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Mold(2), molecular descriptors from 2D structures for chemoinformatics and toxicoinformatics.
Huixiao Hong1, Qian Xie, Weigong Ge
1Center for Toxicoinformatics, Division of Systems Toxicology, National Center for Toxicological Research, National Center for Toxicological Research, U.S. Food and Drug Administration, Jefferson, Arkansas 72079, USA. huixiao.hong@fda.hhs.gov
Mold (2) software rapidly calculates diverse 2D molecular descriptors for chemoinformatics and toxicoinformatics. Its descriptors offer comparable information to commercial software, enabling efficient QSAR and virtual screening with high reliability.
Area of Science:
- Computational chemistry
- Chemoinformatics
- Toxicoinformatics
Background:
- Molecular descriptors are crucial for predicting molecular properties and facilitating drug discovery.
- Existing methods for descriptor calculation vary in complexity, computational cost, and the type of structural information they capture (2D vs. 3D).
Purpose of the Study:
- To introduce Mold (2), a software tool for the rapid calculation of a wide range of 2D molecular descriptors.
- To evaluate the information content and performance of Mold (2) descriptors compared to established software.
Main Methods:
- Shannon entropy analysis was used to compare the information content of descriptors from Mold (2), Cerius (2), Dragon, and Molconn-Z.
- Classification models were built using descriptors from different software packages to assess predictive performance.
Main Results:
- Mold (2) descriptors were found to convey a similar amount of information compared to descriptors from commercial software.
- Models built using Mold (2) descriptors showed slightly improved performance in classification tasks.
- Mold (2) offers a low computing cost, making it suitable for both small and large datasets.
Conclusions:
- Mold (2) is an efficient and reliable tool for generating 2D molecular descriptors.
- The software's performance and low computational requirements make it valuable for quantitative structure-activity relationship (QSAR) studies and virtual screening.
- Mold (2) is freely available, promoting its use in research.
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