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AI/ML Webinar

AutoDesigner, a De Novo Design Algorithm for Rapidly Exploring Large Chemical Space for Lead Optimization: Application to the Design and Synthesis of D-Amino Acid Oxidase Inhibitors

Webinar Summary

The lead optimization stage of a drug discovery program generally involves the design, synthesis, and assaying of hundreds to thousands of compounds. The design phase is usually carried out via traditional medicinal chemistry approaches and/or structure-based drug design (SBDD) when suitable structural information is available. Two of the major limitations of this approach are (1) difficulty in rapidly designing potent molecules that adhere to myriad project criteria, or the multiparameter optimization (MPO) problem, and (2) the relatively small number of molecules explored compared to the vast size of chemical space. To address these limitations we have developed AutoDesigner, a de novo design algorithm.

 

Speaker

  • Karl Leswing, Machine Learning Tech Lead, Schrödinger

 

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Posted on May 12, 2022 by Yasheaka Oakley
Categories: Artificial Intelligence, Pistoia Webinars

Tags: AI, artificial intelligence, drug discovery, Machine learning, webinar


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