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Applying Cheminformatics to Develop a Structure Searchable Database of Analytical Methods
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Structural Key Bit Occurrence Frequencies and Dependencies in PubChem and Their Effect on Similarity Searches
1Sci-Tec, Inc. 107 Canterbury Rd, Oak Ridge, TN 37830-7712, USA. nelsongchen2@yahoo.com.
Molecular Informatics
|August 3, 2016
Summary
PubChem
Area of Science:
- Cheminformatics
- Computational Chemistry
- Drug Discovery
Background:
- PubChem utilizes 881-bit structural keys for compound categorization and comparison.
- Limited literature exists on the characterization and impact of these structural keys.
Purpose of the Study:
- To characterize PubChem's 881-bit structural keys by analyzing their frequencies and dependencies.
- To evaluate the effect of these structural keys and their dependencies on compound similarity searching.
Main Methods:
- Frequency analysis of 881-bit structural keys within the PubChem compound database.
- Determination of bit dependencies (co-occurrence patterns).
- Comparison of similarity searches using full versus reduced (dependency-removed) structural keys with FDA-approved drugs.
Main Results:
- The majority of PubChem's structural bits occur infrequently.
- Significant dependencies exist among the structural bits.
- Bit dependencies impact similarity scores and the compounds retrieved in similarity searches.
Conclusions:
- Structural key dependencies influence PubChem compound similarity assessments.
- Careful selection of bits is crucial for effective differentiation of related compounds in drug discovery.
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