Poster: Methodology - New Modelling Approaches

NMsim: Seamless NONMEM Simulation Platform in R

Thursday 16 October, 2025

INTRODUCTION/OBJECTIVES While NONMEM offers great flexibility for estimation of PK and PK/PD models, many users find the simulation features in…

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Announcement of Machine Learning Benchmarking

Thursday 16 October, 2025

Objectives: 1.Provide an objective structure to assess the performance of machine learning (ML) model selection methods, in a way relevant…

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Model reductions of a physiologically-based pharmacokinetic model for intestinal and hepatic first pass metabolism: towards derivation of a generalized bioavailability model using midazolam as case example

Thursday 16 October, 2025

Introduction: Physiologically-based pharmacokinetic (PBPK) models are powerful tools for predicting drug absorption, distribution, metabolism, and excretion [1]. A key aspect…

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Integrating an Agent-Based Immune Model with PBPK/PKPD to Simulate Antitubercular Treatment in Humans

Thursday 16 October, 2025

Introduction: The primary objective of this investigation was to integrate a well-established agent-based model (ABM) of the immune response (C-ImmSim,…

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From standard to high-dimensional covariate model building: assessing covariate clinical relevance determination using covariate selection approaches (SCM, SCM+) and full modeling methods (FFEM, FREM) in population PK analyses

Thursday 16 October, 2025

Objectives Covariate analysis is key in population PK modeling to identify and quantify variability between individuals and guide dose adjustments,…

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Implementation and comparison of six algorithms for automated model building in Monolix: two simulation studies and ten applications

Thursday 16 October, 2025

Introduction: Automated model building is not a new subject, and indeed Bies et al. already proposed a Genetic Algorithm (GA)…

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Meta-based External Validation Through Model Integration Incorporated Prior Information: Application of Tenofovir Alafenamide and Tenofovir

Thursday 16 October, 2025

Objectives: Model external validation has been restricted by the limitation of limited datasets, so it has emerged as an alternative…

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Data-Driven Approach to Covariate Selection in PopPK: Integrating Variational Autoencoders (VAE) and LASSO Regression

Thursday 16 October, 2025

Introduction / Objectives: Population pharmacokinetic (PopPK) modeling plays a pivotal role in understanding drug behaviour and variability across diverse patient…

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A modified Bayesian information criterion (mBIC) with multiple testing correction for population pharmacokinetic model building

Thursday 16 October, 2025

Multiple testing (or multiplicity) is a well-recognized problem in statistics, which occurs when multiple hypothesis tests are performed simultaneously on…

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Prediction of Drug-Induced Hematotoxicity by an Integrated Clinical-Experimental-Computational Human Hematopoiesis Systems Toxicology Model

Thursday 16 October, 2025

Introduction: New Biological Entities (NBE), such as antibody-based biologics, have revolutionized the treatment of many neoplastic and inflammatory diseases over…

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