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<p>In the present report 29 (<i>E</i>)-stilbenes are clustered by using a procedure based on artificial intelligence. The objective is to predict cytotoxicity (anticancer activities) of them and other similar stilbenes in nine cell lines. We make a periodic classification of stilbenes by using the information entropy theory to select the most active classes. The structures of seven different classes are obtained. The most active Class 1 is located at the bottom right of the periodic classification. We provide new compounds that would also have high activity because they are in the bottom-right groups. Moreover, we relate stilbenes’ cytotoxicity in the cell lines to their physical and chemical properties by QSAR and PCA. The scores plot separates clusters that contain classes in the periodic system. The results of the nine QSAR models are good with <i>r</i><sup>2</sup> greater than 0.57 and show the repetition of most variables for all the nine cell lines. The leave-<i>m</i>-out cross-validation determines the good robustness for the cell lines (<i>q</i><sup>2</sup> &gt; 0.33). These results agree with the loading plot and suggest the importance of these descriptors in further studies of other cell lines.</p>

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Classification and QSAR of the anticancer activity of (E)-stilbenes

  • 期刊论文

  • 出版模式：

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  • 发表日期：

    2026年6月16日

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  • Francisco Torrens,
  • Adela León,
  • Juan A. Castillo-Garit,
  • Gloria Castellano

摘要

In the present report 29 (E)-stilbenes are clustered by using a procedure based on artificial intelligence. The objective is to predict cytotoxicity (anticancer activities) of them and other similar stilbenes in nine cell lines. We make a periodic classification of stilbenes by using the information entropy theory to select the most active classes. The structures of seven different classes are obtained. The most active Class 1 is located at the bottom right of the periodic classification. We provide new compounds that would also have high activity because they are in the bottom-right groups. Moreover, we relate stilbenes’ cytotoxicity in the cell lines to their physical and chemical properties by QSAR and PCA. The scores plot separates clusters that contain classes in the periodic system. The results of the nine QSAR models are good with r2 greater than 0.57 and show the repetition of most variables for all the nine cell lines. The leave-m-out cross-validation determines the good robustness for the cell lines (q2 > 0.33). These results agree with the loading plot and suggest the importance of these descriptors in further studies of other cell lines.