Efficient generation and selection of virtual populations in quantitative systems pharmacology models

RJ Allen, TR Rieger, CJ Musante - CPT: pharmacometrics & …, 2016 - Wiley Online Library
… how to select a virtual population that matches the observed … model predictions by mitigating
the risk that spurious virtual … “plausible population” we can then select the virtual population

Improving the generation and selection of virtual populations in quantitative systems pharmacology models

TR Rieger, RJ Allen, L Bystricky, Y Chen… - Progress in biophysics …, 2018 - Elsevier
predict the effects of therapies on that disease. For most drug development applications,
it is important to predict … develop alternative virtual patients (VPs) and virtual populations (Vpops)…

Virtual populations for quantitative systems pharmacology models

Y Cheng, R Straube, AE Alnaif, L Huang, TA Leil… - Systems Medicine, 2022 - Springer
… provide background for how Virtual Populations (VPops) form a … well-informed predictions
on the patient population in new, … When developing predictions with the virtual population, they …

Complete populations of virtual patients for in silico clinical trials

S Sinisi, V Alimguzhin, T Mancini, E Tronci… - …, 2020 - academic.oup.com
… One of the main enablers to perform an ISCT is the availability of a finite population of
virtual patients, ie computational models able to predict (via simulation) relevant clinical …

Alternate virtual populations elucidate the type I interferon signature predictive of the response to rituximab in rheumatoid arthritis

BJ Schmidt, FP Casey, T Paterson, JR Chan - BMC bioinformatics, 2013 - Springer
… A comparison between virtual populations with a strong or weak American College of … panel
predictive for virtual population therapeutic responses suggested population dependencies …

A critical review on approaches to generate and validate virtual population for physiologically based pharmacokinetic models: Methodologies, case studies and way …

M Chougule, S Kollipara, S Mondal… - European Journal of …, 2024 - Springer
… , predict exposure levels in healthy and special populations, and assess potential drug-drug
interactions [6]. This information is vital for optimizing dosing regimens and understanding …

[HTML][HTML] PopGen: a virtual human population generator

K McNally, R Cotton, A Hogg, G Loizou - Toxicology, 2014 - Elsevier
… model were modified for each member of the virtual population. The resulting inter-individual …
of simulation 2 with variance predicted from a bounding ‘high variation’ virtual population. …

Predicting virtual world user population fluctuations with deep learning

YB Kim, N Park, Q Zhang, JG Kim, SJ Kang, CH Kim - Plos one, 2016 - journals.plos.org
populations have not been well documented. Therefore, we attempt to predict changes in
virtual world user populations … We use the proposed system to analyze the user population of …

… of a quantitative relationship between hepatic CYP3A5* 1/* 3 and CYP3A4 expression for use in the prediction of metabolic clearance in virtual populations

ZE Barter, HF Perrett, KR Yeo, D Allorge… - … & drug disposition, 2010 - Wiley Online Library
… The use of virtual populations in the prediction of … The creation of virtual populations allows
the estimation of … Identifying extreme values of population clearance and evaluating the risk of …

Simulation and prediction of in vivo drug metabolism in human populations from in vitro data

A Rostami-Hodjegan, GT Tucker - Nature reviews Drug discovery, 2007 - nature.com
… This review considers methodology to assess outcomes in populations of virtual patients,
thereby adding the capacity to identify the characteristics of individuals at particular risk of …