

Thursday 16 October, 2025

Introduction: Non-Linear Mixed Effect Models (NLMEM) are a gold standard tool to analyze pharmacokinetic (PK) data. Generally, numerous population PK…

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Bayesian framework for multi-source data integration – application to Human extrapolation from preclinical studies

Thursday 16 October, 2025

Introduction: In preclinical research, including in vitro studies (conducted within subcellular fractions, cell cultures, micro-organisms, organoid models, etc.), in vivo…

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The estimates for the absorption rate constant in pharmacokinetics and pharmacometrics are wrong: A new era based on the finite absorption time concept rises

Thursday 16 October, 2025

Introduction: Common practice in pharmacokinetic analyses and data evaluation as well as in simulations is based on the assumption that…

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A methodology to de-shrink Empirical Bayes Estimates

Thursday 16 October, 2025

Objectives:  Therapeutic drug monitoring (TDM) is used for some drugs to evaluate drugs exposures and optimize the therapeutic management of…

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Benefits of integrating machine learning with clinical pharmacology principles for predictive pharmacokinetic modeling

Thursday 16 October, 2025

Introduction:  Machine learning (ML) applications in clinical pharmacology have been rapidly increasing over the last several years (1). While most…

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A Semi Parametric Method for the Estimation of End of Treatment Effect

Thursday 16 October, 2025

Objectives: End of treatment effect is a commonly used endpoint in Randomized Clinical Trials (RCTs). Several methods are used for…

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