Metabolic Disassembler
Metabolic Disassembler predicts biosynthetic units (BUs) from natural product chemical structures to identify starting materials for biosynthetic pathway analysis.
Key Features:
- Automatic Prediction: Disassembles target molecule structures into substructures corresponding to biosynthetic units (BUs) that represent starting materials in biosynthetic pathways.
- Biosynthetic Unit Library (BUL): Utilizes a comprehensive library containing 765 registered BUs derived from the KEGG PATHWAY database, including starting materials, key intermediates, and derivatives.
- Predictive Model: Employs a model that predicts BU assignments based on matches to the Biosynthetic Unit Library.
- Implementation: Implemented in Python.
- High Accuracy: Achieved 95.8% accuracy on 943 molecules from KEGG PATHWAY secondary metabolism maps, compared to ~52.0% for a genetic algorithm–based workflow.
- Efficiency: Completed calculations within one minute for 90.7% of tested molecules.
Scientific Applications:
- Biosynthetic pathway elucidation: Automates identification of likely starting materials to support reconstruction and analysis of natural product biosynthetic routes.
- Natural product discovery and design: Assists exploration of functional materials such as medicines derived from natural sources by revealing constituent biosynthetic units.
- Synthetic biology production planning: Provides insights into starting materials and intermediates to inform synthetic biology strategies for producing target natural products.
Methodology:
Disassembles target molecules using a predictive model based on the Biosynthetic Unit Library (BUL) of 765 BUs from KEGG PATHWAY; implemented in Python and optimized for accuracy and rapid computation, allowing input of molecules not present in existing databases.
Topics
Details
- License:
- MIT
- Tool Type:
- command-line tool
- Programming Languages:
- Python
- Added:
- 1/14/2020
- Last Updated:
- 12/28/2020
Operations
Publications
Amano K, Matsumoto T, Tanaka K, Funatsu K, Kotera M. Metabolic disassembler for understanding and predicting the biosynthetic units of natural products. BMC Bioinformatics. 2019;20(1). doi:10.1186/s12859-019-3183-9. PMID:31870296. PMCID:PMC6929434.