Predicting Maximum Bioactivity of Dihydrofolate Reductase Inhibitors

作者: Matevž Pompe , Marjana Novič , Jure Zupan , Marjan Veber

DOI: 10.1007/978-1-4615-4141-7_53

关键词:

摘要: In the present study correlation between chemical structures and inhibiting properties of 256 5-phenyl-3,4-diamino-6,6-dimethyldihydrotriazine derivatives, inhibitors dihydrofolate reductase (DHFR), is investigated. The data-set has been studied by several researches in many different laboratories1–3. hi first studies1, linear regression models were tested, later on artificial neural network successfully applied2, 3. all mentioned studies, compounds represented same way, with physicochemical parameters: Hammett’s σ, Hansch’s π hydrofobicity parameter, molar refractivity MR, additional indicator variables for presence or absence specific structural features. our general codes, regardless presumably important substituents’ sites. Molecular descriptors were: topological, geometrical, electrostatic, quantum-mechanical indices calculated CODESSA4 software package, “spectrum-like” structure representation5.

参考文章(4)
Carlo Silipo, Corwin Hansch, Correlation analysis. Its application to the structure-activity relationship of triazines inhibiting dihydrofolate reductase. Journal of the American Chemical Society. ,vol. 97, pp. 6849- 6861 ,(1975) , 10.1021/JA00856A042
Frank R. Burden, Brendan S. Rosewarne, David A. Winkler, Predicting maximum bioactivity by effective inversion of neural networks using genetic algorithms Chemometrics and Intelligent Laboratory Systems. ,vol. 38, pp. 127- 137 ,(1997) , 10.1016/S0169-7439(97)00052-X
T. A. Andrea, Hooshmand Kalayeh, Applications of neural networks in quantitative structure-activity relationships of dihydrofolate reductase inhibitors. Journal of Medicinal Chemistry. ,vol. 34, pp. 2824- 2836 ,(1991) , 10.1021/JM00113A022
Jure Zupan, Marjana Novič, General type of a uniform and reversible representation of chemical structures Analytica Chimica Acta. ,vol. 348, pp. 409- 418 ,(1997) , 10.1016/S0003-2670(97)00033-0