Systems pharmacology to predict drug toxicity: integration across levels of biological organization

JPF Bai, DR Abernethy - Annual review of pharmacology and …, 2013 - annualreviews.org
To achieve sensitive and specific mechanism-based prediction of drug toxicity, the tools of
systems pharmacology will be integrated using structured ontological approaches, analytics …

Systems pharmacology: network analysis to identify multiscale mechanisms of drug action

S Zhao, R Iyengar - Annual review of pharmacology and …, 2012 - annualreviews.org
Systems approaches have long been used in pharmacology to understand drug action at
the organ and organismal levels. The application of computational and experimental …

Harnessing big data for systems pharmacology

L Xie, EJ Draizen, PE Bourne - Annual review of pharmacology …, 2017 - annualreviews.org
Systems pharmacology aims to holistically understand mechanisms of drug actions to
support drug discovery and clinical practice. Systems pharmacology modeling (SPM) is data …

Providing data science support for systems pharmacology and its implications to drug discovery

T Hart, L Xie - Expert opinion on drug discovery, 2016 - Taylor & Francis
Introduction: The conventional one-drug-one-target-one-disease drug discovery process
has been less successful in tracking multi-genic, multi-faceted complex diseases. Systems …

Role of systems pharmacology in understanding drug adverse events

SI Berger, R Iyengar - Wiley interdisciplinary reviews: systems …, 2011 - Wiley Online Library
Abstract Systems pharmacology involves the application of systems biology approaches,
combining large‐scale experimental studies with computational analyses, to the study of …

Parsing interindividual drug variability: an emerging role for systems pharmacology

RM Turner, BK Park… - … Reviews: Systems Biology …, 2015 - Wiley Online Library
There is notable interindividual heterogeneity in drug response, affecting both drug efficacy
and toxicity, resulting in patient harm and the inefficient utilization of limited healthcare …

Systems pharmacology and genome medicine: a future perspective

AD Wist, SI Berger, R Iyengar - Genome medicine, 2009 - Springer
Genome medicine uses genomic information in the diagnosis of disease and in prescribing
treatment. This transdisciplinary field brings together knowledge on the relationships …

[HTML][HTML] An integrated approach for inference and mechanistic modeling for advancing drug development

SV Aksenov, B Church, A Dhiman, A Georgieva… - FEBS letters, 2005 - Elsevier
An important challenge facing researchers in drug development is how to translate multi-
omic measurements into biological insights that will help advance drugs through the clinic …

Mechanistic systems modeling to guide drug discovery and development

BJ Schmidt, JA Papin, CJ Musante - Drug discovery today, 2013 - Elsevier
A crucial question that must be addressed in the drug development process is whether the
proposed therapeutic target will yield the desired effect in the clinical population …

Agent‐based modeling in systems pharmacology

J Cosgrove, J Butler, K Alden, M Read… - CPT …, 2015 - Wiley Online Library
Modeling and simulation (M&S) techniques provide a platform for knowledge integration and
hypothesis testing to gain insights into biological systems that would not be possible a priori …