• DocumentCode
    2040644
  • Title

    Application of ETSIAT to the toxicity prediction of aliphatic alcohols

  • Author

    Li, Jian ; Mei, Hu ; Yang, Li ; Wang, Qin ; Yan, Ning ; Liu, Li ; Sun, Jia-Ying ; Xie, Jiang-An

  • Author_Institution
    Key Lab. of Biorheological Sci. & Technol., Chongqing Univ., Chongqing, China
  • Volume
    5
  • fYear
    2010
  • fDate
    10-12 Aug. 2010
  • Firstpage
    2177
  • Lastpage
    2181
  • Abstract
    ETSIAT was employed in the quantitative structure-activity relationship (QSAR) modeling on the aliphatic alcohol toxicities to the Tetrahymena, tomato, spider, and bacterial luciferases et al.. The QSAR models were established by partial least squares and further validated by both internal and external validations. The results showed that ETSIAT can characterize the structural information relevant to aliphatic alcohol toxicity very well and the resulting QSAR models were robust and showed high predictive capabilities. Based on the PLS analysis of the QSAR models, it can be inferred that hydrophobicity and steric hindrance effects were key factors influencing the toxicities of the aliphatic alcohols, and there may be different toxicity mechanisms between long-chain and short-chain aliphatic alcohols.
  • Keywords
    health hazards; hydrophobicity; least squares approximations; organic compounds; physiological models; toxicology; ETSIAT; PLS analysis; Tetrahymena; aliphatic alcohol; bacterial luciferases; electrotopological state indices for atom types; hydrophobicity; partial least squares; quantitative structure-activity relationship modeling; spider; steric hindrance effects; structural information; tomato; toxicity prediction; Biological system modeling; Carbon; Compounds; Load modeling; Loading; Mathematical model; Predictive models; aliphatic alcohols; electrotopological state indices for atom types; quantitative structure-activity relationship; toxicity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery (FSKD), 2010 Seventh International Conference on
  • Conference_Location
    Yantai, Shandong
  • Print_ISBN
    978-1-4244-5931-5
  • Type

    conf

  • DOI
    10.1109/FSKD.2010.5569766
  • Filename
    5569766