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Reduced density gradient as a novel approach for estimating QSAR descriptors, and its application to 1, 4-dihydropyridine derivatives with potential antihypertensive effects
- Source :
- Journal of Molecular Modeling. 22
- Publication Year :
- 2016
- Publisher :
- Springer Science and Business Media LLC, 2016.
-
Abstract
- The relationship between the chemical structure and biological activity (log IC50) of 40 derivatives of 1,4-dihydropyridines (DHPs) was studied using density functional theory (DFT) and multiple linear regression analysis methods. With the aim of improving the quantitative structure-activity relationship (QSAR) model, the reduced density gradient s( r) of the optimized equilibrium geometries was used as a descriptor to include weak non-covalent interactions. The QSAR model highlights the correlation between the log IC50 with highest molecular orbital energy (E HOMO), molecular volume (V), partition coefficient (log P), non-covalent interactions NCI(H4-G) and the dual descriptor [Δf(r)]. The model yielded values of R 2=79.57 and Q 2=69.67 that were validated with the next four internal analytical validations DK=0.076, DQ=-0.006, R P =0.056, and R N=0.000, and the external validation Q 2boot=64.26. The QSAR model found can be used to estimate biological activity with high reliability in new compounds based on a DHP series. Graphical abstract The good correlation between the log IC50 with the NCI (H4-G) estimated by the reduced density gradient approach of the DHP derivatives.
- Subjects :
- Models, Molecular
Dihydropyridines
Quantitative structure–activity relationship
Density gradient
Chemical structure
Molecular Conformation
Quantitative Structure-Activity Relationship
030204 cardiovascular system & hematology
Catalysis
Inorganic Chemistry
03 medical and health sciences
0302 clinical medicine
Computational chemistry
Molecule
Physical and Theoretical Chemistry
Antihypertensive Agents
Molecular Structure
Series (mathematics)
Chemistry
1 4 dihydropyridine derivatives
Organic Chemistry
Hydrogen Bonding
Computer Science Applications
Partition coefficient
Computational Theory and Mathematics
Quantum Theory
Density functional theory
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 09485023 and 16102940
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- Journal of Molecular Modeling
- Accession number :
- edsair.doi.dedup.....8000190e3f7e3fed89aef0368fbe5399