Automatic filtering and substantiation of drug safety signals

A Bauer-Mehren, EM van Mullingen… - PLoS computational …, 2012 - journals.plos.org
Drug safety issues pose serious health threats to the population and constitute a major
cause of mortality worldwide. Due to the prominent implications to both public health and the …

Linking biochemical pathways and networks to adverse drug reactions

H Zheng, H Wang, H Xu, Y Wu, Z Zhao… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
There is growing interest in investigating the biochemical pathways involved in cellular
responses to drugs. Here we propose new methods to explore the relationships between …

Advancing drug safety science by integrating molecular knowledge with post‐marketing adverse event reports

TG Soldatos, S Kim, S Schmidt… - CPT …, 2022 - Wiley Online Library
Promising drug development efforts may frequently fail due to unintended adverse reactions.
Several methods have been developed to analyze such data, aiming to improve …

Systems biology approaches for identifying adverse drug reactions and elucidating their underlying biological mechanisms

MR Boland, A Jacunski, T Lorberbaum… - … Systems Biology and …, 2016 - Wiley Online Library
Small molecules are indispensable to modern medical therapy. However, their use may lead
to unintended, negative medical outcomes commonly referred to as adverse drug reactions …

Improving drug safety: From adverse drug reaction knowledge discovery to clinical implementation

Y Tan, Y Hu, X Liu, Z Yin, X Chen, M Liu - Methods, 2016 - Elsevier
Adverse drug reactions (ADRs) are a major public health concern, causing over 100,000
fatalities in the United States every year with an annual cost of $136 billion. Early detection …

A structure-based approach for mapping adverse drug reactions to the perturbation of underlying biological pathways

I Wallach, N Jaitly, R Lilien - PloS one, 2010 - journals.plos.org
Adverse drug reactions (ADR), also known as side-effects, are complex undesired
physiologic phenomena observed secondary to the administration of pharmaceuticals …

Needs for an expanded ontology‐based classification of adverse drug reactions and related mechanisms

PE Zhichkin, BD Athey, MI Avigan… - Clinical …, 2012 - Wiley Online Library
The growing significance of bioinformatics and systems biology in drug safety research
requires a system of adverse‐event classification that goes beyond a simple vocabulary …

Pharmacological mechanism‐based drug safety assessment and prediction

DR Abernethy, J Woodcock… - Clinical Pharmacology & …, 2011 - Wiley Online Library
Advances in cheminformatics, bioinformatics, and pharmacology in the context of biological
systems are now at a point that these tools can be applied to mechanism‐based drug safety …

Machine learning guided association of adverse drug reactions with in vitro target-based pharmacology

R Ietswaart, S Arat, AX Chen, S Farahmand, B Kim… - …, 2020 - thelancet.com
Abstract Background Adverse drug reactions (ADRs) are one of the leading causes of
morbidity and mortality in health care. Understanding which drug targets are linked to ADRs …

Systems approaches in risk assessment

LJ Lesko, S Zheng, S Schmidt - Clinical Pharmacology & …, 2013 - Wiley Online Library
Adverse drug events (ADEs) remain a universal problem in drug development, regulatory
review, and clinical practice with a substantial financial burden on the global health‐care …