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dc.contributor.authorNewby, D
dc.contributor.authorFreitas, AA
dc.contributor.authorGhafourian, T
dc.date.accessioned2018-08-26T07:44:20Z
dc.date.available2018-08-26T07:44:20Z
dc.date.issued2015
dc.identifier.urihttp://dspace.tbzmed.ac.ir:8080/xmlui/handle/123456789/48173
dc.description.abstractOral absorption of compounds depends on many physiological, physiochemical and formulation factors. Two important properties that govern oral absorption are in vitro permeability and solubility, which are commonly used as indicators of human intestinal absorption. Despite this, the nature and exact characteristics of the relationship between these parameters are not well understood. In this study a large dataset of human intestinal absorption was collated along with in vitro permeability, aqueous solubility, melting point, and maximum dose for the same compounds. The dataset allowed a permeability threshold to be established objectively to predict high or low intestinal absorption. Using this permeability threshold, classification decision trees incorporating a solubility-related parameter such as experimental or predicted solubility, or the melting point based absorption potential (MPbAP), along with structural molecular descriptors were developed and validated to predict oral absorption class. The decision trees were able to determine the individual roles of permeability and solubility in oral absorption process. Poorly permeable compounds with high solubility show low intestinal absorption, whereas poorly water soluble compounds with high or low permeability may have high intestinal absorption provided that they have certain molecular characteristics such as a small polar surface or specific topology. (C) 2015 Elsevier Masson SAS. All rights reserved.
dc.language.isoEnglish
dc.relation.ispartofEUROPEAN JOURNAL OF MEDICINAL CHEMISTRY
dc.subjectIntestinal absorption
dc.subjectPermeability
dc.subjectSolubility
dc.subjectDecision trees
dc.subjectQSAR
dc.titleDecision trees to characterise the roles of permeability and solubility on the prediction of oral absorption
dc.typeArticle
dc.citation.volume90
dc.citation.spage751
dc.citation.epage765
dc.citation.indexWeb of science
dc.identifier.DOIhttps://doi.org/10.1016/j.ejmech.2014.12.006


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