Artificial
intelligence and machine learning have demonstrated
their potential role in predictive chemistry and synthetic planning
of small molecules; there are at least a few reports of companies
employing
in silico
synthetic planning into their
overall approach to accessing target molecules. A data-driven synthesis
planning program is one component being developed and evaluated by
the Machine Learning for Pharmaceutical Discovery and Synthesis (MLPDS)
consortium, comprising MIT and 13 chemical and pharmaceutical company
members. Together, we wrote this perspective to share how we think
predictive models can be integrated into medicinal chemistry synthesis
workflows, how they are currently used within MLPDS member companies,
and the outlook for this field.
Preclinical optimization of compounds toward viable drug candidates requires an integrated understanding of properties that impact predictions of the clinically efficacious dose. The importance of optimizing half-life, unbound clearance, and potency and how they impact dose predictions are discussed in this letter. Modest half-life improvements for short half-life compounds can dramatically lower the efficacious dose. The relationship between dose and half-life is nonlinear when unbound clearance is kept constant, whereas the relationship between dose and unbound clearance is linear when half-life is kept constant. Due to this difference, we show that dose is more sensitive to changes in half-life than changes in unbound clearance when half-lives are shorter than 2 h. Through matched molecular pair analyses, we also show that the strategic introduction of halogens is likely to increase half-life and lower projected human dose even though increased lipophilicity does not guarantee extended half-life.
The intramolecular inverse-electron-demand Diels-Alder reaction between imidazoles and 1,2,4-triazines linked by a trimethylene tether from the imidazole N1 position to the triazine C3 proceed in excellent yields to produce 1,2,3,4-tetrahydro-1,5-naphthyridines. The reaction proceeds by a cycloaddition with subsequent loss of nitrogen, followed by a presumed stepwise loss of a nitrile. The analogous intramolecular cycloadditions employing a tetramethylene tether also proceeded to give 2,3,4,5-tetrahydro-1H-pyrido[3,2-b]azepines in acceptable yields. The reaction to produce the tetrahydro-1,5-naphthyridines can also be promoted with microwave irradiation.
Novel small molecule HDM2 inhibitor, substituted piperidine, was identified. Initial SAR study indicated potential for several position optimizations. Additional potency enhancement was achieved by introducing a sidechain off the aromatic ring. DMPK study of one of the active compounds has shown a moderate oral PK and reasonable bioavailability.
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