Electron-density descriptors as predictors in quantitative structure--activity/property relationships and drug design
- PMID: 21707400
- DOI: 10.4155/fmc.11.65
Electron-density descriptors as predictors in quantitative structure--activity/property relationships and drug design
Abstract
The use of electron density-based molecular descriptors in drug research, particularly in quantitative structure--activity relationships/quantitative structure--property relationships studies, is reviewed. The exposition starts by a discussion of molecular similarity and transferability in terms of the underlying electron density, which leads to a qualitative introduction to the quantum theory of atoms in molecules (QTAIM). The starting point of QTAIM is the topological analysis of the molecular electron-density distributions to extract atomic and bond properties that characterize every atom and bond in the molecule. These atomic and bond properties have considerable potential as bases for the construction of robust quantitative structure--activity/property relationships models as shown by selected examples in this review. QTAIM is applicable to the electron density calculated from quantum-chemical calculations and/or that obtained from ultra-high resolution x-ray diffraction experiments followed by nonspherical refinement. Atomic and bond properties are introduced followed by examples of application of each of these two families of descriptors. The review ends with a study whereby the molecular electrostatic potential, uniquely determined by the density, is used in conjunction with atomic properties to elucidate the reasons for the biological similarity of bioisosteres.
Similar articles
-
Modeling biophysical and biological properties from the characteristics of the molecular electron density, electron localization and delocalization matrices, and the electrostatic potential.J Comput Chem. 2014 Jun 15;35(16):1165-98. doi: 10.1002/jcc.23608. Epub 2014 Apr 29. J Comput Chem. 2014. PMID: 24777743 Free PMC article.
-
Validation of critical points in the electron density as descriptors by building quantitative structure-property relationships for the atomic polar tensor.J Comput Chem. 2007 Oct;28(13):2130-9. doi: 10.1002/jcc.20666. J Comput Chem. 2007. PMID: 17464968
-
How dependent are molecular and atomic properties on the electronic structure method? Comparison of Hartree-Fock, DFT, and MP2 on a biologically relevant set of molecules.J Comput Chem. 2010 Apr 30;31(6):1297-311. doi: 10.1002/jcc.21417. J Comput Chem. 2010. PMID: 19882732
-
In silico identification of bioisosteric functional groups.Curr Opin Drug Discov Devel. 2007 May;10(3):281-8. Curr Opin Drug Discov Devel. 2007. PMID: 17554854 Review.
-
Chemodiversity and molecular plasticity: recognition processes as explored by property spaces.Future Med Chem. 2011 Jun;3(8):995-1010. doi: 10.4155/fmc.11.54. Future Med Chem. 2011. PMID: 21707401 Review.
Cited by
-
Role of artificial intelligence in revolutionizing drug discovery.Fundam Res. 2024 May 9;5(3):1273-1287. doi: 10.1016/j.fmre.2024.04.021. eCollection 2025 May. Fundam Res. 2024. PMID: 40528990 Free PMC article. Review.
-
Electron Density Analysis of SARS-CoV-2 RNA-Dependent RNA Polymerase Complexes.Molecules. 2021 Jun 28;26(13):3960. doi: 10.3390/molecules26133960. Molecules. 2021. PMID: 34203564 Free PMC article.
-
LAGNet: better electron density prediction for LCAO-based data and drug-like substances.J Cheminform. 2025 Apr 29;17(1):65. doi: 10.1186/s13321-025-01010-7. J Cheminform. 2025. PMID: 40301997 Free PMC article.
-
Exploring protein-ligand binding affinity prediction with electron density-based geometric deep learning.RSC Adv. 2024 Feb 2;14(7):4492-4502. doi: 10.1039/d3ra08650j. eCollection 2024 Jan 31. RSC Adv. 2024. PMID: 38312732 Free PMC article.
-
DFT, ADMET and Molecular Docking Investigations for the Antimicrobial Activity of 6,6'-Diamino-1,1',3,3'-tetramethyl-5,5'-(4-chlorobenzylidene)bis[pyrimidine-2,4(1H,3H)-dione].Molecules. 2022 Jan 18;27(3):620. doi: 10.3390/molecules27030620. Molecules. 2022. PMID: 35163880 Free PMC article.
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical