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Protonation states and conformational ensemble in ligand-based QSAR modeling
1Department of Life Sciences, via Campi 183, 41125 Modena, Italy. deben@unimore.it
Drug properties depend on protonation states, influencing molecular shape and behavior. Understanding these states is key for quantitative structure-activity relationship (QSAR) modeling and effective drug design.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Drug Discovery
Background:
- Drug affinity and function are significantly influenced by varying protonation states within biological systems.
- Different protonation species lead to distinct molecular conformations, affecting physico-chemical properties and biological activity.
Purpose of the Study:
- To review the critical role of interdependent structural features, driven by protonation states, in ligand-based quantitative structure-activity relationship (QSAR) modeling.
- To highlight the application of quantum chemical descriptors and molecular shape analysis in understanding these relationships for drug design.
Main Methods:
- Utilizing quantum chemical electronic and reactivity descriptors.
- Employing molecular shape description techniques.
- Analyzing computed descriptors on bioactive protonation states and conformers.
Main Results:
- Demonstrated the crucial role of molecular descriptors computed on specific protonation states and conformers.
- Illustrated how these descriptors act as determinant factors in mechanistic/causative QSAR analysis.
- Provided selected examples showcasing the practical application of these methods.
Conclusions:
- Protonation states and resulting conformational ensembles are critical determinants of drug behavior.
- Quantum chemical descriptors and molecular shape analysis of bioactive protonation states are essential for accurate QSAR modeling and rational drug design.
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