第二代ALK抑制剂嘧啶衍生物的3D-QSAR及对接研究

G. Jiang, L. Song, Yong-Fu Qiu, Yu Liu
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摘要

间变性淋巴瘤激酶(ALK)是治疗非小细胞肺癌的一个有希望的靶点。在克唑替尼治疗下,ALK激酶结构域发生点突变后出现耐药性和进展性疾病。第二代ALK抑制剂可以解决第一代ALK抑制剂的不足,特别是在癌症化疗中的耐药问题。例如,一种嘧啶衍生物Ceritinib (LDK378)可以抑制ALK的活性,IC50值为40.7 nmol/L,并且在初始使用克唑替尼治疗后可能出现疾病进展。不幸的是,迄今为止尚未确定明确的构效关系,这阻碍了未来具有ALK抑制活性的化合物的合理设计。为了探索影响第二代ALK抑制剂活性的嘧啶衍生物的结构,我们对45种嘧啶衍生物进行了三维定量构效关系(3D-QSAR)和分子对接。采用比较分子场分析(CoMFA)和比较分子相似指数分析(CoMSIA)技术生成3D-QSAR模型。CoMFA和CoMSIA采用Sybyl X 2.0软件包。使用SYBYL-X 2.0包中的Surflex-Dock模块进行分子对接分析。我们在CoMFA模型中发现,未经交叉验证的r2值为0.998,交叉验证的q 2值为0.663,F统计值为2401.970,而r2值为0.988;CoMSIA模型的q2值为0.730,F值为542.933,表明CoMFA和CoMSIA模型具有较好的可预测性。三维等高线图和对接结果表明,化合物核心部位的不同基团可以增强生物活性。基于这些结果,所建立的3D-QSAR模型和获得的ALK抑制剂的结合结构有利于预测新抑制剂的活性,并将有助于未来ALK抑制剂的合理设计。
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3D-QSAR and Docking Studies on Pyrimidine Derivatives of Second-Generation ALK Inhibitors
Anaplastic lymphoma kinase (ALK) is a promising target for the treatment of non-small cell lung cancer. Under crizotinib treatment, drug resistance and progressive disease appeared after the point mutations arising in the kinase domain of ALK. Second-generation ALK inhibitors can solve the deficiencies of the first generation, especially the drug resistance in cancer chemotherapy. Ceritinib (LDK378), a pyrimidine derivative, for example, can inhibit the activity of ALK with an IC50 value of 40.7 nmol/L, and can experience disease progression after initial treatment with crizotinib. Unfortunately, clear structure–activity relationships have not been identified to date, impeding the rational design of future compounds possessing ALK inhibition activity. To explore interesting insights into the structures of pyrimidine derivatives that influence the activities of the second-generation ALK inhibitors, three-dimensional quantitative structure–activity relationship (3D-QSAR) and molecular docking were performed on a total of 45 derivatives of pyrimidine. Comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA) techniques were used to generate 3D-QSAR models. CoMFA and CoMSIA were performed using the Sybyl X 2.0 package. Molecular docking analysis was performed using the Surflex-Dock module in SYBYL-X 2.0 package. We found in the CoMFA model that the non-cross-validated r2 value was 0.998, the cross-validated q 2 value was 0.663, and the F statistic value was 2,401.970, while the r2 value was 0.988; q 2 value was 0.730, and F value was 542.933 in CoMSIA models, suggesting the good predictability of the CoMFA and CoMSIA models. 3D contour maps and docking results suggested that different groups on the core parts of the compounds could enhance the biological activities. Based on these results, the established 3D-QSAR models and the binding structures of ALK inhibitors obtained favor the prediction of the activity of new inhibitors and will be helpful in the reasonable design of ALK inhibitors in the future.
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