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Advancements in hit identification for membrane protein drug discovery

Drug Target Review

Advancements in screening technologies for small-molecule drug discovery including cellular assays, computational screening, and biophysics-based methods enhanced by structural biology breakthroughs have improved screening hit rates and facilitated the identification of drug candidates for previously undruggable targets.

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Target-directed cancer: protein-ligand interactions  

Drug Target Review

So that is a wide range of techniques to look at the protein-ligand interactions, all with the aim to guide the optimisation of our first screening hits to potent inhibitors that hopefully are cell-active at some point. You need to be resilient because science is difficult and things will fail.

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How to Get Drugs Into the Brain

Drug Hunter

A) Progression of a Novartis HAT program from a screening hit to brain-penetrant leads. This program started from an HTS screen of 3M compounds, resulting in a singleton hit (Figure 17). Figure 18. B) Results from a computational model of brain-penetration correlated well with actual K p ’s across the series.

Drugs 206
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We Need Better Benchmarks for Machine Learning in Drug Discovery

Practical Cheminformatics

It is quite a bit more potent than the values one finds with screening hits, which typically have IC50s in the single to double-digit µM range. Numerous academic computer science groups have entered the field and applied cutting-edge deep learning techniques to life science-related problems.

Drugs 84