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One way of doing this is to build models for predicting biological activity and other pharmaceutically relevant properties such as aqueous solubility, permeability and metabolicstability.
To curb glucuronidation at that position a gem-dimethyl group was incorporated which not only boosted metabolicstability, but also resulted in increased potency of the final lead compound. J Pharm Biomed Anal. Sundararaghavan VL, Sindhwani P, Hinds TD Jr. Oncotarget. Greenberg, J., Watanabe, K., Makino, C., and LaCreta, F.
Many papers I’ve read recently use the MoleculeNet dataset, released by the Pande group at Stanford in 2017, as the “standard” benchmark. Initially, I would recommend aqueous solubility, membrane permeability, in vitro metabolicstability, and biochemical assays. This is a mistake. I have a few ideas.
2017, 30, 1, 13–37 [link] 2a Drug Metab. Bicyclic structures containing five membered rings such as indoles, consisting of a six-membered benzene ring fused to a five-membered pyrrole ring, are also increasingly relevant as growing research fields such as psychedelics make use of these scaffolds, often found in natural products.
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