Liu Fengping, Cao Chenzhong, Cheng Bin
School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, Hunan 411201, China; E-Mails:
Int J Mol Sci. 2011;12(4):2448-62. doi: 10.3390/ijms12042448. Epub 2011 Apr 7.
A quantitative structure-property relationship (QSPR) analysis of aliphatic alcohols is presented. Four physicochemical properties were studied: boiling point (BP), n-octanol-water partition coefficient (lg P(OW)), water solubility (lg W) and the chromatographic retention indices (RI) on different polar stationary phases. In order to investigate the quantitative structure-property relationship of aliphatic alcohols, the molecular structure ROH is divided into two parts, R and OH to generate structural parameter. It was proposed that the property is affected by three main factors for aliphatic alcohols, alkyl group R, substituted group OH, and interaction between R and OH. On the basis of the polarizability effect index (PEI), previously developed by Cao, the novel molecular polarizability effect index (MPEI) combined with odd-even index (OEI), the sum eigenvalues of bond-connecting matrix (SX(1CH)) previously developed in our team, were used to predict the property of aliphatic alcohols. The sets of molecular descriptors were derived directly from the structure of the compounds based on graph theory. QSPR models were generated using only calculated descriptors and multiple linear regression techniques. These QSPR models showed high values of multiple correlation coefficient (R > 0.99) and Fisher-ratio statistics. The leave-one-out cross-validation demonstrated the final models to be statistically significant and reliable.
本文对脂肪醇进行了定量结构-性质关系(QSPR)分析。研究了四种物理化学性质:沸点(BP)、正辛醇-水分配系数(lg P(OW))、水溶性(lg W)以及在不同极性固定相上的色谱保留指数(RI)。为了研究脂肪醇的定量结构-性质关系,将分子结构ROH分为R和OH两部分以生成结构参数。研究表明,脂肪醇的性质受三个主要因素影响,即烷基R、取代基OH以及R与OH之间的相互作用。基于曹等人先前开发的极化率效应指数(PEI),结合奇偶指数(OEI)的新型分子极化率效应指数(MPEI)以及本团队先前开发的键连接矩阵的和特征值(SX(1CH)),用于预测脂肪醇的性质。分子描述符集直接基于图论从化合物结构中导出。使用仅计算得到的描述符和多元线性回归技术生成QSPR模型。这些QSPR模型显示出较高的多重相关系数值(R > 0.99)和费舍尔比率统计值。留一法交叉验证表明最终模型具有统计学显著性且可靠。