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MTD-PLS: A PLS-Based Variant of the MTD Method. A 3D-QSAR Analysis of Receptor Affinities for a Series of Halogenated Dibenzoxin and Biphenyl Derivatives
- Source :
- Scopus-Elsevier
- Publication Year :
- 2001
- Publisher :
- Informa UK Limited, 2001.
-
Abstract
- MTD-PLS, the Partial Least Squares (PLS) variant of the Minimum Topological Difference (MTD) method is described. In MTD-PLS, molecules are characterised not only by the occupancy or nonoccupancy of the hypermolecular vertices (as in classical MTD), but also by additional descriptors for each vertex: fragmental van der Waals volumes, fragmental hydrophobicities, partial atomic charges, etc. This method was applied to a series of 73 polyhalogenated derivatives of dibenzo-p-dioxine, dibenzofuran and biphenyl (induction of aryl hydrocarbon hydrolase and affinities to rat cytosolic receptor), previously studied by MTD. The separation of steric, hydrophobic, and electrostatic effects was achieved retranslating from the latent variable space into a linear combination of the initial structural variables. The MTD-PLS method yields more detailed results compared to classical MTD, indicating the importance of electrostatic effects at some substituent positions.
- Subjects :
- Steric effects
Quantitative structure–activity relationship
Binding Sites
Maximum Tolerated Dose
Hydrocarbons, Halogenated
Stereochemistry
Chemistry
Aryl
Substituent
Bioengineering
General Medicine
Dioxins
Ligands
Affinities
Dibenzofuran
Structure-Activity Relationship
symbols.namesake
chemistry.chemical_compound
Drug Discovery
Partial least squares regression
symbols
Molecular Medicine
Least-Squares Analysis
van der Waals force
Subjects
Details
- ISSN :
- 1029046X and 1062936X
- Volume :
- 12
- Database :
- OpenAIRE
- Journal :
- SAR and QSAR in Environmental Research
- Accession number :
- edsair.doi.dedup.....dff758de506d07766f7fd0483338ca3e
- Full Text :
- https://doi.org/10.1080/10629360108035372