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首页> 外文期刊>Bioorganic and Medicinal Chemistry >Novel TOPP descriptors in 3D-QSAR analysis of apoptosis inducing 4-aryl-4H-chromenes: Comparison versus other 2D- and 3D-descriptors
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Novel TOPP descriptors in 3D-QSAR analysis of apoptosis inducing 4-aryl-4H-chromenes: Comparison versus other 2D- and 3D-descriptors

机译:凋亡诱导4-芳基-4H-色烯的3D-QSAR分析中的新型TOPP描述符:与其他2D和3D描述符的比较

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摘要

Novel 3D-descriptors using Triplets Of Pharmacophoric Points (TOPP) were evaluated in QSAR-studies on 80 apopto-sis-inducing 4-aryl-4H-chromenes. A predictive QSAR model was obtained using PLS, confirmed by means of internal and external validations. Performance of the TOPP approach was compared with that of other 2D- and 3D-descriptors; statistical analysis indicates that TOPP descriptors perform best. A ranking of TOPP > GRIND > BCI 4096 = ECFP > FCFP > GRID-GOLPE DRAGON > MDL 166 was achieved. Finally, in a 'consensus' analysis predictions obtained using the single methods were compared with an average approach using six out of eight methods. The use of the average is statistically superior to the single methods. Beyond it, the use of several methods can help to easily investigate the presence/absence of outliers according to the 'consensus' of the predicted values: agreement among all the methods indicates a precise prediction, whereas large differences between predicted values (for the same compounds by different methods) would demand caution when using such predictions.
机译:在QSAR研究中,对80个凋亡诱导的4-芳基-4H-色烯进行了QSAR研究,评估了使用药典点(TOPP)三联体的新型3D描述符。使用PLS获得了预测性QSAR模型,并通过内部和外部验证进行了确认。将TOPP方法的性能与其他2D和3D描述符的性能进行了比较;统计分析表明,TOPP描述符表现最佳。获得了TOPP> GRIND> BCI 4096 = ECFP> FCFP> GRID-GOLPE DRAGON > MDL 166的排名。最后,在“共识”分析中,将使用单一方法获得的预测与使用八种方法中的六种的平均方法进行了比较。在统计上,使用平均值优于单一方法。除此之外,根据预测值的“共识”,使用几种方法可以帮助轻松地调查异常值的存在/不存在:所有方法之间的一致性表明精确的预测,而预测值之间的较大差异(对于相同使用这种方法预测时,将需要谨慎。

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