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Mining Medicinally Relevant Bioreduction Substrates Inspired by Ligand-Based Drug Design
Alexander J Rago1, Ioanna Zoi1, Jackson A Gartman1
1AbbVie, Inc., North Chicago, Illinois 60064, United States.
This study introduces a novel, cost-effective method using drug design principles to predict and expand biocatalytic bioreduction substrates. It efficiently screens over 8000 ketones, accelerating the discovery of medicinally relevant compounds.
Area of Science:
- Biocatalysis
- Medicinal Chemistry
- Computational Chemistry
Background:
- Biocatalytic transformations often require enzyme structures or extensive experimentation.
- Expanding substrate scope for bioreduction, like carrot-mediated processes, is crucial for discovering new drug candidates.
- Current methods for identifying suitable substrates are often time-consuming and labor-intensive.
Purpose of the Study:
- To develop a practical, cost-effective method for predicting biocatalytic bioreduction substrates without prior enzyme structural information.
- To expand the substrate scope of carrot-mediated bioreduction for identifying novel, medicinally relevant ketones.
- To leverage principles from ligand-based drug design for biocatalysis screening.
Main Methods:
- Literature data analysis and the construction of pharmacophore and reactivity prediction models.
- Screening of a virtual library exceeding 8000 ketones containing common drug discovery heterocycles (N, O, S) and functional groups.
- Experimental validation of predicted substrates to confirm expanded bioreduction scope.
Main Results:
- Successfully expanded the substrate scope of carrot-mediated bioreduction.
- Identified and validated novel ketone substrates suitable for biocatalytic transformation.
- Developed predictive models that can efficiently screen large ketone libraries.
Conclusions:
- Medicinal chemistry principles can effectively address general biocatalysis challenges, such as substrate scope prediction.
- The developed screening workflow is time-, labor-, and cost-saving for evaluating bioreduction substrates.
- Publicly available models and the straightforward workflow facilitate the application of biocatalysis in medicinal chemistry.
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