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ChEMBL-Likeness Score and Database GDBChEMBL.
Sven Bühlmann1, Jean-Louis Reymond1
1Department of Chemistry and Biochemistry, University of Bern, Bern, Switzerland.
Frontiers in Chemistry
|March 3, 2020
Summary
Researchers created GDBChEMBL, a subset of 10 million drug-like molecules from the GDB17 database. This new chemical space offers improved synthetic accessibility and potential bioactivity for drug discovery.
Area of Science:
- Computational chemistry
- Medicinal chemistry
- Drug discovery
Background:
- The GDB17 database contains 166.4 billion molecules, but many are too complex for practical synthesis.
- Existing subsets like FDB17 and GDBMedChem have limitations in synthetic accessibility or scope.
Purpose of the Study:
- To create a curated subset of GDB17 with enhanced drug-likeness and synthetic accessibility.
- To provide a valuable resource for medicinal chemistry and drug discovery efforts.
Main Methods:
- Developed a ChEMBL-likeness score (CLscore) based on substructure frequencies in the ChEMBL database.
- Selected 10 million molecules from GDB17 using CLscore, uniform sampling for molecular properties, and chemical stability rules.
- Ensured broad chemical space coverage and continuous distribution of molecular properties.
Main Results:
- GDBChEMBL comprises 10 million molecules with high synthetic accessibility and potential bioactivity.
- The subset retains the broad chemical space coverage characteristic of the parent GDB17 database.
- GDBChEMBL offers improved properties compared to previous GDB17 subsets.
Conclusions:
- GDBChEMBL represents a significant advancement in generating synthetically accessible and drug-like chemical spaces.
- This resource facilitates exploration of novel chemical matter for drug discovery.
- The database and interactive map are publicly available for research use.
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