Design and Synthesis of DDR1 Inhibitors with a Desired Pharmacophore Using Deep Generative Models.

Discoidin domain receptor 1 (DDR1) inhibitors with a desired pharmacophore were designed using deep generative models (DGMs). DDR1 is a receptor tyrosine kinase activated by matrix collagens and implicated in diseases such as cancer, fibrosis and hypoxia. Here, synthesis and inhibitory activity of compounds generated from DGMs are described. Compounds 3 , 4 and 7a were found to have sub-micromolar inhibitory activity. The most potent of which, compound 3, had an IC 50 of 92.5 nM. Furthermore, these compounds were predicted to interact with DDR1, which have a desired pharmacophore derived from a known DDR1 inhibitor. The results of synthesis and experiments indicated that our de novo design strategy is practical for hit identification and scaffold hopping.