QSAR STUDY OF FLAVONOID—METAL COMPLEXES AND THEIR ANTICANCER ACTIVITIES
Flavonoid-metal complexes have anticancer activities. However, the quantitative structureactivity relationship (QSAR) of flavonoid—metal complexes and their anticancer activities has not been known so far. Based on the 14 structures of flavonoid—metal complexes and their anticancer activities for HepG2 from the references, we optimised their structures using the density functional theory (DFT) method, and subsequently calculated 19 quantum chemical descriptors, such as dipole, charge, and energy. Then, we chose several quantum chemical descriptors that are very important for IC50 which represents the anticancer activities of flavonoid—metal complexes for HepG2 through the stepwise linear regression method. Meanwhile, we obtained six new variables through the principal component analysis. Finally, we built QSAR models based on those important quantum chemical descriptors, six new variables as independent variables, and IC50 as a dependent variable using an artificial neural network (ANN). At last, we validated the models using the experimental data from the references. The results show that models presented in this paper are accurate and predictive.
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2015. 56, 2
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UDC 541.6:547.13:546.562
QSAR STUDY OF FLAVONOID—METAL COMPLEXES AND THEIR ANTICANCER
ACTIVITIES
J.-Z. Qian1,2, B.-C. Wang1, Y. Fan3, J. Tan4, X. Yang5
1Bioengineering College, Chongqing University, Chongqing, China
E-mail: wangbc2000@126.com (B.-C. Wang)
2Laboratory and Equipment Managing Section, Chongqing University, Chongqing, China
3Chongqing Telecom Planning and Designing Institute Co., Ltd, Chongqing, China
4Department of Biological and Chemical Engineering, Chongqing University of Education, Chongqing, China
5Chongqing Normal University, Chongqing, China
Received August, 27, 2013
Revised — October, 18, 2013
Flavonoid-metal complexes have anticancer activities. <...> Based on the 14 structures of flavonoid—metal complexes and their
anticancer activities for HepG2 from the references, we optimised their structures using the
density functional theory (DFT) method, and subsequently calculated 19 quantum chemical
descriptors, such as dipole, charge, and energy. <...> Then, we chose several quantum chemical descriptors
that are very important for IC50 which represents the anticancer activities of flavonoid—metal
complexes for HepG2 through the stepwise linear regression method. <...> Meanwhile,
we obtained six new variables through the principal component analysis. <...> Finally, we built
QSAR models based on those important quantum chemical descriptors, six new variables as
independent variables, and IC50 as a dependent variable using an artificial neural network
(ANN). <...> Keywords: flavonoid—metal complexes, quantum chemistry descriptors, anticancer, artificial
neural network (ANN), quantitative structure-activity relationship (QSAR). <...> The groups of flavonoids
that chelate with metals are 3-OH, 4C=O, 5-OH or —OH on catechol. <...> Stepwise linear regression and principal component analysis. <...> Principal component analysis is used to compress a pool of descriptors into principal components
as new variables, and the new variables can affect the original variables. <...> We can further obtain new independent
variables that consist of original variables through principal component analysis. <...> Based on the results of the stepwise linear regression and the principal component analysis, we
chose important quantum chemical descriptors and F as the independent variables, respectively, and
IC50 as the dependent variable. <...> Eleven sets <...>
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