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Advancements in hit identification for membrane protein drug discovery

Drug Target Review

The challenge of GPCR drug discovery G protein-coupled receptors (GPCRs) are one of the most desirable and challenging target classes in drug discovery, as their mutation can lead to a wide range of diseases such as cancer, cardiovascular disorders and neurological conditions.

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How to Get Drugs Into the Brain

Drug Hunter

Obtaining adequate drug exposure in the brain is key to treating CNS diseases effectively. Prodrugs Remain in “Proof-of-Concept” Stages Prodrug strategies for CNS deliver have also been applied with varying success , with the most famous example being L-Dopa for Parkinson’s disease. Figure 18.

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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. The ability of a compound to enter the CNS can also be facilitated or hindered by certain disease states. 200nM is an odd choice for an activity cutoff.

Drugs 84
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Pathogen data in ChEMBL

The ChEMBL-og

Infectious disease is a leading cause of death globally and bioactivity data against pathogens (fungi, bacteria, viruses, and parasites) is an important category in ChEMBL, especially in light of the ongoing pandemic. So far, 100 K activities (against ~ 24 K compounds) have been provided through CO-ADD.