QSAR Study of the Fungicidal Activity of Thiophosphorylglycinamide Derivatives. Comparison of Principal Component Analysis and Spectral Mapping Technique

Gyula Oros, T. Cserháti
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引用次数: 3

Abstract

The growth inhibitory effect of 38 thiophosphorylglycinamide (TPGA) derivatives against 25 fungal species (test organisms) belonging to various taxonomic groups was determined. Principal component analysis (PCA) was used for the elucidation of similarities and dissimilarities between TPGAs and between fungi. The strength (potency) and selectivity of the fungicidal effect were separated by the spectral mapping technique (SPM). The dimensionality of the matrices of PC loadings and variables and the selectivity maps were reduced to two by the nonlinear mapping technique. PCA and SPM were compared by calculating linear relationships between the potency values and the corresponding coordinates of maps calculated by PCA and SPM. The relationship between fungicidal effect and molecular structure was elucidated by stepwise regression analysis. It was established that the coordinates of maps are orthogonal and the results of PCA and SPM are similar but not identical. The advantage of SPM is the separation of the strength and selectivity of fungicidal effect facilitating the rational design of new TPGA derivatives. Stepwise regression analysis indicated that the position of substituents in the TPGA molecule, its bulkiness and hydrophobicity exert the highest impact on both the strength and selectivity of fungicidal effect. No relationship was found between sensitivity of fungal species towards TPGAs and their taxonomic position.
硫代磷酰甘氨酸酰胺衍生物杀菌活性的QSAR研究。主成分分析与光谱映射技术的比较
测定了38种硫代磷酰甘氨酸酰胺(TPGA)衍生物对25种不同分类类群真菌(试验生物)的生长抑制作用。采用主成分分析(PCA)对TPGAs与真菌间的异同进行了分析。利用光谱定位技术(SPM)对其抑菌效果的强度(效价)和选择性进行分离。采用非线性映射技术,将PC载荷矩阵、变量矩阵和选择性映射降维为2维。通过计算PCA和SPM计算的效价值与相应图谱坐标之间的线性关系,对PCA和SPM进行比较。通过逐步回归分析,阐明了分子结构与杀真菌效果的关系。建立了图的坐标是正交的,主成分分析法和SPM分析法的结果相似但不完全相同。SPM的优势在于分离了杀真菌效果的强度和选择性,便于新的TPGA衍生物的合理设计。逐步回归分析表明,取代基在TPGA分子中的位置、体积和疏水性对杀真菌效果的强度和选择性影响最大。真菌种类对TPGAs的敏感性与它们的分类位置没有关系。
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