6533b874fe1ef96bd12d633f

RESEARCH PRODUCT

Pharmacological distribution diagrams: a tool for de novo drug design.

J.v. De Julián-ortizLăcrămioara PopaC. De Gregorio AlapontJorge GalvezRamón García-domenech

subject

Distribution (number theory)GaussianAdrenergic beta-AntagonistsBiophysicsInterval (mathematics)Machine learningcomputer.software_genreBiochemistryPlot (graphics)symbols.namesakeDiscriminant function analysisComputer GraphicsPharmacokineticsMathematicsMolecular Structurebusiness.industryDiscriminant AnalysisPattern recognitionFunction (mathematics)Linear discriminant analysisDrug DesignsymbolsArtificial intelligenceMaximabusinesscomputerHalf-Life

description

Abstract Discriminant analysis applied to SAR studies using topological descriptors allows us to plot frequency distribution diagrams: a function of the number of drugs within an interval of values of discriminant function vs. these values. We make use of these representations, pharmacological distribution diagrams (PDDs), in structurally heterogeneous groups where generally they adopt skewed Gaussian shapes or present several maxima. The maxima afford intervals of discrimianant function in which exists a good expectancy to find new active drugs. A set of β-blockers with contrasted activity has been selected to test the ability of PDDs as a visualizing technique, for the identification of new β-blocker active compounds.

10.1016/s0263-7855(96)00081-1https://pubmed.ncbi.nlm.nih.gov/9097233