倍半萜内酯定量结构与抗锥虫活性关系的扩展研究

Njogu M. Kimani, J. Matasyoh, M. Kaiser, M. Nogueira, G. Trossini, T. Schmidt
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摘要

在之前对69种倍半萜内酯(STLs)对布氏罗得西亚锥虫(brucei rhodesiense, Tbr)[1]的抗锥虫活性的定量构效关系(QSAR)研究的基础上,本研究建立了一个更大、更多样化的QSAR模型,该模型包含了几乎是东非人类非洲锥虫病的两倍(130种)的天然产物。扩展的数据集是通过我们组内的各种stl分离和抗锥虫活性测试获得的,并通过从文献中获得的12个化合物进一步增强,这些化合物在相同的实验室条件下进行了测试。使用各种互补方法进行详细的QSAR分析:(1)使用遗传算法选择最相关变量的基于“经典”描述符的QSAR,即与我们之前的研究[1]相同的方法;(2)根据最活跃分子的3D排列获得的药效团特征推断的指示变量,如[2];(3)基于从2D分子结构中提取的片段的分子指纹的全息图QSAR (HQSAR),如[3]。已获得具有良好的内部和外部预测能力的模型。对于一组化学性质多样的化合物,模型显示出良好的决定系数(R2),范围为0.71至0.85,以及内部(留一的Q2值范围为0.62至0.72)和外部验证系数(P2值范围为0.54至0.73)。各种测试描述符对生成模型的贡献与先前QSAR研究的结果很好地一致,并证实了stl的抗锥虫活性在很大程度上依赖于分子结构中共轭羰基的存在和相对位置,但受其亲疏水性和分子形状的影响[j]。Antimicrob。中国生物医学工程学报,2014,31(1):357 - 357。Schomburg, C.等。欧元。医学与化学杂志,2013,33(3):313-320。g.h.g.等人。中国生物医学工程学报,2014,31(7),444 - 444。
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An extended study on quantitative structure-antitrypanosomal activity relationships of sesquiterpene lactones
In continuation of a previous quantitative structure-activity relationship (QSAR) study on the antitrypanosomal activity of 69 sesquiterpene lactones (STLs) towards Trypanosoma brucei rhodesiense (Tbr) [1], the causative agent of East African form of human African trypanosomiasis, a QSAR model for a much larger and more diverse set of almost twice as many (130) of such natural products was established in this study. The extended data set has been obtained through a variety of STLs isolated and tested for antitrypanosomal activity within our group and further enhanced by 12 compounds obtained from literature, which have been tested in the same laboratory under identical conditions. Detailed QSAR analyses using various complementary approaches: (1) “Classical” descriptor-based QSAR using a genetic algorithm to select the most relevant variables, i.e. the same approach as in our previous study [1], (2) indicator variables deduced from pharmacophore features obtained from a 3D alignment of the most active molecules as applied in [2] and (3) hologram QSAR (HQSAR) based on molecular fingerprints of fragments extracted from the 2D molecular structure as used, e.g., in [3], have yielded models with good internal and external predictive ability. For a set of compounds as chemically diverse as the one under study, the models exhibited good coefficients of determination (R2) ranging from 0.71 to 0.85, as well as internal (leave-one-out Q2 values ranging from 0.62 to 0.72) and external validation coefficients (P2 values ranging from 0.54 to 0.73). The contributions of the various tested descriptors to the generated models are in good agreement with the results of previous QSAR studies and corroborate the fact that the antitrypanosomal activity of STLs is very much dependent on the presence and relative position of conjugated carbonyl groups within the molecular structure, but influenced by their hydrophilic/hydrophobic property and molecular shape References Schmidt, T. J. et al. Antimicrob. Agents Chemother. 2014, 58 (1), 325–332. Schomburg, C. et al. Eur. J. Med. Chem. 2013, 63, 313–320. Trossini, G. H. G. et al. Molecules 2014, 19 (7), 10546–10562.
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