[HTML][HTML] hERG K+ channels: structure, function, and clinical significance

JI Vandenberg, MD Perry, MJ Perrin… - Physiological …, 2012 - journals.physiology.org
The human ether-a-go-go related gene (hERG) encodes the pore-forming subunit of the
rapid component of the delayed rectifier K+ channel, Kv11. 1, which are expressed in the …

[HTML][HTML] Chemical predictive modelling to improve compound quality

JG Cumming, AM Davis, S Muresan… - Nature reviews Drug …, 2013 - nature.com
The'quality'of small-molecule drug candidates, encompassing aspects including their
potency, selectivity and ADMET (absorption, distribution, metabolism, excretion and toxicity) …

Pushing the boundaries of molecular representation for drug discovery with the graph attention mechanism

Z Xiong, D Wang, X Liu, F Zhong, X Wan… - Journal of medicinal …, 2019 - ACS Publications
Hunting for chemicals with favorable pharmacological, toxicological, and pharmacokinetic
properties remains a formidable challenge for drug discovery. Deep learning provides us …

How can we improve our understanding of cardiovascular safety liabilities to develop safer medicines?

HG Laverty, C Benson, EJ Cartwright… - British journal of …, 2011 - Wiley Online Library
Given that cardiovascular safety liabilities remain a major cause of drug attrition during
preclinical and clinical development, adverse drug reactions, and post‐approval withdrawal …

In silico ADMET prediction: recent advances, current challenges and future trends

F Cheng, W Li, G Liu, Y Tang - Current topics in medicinal …, 2013 - ingentaconnect.com
There are numerous small molecular compounds around us to affect our health, such as
drugs, pesticides, food additives, industrial chemicals, and environmental pollutants. Over …

Understanding drug‐likeness

O Ursu, A Rayan, A Goldblum… - Wiley Interdisciplinary …, 2011 - Wiley Online Library
Abstract 'Drug‐likeness', a qualitative property of chemicals assigned by experts committee
vote, is widely integrated into the early stages of lead and drug discovery. Its conceptual …

Comparison of the predictive performance and interpretability of random forest and linear models on benchmark data sets

RL Marchese Robinson, A Palczewska… - Journal of chemical …, 2017 - ACS Publications
The ability to interpret the predictions made by quantitative structure–activity relationships
(QSARs) offers a number of advantages. While QSARs built using nonlinear modeling …

Today's challenges to de-risk and predict drug safety in human “mind-the-gap”

RJ Weaver, JP Valentin - Toxicological Sciences, 2019 - academic.oup.com
Current gaps in drug safety sciences can result from the inability (1) to identify hazard across
multiple target organs,(2) to predict and risk assess with certainty against drug safety …

ADMET evaluation in drug discovery. 12. Development of binary classification models for prediction of hERG potassium channel blockage

S Wang, Y Li, J Wang, L Chen, L Zhang… - Molecular …, 2012 - ACS Publications
Inhibition of the human ether-a-go-go related gene (hERG) potassium channel may result in
QT interval prolongation, which causes severe cardiac side effects and is a major problem in …

An introduction to QT interval prolongation and non‐clinical approaches to assessing and reducing risk

CE Pollard, N Abi Gerges… - British journal of …, 2010 - Wiley Online Library
Owing to its association with Torsades de Pointes, drug‐induced QT interval prolongation
has been and remains a significant hurdle to the development of safe, effective medicines …