Poster: Methodology - Estimation Methods

ADPO: Automatic-differentiation-assisted parametric optimization algorithm

Thursday 16 October, 2025

Introduction: Automatic differentiation (AD) is a widely used method for calculating gradients in neural networks (NN) [1]. The traditional method…

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Understanding the numerical issues in and instability of fits based on the laplace approximation

Thursday 16 October, 2025

Introduction The application of the Laplace Approximation to the Marginal Log-Likelihood function has enabled researchers to analyse many statistically realistic…

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A Bayesian Workflow for Minimal PBPK Modeling: A Case Study with Dapagliflozin

Thursday 16 October, 2025

Objectives: Dapagliflozin is a sodium-glucose cotrasporter-2 inhibitor originally developed for the treatment of type 2 diabetes mellitus and subsequently approved…

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Efficient and Informed Model Development for NLME Models with Poor Parameter Identifiability

Thursday 16 October, 2025

Background Poor-identifiability of parameters pose a major challenge in population modeling, slowing down model development and potentially leading to unreliable…

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Cohort population estimates of covariance matrix for sparse pharmacokinetic data

Thursday 16 October, 2025

Introduction: Cohort population approximates multivariate normal distribution with a discrete number of point distributions (cohorts) so that their first and…

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Modeling Huntington’s disease progression using a bounded integer approach

Thursday 16 October, 2025

Introduction/Objectives: Huntington’s disease (HD) is a rare, fatal, and progressive neurodegenerative disorder that has been challenging to develop disease modifying…

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Causal mediation analysis in a pharmacometrics context

Thursday 16 October, 2025

Objectives Mediation analyses can provide strong support for biomarker development by demonstrating that a biomarker mediates a (large) part of…

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OpenPMX software for FOCE-I estimation

Thursday 16 October, 2025

Introduction: The estimation of mixed effect models from data is a backbone of pharmacometrics in industry and academia. Calculating a…

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Efficiency comparison of different exact gradient solutions in First Order conditional methods mixed effect Non Linear Regression

Thursday 16 October, 2025

Objectives: Compare two alternative approaches to parameter estimation in the first order conditional with interaction (FOCE-I) method mixed effect non-linear…

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Leveraging Two-Stage d Global Sensitivity Analysis method to inform parameter estimation in PBPK models

Thursday 16 October, 2025

Introduction: Therapeutic drug monitoring represents one of the main applications of pharmacometrics in the clinical setting. Parameter estimations are routinely…

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