Assessing therapeutic relevance of biologically interesting, ampholytic substances based on their physicochemical and spectral characteristics with chemometric tools
Urszula Judycka , Karolina Jagiełło , L. Bober , Jerzy Błażejowski , Tomasz Puzyn
AbstractChemometric tools were applied to investigate the biological behaviour of ampholytic substances in relation to their physicochemical and spectral properties. Results of the Principal Component Analysis suggest that size of molecules and their electronic and spectral characteristics are the key properties required to predict therapeutic relevance of the compounds examined. These properties were used for developing the structure-activity classification model. The classification model allows assessing the therapeutic behaviour of ampholytic substances on the basis of solely values of descriptors that can be obtained computationally. Thus, the prediction is possible without necessity of carrying out time-consuming and expensive laboratory tests, which is its main advantage.
|Journal series||Chemical Physics Letters, ISSN 0009-2614, (A 25 pkt)|
|Publication size in sheets||0.5|
|Keywords in English||ampholytic biologically interesting substances, chemometric analysis, principal component analysis, support vector machine approach, molecular/spectral characteristics|
|Score||= 25.0, 24-07-2019, ArticleFromJournal|
|Publication indicators||= 3; : 2016 = 0.721; : 2017 = 1.686 (2) - 2017=1.615 (5)|
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