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Development of Dimethyl Sulfoxide Solubility Models Using 163 000 Molecules: Using a Domain Applicability Metric to Select More Reliable Predictions

[Image: see text] The dimethyl sulfoxide (DMSO) solubility data from Enamine and two UCB pharma compound collections were analyzed using 8 different machine learning methods and 12 descriptor sets. The analyzed data sets were highly imbalanced with 1.7–5.8% nonsoluble compounds. The libraries’ enric...

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Detalhes bibliográficos
Main Authors: Tetko, Igor V., Novotarskyi, Sergii, Sushko, Iurii, Ivanov, Vladimir, Petrenko, Alexander E., Dieden, Reiner, Lebon, Florence, Mathieu, Benoit
Formato: Artigo
Idioma:Inglês
Publicado em: American Chemical Society 2013
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3760295/
https://ncbi.nlm.nih.gov/pubmed/23855787
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1021/ci400213d
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