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A Predictive HQSAR Model for a Series of Tricycle Core Containing MMP-12 Inhibitors with Dibenzofuran Ring

机译:含三苯并呋喃环的MMP-12抑制剂系列三轮车核的HQSAR预测模型

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摘要

MMP-12 is a member of matrix metalloproteinases (MMPs) family involved in pathogenesis of some inflammatory based diseases. Design of selective matrix MMPs inhibitors is still challenging because of binding pocket similarities among MMPs family. We tried to generate a HQSAR (hologram quantitative structure activity relationship) model for a series of MMP-12 inhibitors. Compounds in the series of inhibitors with reported biological activity against MMP-12 were used to construct a predictive HQSAR model for their inhibitory activity against MMP-12. The HQSAR model had statistically excellent properties and possessed good predictive ability for test set compounds. The HQSAR model was obtained for the 26 training set compounds showing cross-validated q 2 value of 0.697 and conventional r 2 value of 0.986. The model was then externally validated using a test set of 9 compounds and the predicted values were in good agreement with the experimental results (r pred 2 = 0.8733). Then, the external validity of the model was confirmed by Golbraikh-Tropsha and r m 2 metrics. The color code analysis based on the obtained HQSAR model provided useful insights into the structural features of the training set for their bioactivity against MMP-12 and was useful for the design of some new not yet synthesized MMP-12 inhibitors.
机译:MMP-12是基质金属蛋白酶(MMPs)家族的成员,参与某些基于炎症的疾病的发病机理。由于MMPs家族之间的结合口袋相似,因此选择性基质MMPs抑制剂的设计仍具有挑战性。我们试图为一系列MMP-12抑制剂生成HQSAR(全息图定量结构活性关系)模型。使用已报道的针对MMP-12的生物活性的一系列抑制剂中的化合物,针对其针对MMP-12的抑制活性,构建了预测性HQSAR模型。 HQSAR模型具有统计学上的优良特性,并且对测试集化合物具有良好的预测能力。针对26种训练集化合物获得了HQSAR模型,其交叉验证的q 2 值为0.697,常规r 2 值为0.986。然后使用9种化合物的测试集对模型进行外部验证,预测值与实验结果吻合良好(r pred 2 = 0.8733)。然后,通过Golbraikh-Tropsha和r m 2 指标来确认模型的外部有效性。基于获得的HQSAR模型的颜色代码分析为训练组针对MMP-12的生物活性提供了有益的见解,并有助于设计一些尚未合成的新型MMP-12抑制剂。

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