Mathematical Representation of Vasorelaxant Effect of Benzopyranes Using Box-Jenkins Model

نویسندگان

  • Abolghasem Jouyban Drug Applied Research Center, Tabriz University of Medical Sciences, Tabriz 51664, Iran, Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz 51664, Iran
  • Farzad Towhidkhah Neuromuscular Systems Lab, Biomedical Engineering Faculty, Amirkabir University of Technology, Tehran, Iran
  • Hamed Osuli Department of Electrical Engineering, Sahand University of Technology, Tabriz, Iran
  • Hossein Babaei Drug Applied Research Center, Tabriz University of Medical Sciences, Tabriz 51664, Iran, Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz 51664, Iran
  • Shahriar Gharibzadeh Neuromuscular Systems Lab, Biomedical Engineering Faculty, Amirkabir University of Technology, Tehran, Iran
  • Somaieh Soltani Kimia Research Institute, P.O. Box 51665-171, Tabriz, Iran
  • Yashar Sarbaz Neuromuscular Systems Lab, Biomedical Engineering Faculty, Amirkabir University of Technology, Tehran, Iran
چکیده مقاله:

     Drug design is generally achieved through trial and error methods, which is a time and resource consuming process and novel methods are needed to improve it. Mathematical modelling is one of the possible solutions to speed up this process. In this study, we have presented Box-Jenkins model, to predict the vasorelaxant activity (pEC50) of a set of benzopyrane compounds. We used the HyperChem software to extract the molecular features of these compounds (51 molecules); then these features were used to generate the Box-Jenkins model. The dataset was divided into three groups: 37 for training, 9 for prediction and 5 for validation. The absolute relative deviation of the predicted values was 4.8% and 4.1% for validation and predicton sets, respectively. The correlation coefficient between the predicted points and the experimental values was 0.9657, revealing that the proposed model is capable of representing pEC50 of benzopyranes and could be used to speed up drug discovery processes.

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mathematical representation of vasorelaxant effect of benzopyranes using box-jenkins model

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عنوان ژورنال

دوره 3  شماره 2

صفحات  123- 128

تاریخ انتشار 2007-04-01

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