Future-proofing Cybersecurity in Drug Discovery
The pharmaceutical and biotech sectors suffer more data security breaches than any other industry, with 53% resulting from malicious activity. To protect against potential ...
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I presented ‘Matched molecular pair and activity cliffs: the next dimension’ at the International Symposium on Compound Design Technologies held in Tokyo and Osaka, Japan on March 19th and 20th, 2014.
Matched Molecular Pair (MMP) analysis has become popular as a data driven idea generator for lead optimization. Existing SAR data is mined for single point changes in structure and their effects on activity: changes that consistently have little effect on activity indicate potential bioisosteric replacements. An adjunct to this approach is to examine the existing SAR on a project to find ‘activity cliffs’, regions where large changes in activity are observed for relatively small changes in structure. However, these methods almost exclusively rely on studying the 2D structures of the molecules concerned rather than the 3D conformation that is involved in binding.
In this presentation I present our research into using 3D methods to detect and interpret activity cliffs using Activity Miner. I will show that considering the shape and especially the electrostatic environment around a pair of molecules results in a richer more informed view of the factors causing changes in activity and a hypothesis driven understanding of existing SAR.