Artificial intelligence and machine learning approaches to facilitate therapeutic drug management and model-informed precision dosing

EA Poweleit, AA Vinks, T Mizuno - Therapeutic drug monitoring, 2023 - journals.lww.com
Background: Therapeutic drug monitoring (TDM) and model-informed precision dosing
(MIPD) have greatly benefitted from computational and mathematical advances over the …

Implementation of quantitative and systems pharmacology in large pharma

SAG Visser, DP De Alwis, T Kerbusch… - CPT …, 2014 - Wiley Online Library
Quantitative and systems pharmacology concepts and tools are the foundation of the model‐
informed drug development paradigm at Merck for integrating knowledge, enabling …

Model‐based drug development: a rational approach to efficiently accelerate drug development

PA Milligan, MJ Brown, B Marchant… - Clinical …, 2013 - Wiley Online Library
The pharmaceutical industry continues to face significant challenges. Very few compounds
that enter development reach the marketplace, and the investment required for each …

The utility of modeling and simulation in drug development and regulatory review

SM Huang, DR Abernethy, Y Wang, P Zhao… - Journal of …, 2013 - Elsevier
US Food and Drug Administration (FDA) has identified innovation in clinical evaluations as a
major scientific priority area. This paper provides case studies and updates to describe the …

Model-informed precision dosing: background, requirements, validation, implementation, and forward trajectory of individualizing drug therapy

AS Darwich, TM Polasek, JK Aronson… - Annual review of …, 2021 - annualreviews.org
Model-informed precision dosing (MIPD) has become synonymous with modern approaches
for individualizing drug therapy, in which the characteristics of each patient are considered …

Pharmacokinetic/pharmacodynamic modeling in drug development

LB Sheiner, JL Steimer - Annual review of pharmacology and …, 2000 - annualreviews.org
We propose a framework for considering the role of pharmacokinetic/pharmacodynamic
modeling in drug development and an appraisal of its current and potential impact on that …

Pharmacokinetics/pharmacodynamics and the stages of drug development: role of modeling and simulation

JY Chien, S Friedrich, MA Heathman, DP de Alwis… - The AAPS journal, 2005 - Springer
Pharmacokinetic (PK) and pharmacodynamic (PD) modeling and simulation (M&S) are well-
recognized powerful tools that enable effective implementation of the learn-and-confirm …

Why has model‐informed precision dosing not yet become common clinical reality? Lessons from the past and a roadmap for the future

AS Darwich, K Ogungbenro, AA Vinks… - Clinical …, 2017 - Wiley Online Library
Patient groups prone to polypharmacy and special subpopulations are susceptible to
suboptimal treatment. Refined dosing in special populations is imperative to improve …

Utilisation of pharmacokinetic-pharmacodynamic modelling and simulation in regulatory decision-making

JVS Gobburu, PJ Marroum - Clinical pharmacokinetics, 2001 - Springer
Modelling and simulation (M&S) play an important role in regulatory decision-making that
affects both the public and industry. Technological advances in various fields related to drug …

Model‐informed precision dosing at the bedside: scientific challenges and opportunities

RJ Keizer, R Ter Heine, A Frymoyer… - CPT …, 2018 - Wiley Online Library
The development of model‐informed precision dosing (MIPD) tools, especially in the form of
native or web‐based applications to be used at the bedside, has garnered marked attention …