Volume 49, Issue 1

Search all Journal of Pharmacokinetics and Pharmacodynamics articles

February 2022

Special Issue: Integration of Machine Learning in Quantitative Systems Pharmacology

Issue Editors:

Carolyn Cho,
Tongli Zhang,
Peter Bonate

10 articles in this issue

Editor’s note on the themed issue: integration of machine learning and quantitative systems pharmacology
Peter L. Bonate
Editorial 18 January 2022 Pages: 1 - 3
Two heads are better than one: current landscape of integrating QSP and machine learning
Tongli Zhang
Ioannis P. Androulakis
on behalf of the Working Group
Review Paper Open access 01 February 2022 Pages: 5 - 18
Recent applications of quantitative systems pharmacology and machine learning models across diseases
Sara Sadat Aghamiri
Rada Amin
Tomáš Helikar
Review Paper 20 October 2021 Pages: 19 - 37
Review of applications and challenges of quantitative systems pharmacology modeling and machine learning for heart failure
Limei Cheng
Yuchi Qiu
Guo-Wei Wei
Review Paper Open access 12 October 2021 Pages: 39 - 50
Generative adversarial networks for construction of virtual populations of mechanistic models: simulations to study Omecamtiv Mecarbil action
Jaimit Parikh
Timothy Rumbell
Viatcheslav Gurev
Original Paper Open access 29 October 2021 Pages: 51 - 64
Machine learning-guided, big data-enabled, biomarker-based systems pharmacology: modeling the stochasticity of natural history and disease progression
Mason McComb
Rachael Hageman Blair
Murali Ramanathan
Original Paper 05 October 2021 Pages: 65 - 79
From complex data to biological insight: ‘DEKER’ feature selection and network inference
Sean M. S. Hayes
Jeffrey R. Sachs
Carolyn R. Cho
Original Paper Open access 17 November 2021 Pages: 81 - 99
From data to QSP models: a pipeline for using Boolean networks for hypothesis inference and dynamic model building
M. Putnins
O. Campagne
I. P. Androulakis
Original Paper 06 January 2022 Pages: 101 - 115
Understanding virtual patients efficiently and rigorously by combining machine learning with dynamical modelling
Tongli Zhang
John J. Tyson
Original Paper Open access 05 January 2022 Pages: 117 - 131
Thanks to our reviewers 2021!

Acknowledgments 22 January 2022 Pages: 133 - 134

Volume 49, Issue 1

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