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Classification of ligand molecules in PDB with fast heuristic graph match algorithm COMPLIG
Mihoko Saito1, Naomi Takemura, Tsuyoshi Shirai
1Nagahama Institute of Bioscience and Technology and Bioinformatics Research Division, Japan Science and Technology Agency, Nagahama, Shiga 526-0829, Japan.
A new algorithm classifies small-molecule ligands in the Protein Data Bank (PDB) by structure. This method, COMPLIG, groups over 11,000 ligands into 1946 clusters, revealing insights into protein-ligand interactions.
Area of Science:
- Biochemistry and structural biology
- Computational chemistry
- Bioinformatics
Background:
- Small-molecule ligands in the Protein Data Bank (PDB) lack a standardized structural classification.
- Accurate classification is crucial for understanding protein-ligand interactions and drug discovery.
Purpose of the Study:
- To develop and apply a novel algorithm, COMPLIG, for classifying small-molecule ligands based on their structure.
- To establish optimal parameters for ligand categorization within the PDB.
Main Methods:
- A fast heuristic graph-matching algorithm, COMPLIG, was developed for concurrent classification of proteins and ligands.
- Ligands were clustered based on a criterion of >60% identity of atoms and bonds.
- The system was applied to assess the natural ligand status of human proteins.
Main Results:
- 11,585 ligand types were classified into 1946 distinct clusters.
- Large clusters predominantly contained nucleotides and amino acids, with a notable presence of drug compounds.
- At most, 37% of human protein structures were found in complex with natural ligands in the database.
Conclusions:
- The COMPLIG algorithm provides a robust structural classification for small-molecule ligands.
- Protein homology and ligand similarity modeling suggest potential natural interactions for an additional 28% of human proteins.
- This work enhances understanding of intrinsic protein-metabolite interactions and aids drug discovery efforts.
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