A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure
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 POW), water solubility (lg W) and the chromatographic retention indices (RI) on different pol...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2011-04-01
|
Series: | International Journal of Molecular Sciences |
Subjects: | |
Online Access: | http://www.mdpi.com/1422-0067/12/4/2448/ |
id |
doaj-60237e958e824a8c9b3b613004d45ccd |
---|---|
record_format |
Article |
spelling |
doaj-60237e958e824a8c9b3b613004d45ccd2020-11-25T02:34:59ZengMDPI AGInternational Journal of Molecular Sciences1422-00672011-04-011242448246210.3390/ijms12042448A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into SubstructureBin ChengChenzhong CaoFengping LiuA 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 POW), 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 (SX1CH) 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.http://www.mdpi.com/1422-0067/12/4/2448/quantitative structure property relationshipaliphatic alcoholsboiling pointsn-octanol-water partition coefficientwater solubilityretention indices |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Bin Cheng Chenzhong Cao Fengping Liu |
spellingShingle |
Bin Cheng Chenzhong Cao Fengping Liu A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure International Journal of Molecular Sciences quantitative structure property relationship aliphatic alcohols boiling points n-octanol-water partition coefficient water solubility retention indices |
author_facet |
Bin Cheng Chenzhong Cao Fengping Liu |
author_sort |
Bin Cheng |
title |
A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure |
title_short |
A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure |
title_full |
A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure |
title_fullStr |
A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure |
title_full_unstemmed |
A Quantitative Structure-Property Relationship (QSPR) Study of Aliphatic Alcohols by the Method of Dividing the Molecular Structure into Substructure |
title_sort |
quantitative structure-property relationship (qspr) study of aliphatic alcohols by the method of dividing the molecular structure into substructure |
publisher |
MDPI AG |
series |
International Journal of Molecular Sciences |
issn |
1422-0067 |
publishDate |
2011-04-01 |
description |
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 POW), 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 (SX1CH) 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. |
topic |
quantitative structure property relationship aliphatic alcohols boiling points n-octanol-water partition coefficient water solubility retention indices |
url |
http://www.mdpi.com/1422-0067/12/4/2448/ |
work_keys_str_mv |
AT bincheng aquantitativestructurepropertyrelationshipqsprstudyofaliphaticalcoholsbythemethodofdividingthemolecularstructureintosubstructure AT chenzhongcao aquantitativestructurepropertyrelationshipqsprstudyofaliphaticalcoholsbythemethodofdividingthemolecularstructureintosubstructure AT fengpingliu aquantitativestructurepropertyrelationshipqsprstudyofaliphaticalcoholsbythemethodofdividingthemolecularstructureintosubstructure AT bincheng quantitativestructurepropertyrelationshipqsprstudyofaliphaticalcoholsbythemethodofdividingthemolecularstructureintosubstructure AT chenzhongcao quantitativestructurepropertyrelationshipqsprstudyofaliphaticalcoholsbythemethodofdividingthemolecularstructureintosubstructure AT fengpingliu quantitativestructurepropertyrelationshipqsprstudyofaliphaticalcoholsbythemethodofdividingthemolecularstructureintosubstructure |
_version_ |
1724805994907697152 |