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Systematic characterization of structure-activity relationships and ADMET compliance: a case study
Austin B Yongye1, José L Medina-Franco
1Torrey Pines Institute for Molecular Studies, 11350 SW Village Parkway, Port St. Lucie, FL 34987, USA. ayongye@tpims.org
This study integrates Absorption, Distribution, Metabolism, Excretion, and Toxicity (ADMET) properties into activity landscape modeling for drug discovery. It reveals how structural changes impact drug-likeness and identifies compound pairs with varying ADMET profiles.
Area of Science:
- Medicinal Chemistry
- Computational Drug Discovery
- Pharmacology
Background:
- Traditional activity landscape modeling primarily analyzes Structure-Activity Relationships (SAR).
- Lead optimization in drug discovery requires simultaneous improvement of compound activity and ADMET properties.
- Integrating ADMET considerations into landscape modeling is crucial for effective drug development.
Purpose of the Study:
- To systematically analyze activity landscapes incorporating ADMET considerations.
- To investigate the impact of structural modifications on ADMET property violations.
- To identify compound pairs with similar or different drug-likeness within activity landscapes.
Main Methods:
- Utilized a dataset of 166 compounds screened for kappa-opioid receptor activity.
- Performed pairwise analysis of MACCS/Tanimoto structure similarities.
- Analyzed property similarities using 33 ADMET descriptors and a 35-dimensional 'violation bit vector' for drug-likeness.
Main Results:
- Characterized the range of ADMET property violations resulting from subtle and significant structural changes.
- Identified compound pairs with identical, comparable, and significantly different drug-likeness.
- Mapped these findings across three informative regions of the structure-activity landscape.
Conclusions:
- ADMET property analysis can be effectively integrated into activity landscape modeling.
- Understanding the relationship between structural changes and ADMET violations is key for lead optimization.
- This approach aids in identifying compounds with desirable activity and drug-like properties.
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