| 引用本文: | 闫玉莲,李 燕,杨银凤,卢晓伟,张述伟.EP1受体抗拮剂定量构效关系[J].哈尔滨工业大学学报,2012,44(4):121.DOI:10.11918/j.issn.0367-6234.2012.04.024 |
| YAN Yu lian,LI Yan,YANG Yin feng,LU Xiao wei,ZHANG Shu wei.Study on quantitative structure activity relationship of EP1 receptor antagonists[J].Journal of Harbin Institute of Technology,2012,44(4):121.DOI:10.11918/j.issn.0367-6234.2012.04.024 |
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| 摘要: |
| 为辅助开发高活性EP1受体抗拮剂,探讨和研究EP1受体拮抗活性的关键影响因素,选取103个EP1受体抗拮剂分子作为数据集,采用多元线性回归(MLR)法和主成分分析(PCA)法分析每个分子的254个参数进行模拟建模．结果表明,应用MLR和PCA方法都得到了具有良好预测能力的定量构效关系模型．MLR法所建模型结果为:训练集R2=077,SEE=083,检验集R2=074,SEP=033．PCA所建模型为:训练集R2=072,SEE=045,检验集R2=071,SEP=038．两种方法相比,MLR法所建模型较优,可靠性及预测性强．这些模型及其确定的活性影响参数有助于辅助研发和筛选新型EP1受体抗拮剂． |
| 关键词: EP1受体抗拮剂 定量构效关系 多元线性回归 主成分分析 |
| DOI：10.11918/j.issn.0367-6234.2012.04.024 |
| 分类号:R913 |
| 基金项目:国家自然科学基金资助项目(10801025) |
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| Study on quantitative structure activity relationship of EP1 receptor antagonists |
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YAN Yulian, LI Yan, YANG Yinfeng, LU Xiaowei, ZHANG Shuwei
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School of Chemical Engineering, Dalian University of Technology, 116024 Dalian, Liaoning, China
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| Abstract: |
| To develop EP1 receptor antagonists with higher activities, the key factors that affect the activities of EP1 antagonists were explored in this study. 103 EP1 antagonists were selected as data sets, and each molecule was calculated based on 254 parameters. Two regression methods of multiple linear regression (MLR) and principal component analysis (PCA) were used. The results show that the quantitative structure-activity relationship models using both the MLR and PCA exhibit good predictive ability. The statistical results by MLR show training set R2=077, SEE=083, test set R2=074, SEP=033, and those by PCA show training set R2=072, SEE=045, test set R2=071, SEP=038. |
| Key words: EP1 receptor antagonists quantitative structure activity relationship multiple linear regression principal component analysis |
