Remove FDA Remove Research Remove Screening Hits
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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. Clintox – This dataset consists of 1483 SMILES strings and two binary labels indicating whether a molecule is an FDA-approved drug and whether a toxicity outcome has been reported.

Drugs 84
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A PAINful itch

Molecular Design

The distinction between Type 1 and and Type 2 behaviors is an important and useful one to make from the perspective of drug discovery scientists who are making decisions as to which screening hits to take forward. The first was reported in 2014 by AstraZeneca( 16 ) and the second in 2016 by academic researchers and called Badapple.(