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Evaluation of Aqueous Solubility of Hydroxamic Acids by PLS Modelling



Год выпуска: 2013
Автор: Rama Pande,Sandhya Patre and Piyush Kumar Thakur
Издательство: LAP Lambert Academic Publishing
Страниц: 68
ISBN: 9783659308345
Описание
The aqueous solubility of drugs plays a key role in pharmaceutical, environmental and biological processes. It is an important factor in the ADMET (absorption, distribution, metabolism, elimination and toxicity) research. Since the experimental determination of water solubility is time-consuming therefore, reliable computational predictions are used for the pre-selection of acceptable drug like compounds. The Partial Least Squares (PLS) regression is a statistical method that bears some relation to principal components regression. PLS finds a linear regression model by projecting the predicted variables and the observable variables to a new space. In the present study, PLS regression is employed to model quantitative structure-property relationship (QSPR) for the aqueous solubility of 24 drug like molecules, N-arylhydroxamic acids by applying 15 physico-chemical properties as molecular descriptors. The prediction results are acceptable.


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