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Studies of local anaesthetics
Part 191 – Utilization of artificial neural networks in the study of correlations between the calculated and measured values of retention factors k in various separation systems in the group of basic esters of alkoxy-substituted phenylcarbamic acid


Authors: T. Ďurčeková 1;  K. Boronová 1;  J. Lehotay 2;  J. Mocák 1;  J. Čižmárik 3;  N. Denderz 2
Authors‘ workplace: Univerzita sv. Cyrila a Metoda v Trnave, Fakulta prírodných vied, Katedra chémie 1;  Slovenská technická univerzita v Bratislave, Fakulta chemickej a potravinárskej technológie, Ústav analytickej chémie 2;  Univerzita Komenského v Bratislave, Farmaceutická fakulta, Katedra farmaceutickej chémie 3
Published in: Čes. slov. Farm., 2010; 59, 205-209
Category: Original Articles

Overview

Artificial neural networks (ANN) were utilized to predict the HPLC retention factor k of a group of basic esters of alkoxyphenyl-substituted phenylcarbamic acid. Very good results were obtained in the prediction of three investigated systems: phenyl column, acetonitrile/water mobile phase (retention factor kPhAc), phenyl column, methanol/water mobile phase (retention factor kPhMe), and C18 column, acetonitrile/water mobile phase (retention factor kC18Ac), which are expressed by the dependences of the retention factor predicted vs. the retention factor experimentally measured. The intercepts and the slopes of the obtained dependences were close to 0 and 1, respectively. The results for the system C18 column, methanol/water mobile phase were not sufficiently suitable for the k prediction.

Key words:
local anaesthetics – prediction of HPLC retention factor – artificial neural networks


Sources

1. Sinčák, P., Andrejková, G.: Neurónové siete I. Košice: ELFA Press 1996.

2. Zupan, J., Gasteiger, J.: Neural networks in chemistry and drug design. 2nd ed. Weinheim: Wiley 1999.

3. Nemeček, P., Ďurčeková, T., Mocák, J., Waisser, K.: Chemometrical analysis of computed QSAR parameters and their use in biological activity prediction. Chem. Pap., 2009; 63, 84–91.

4. Hatrík, Š., Lehotay, J., Čižmárik, J.: Study of relationship between surface anaesthesia, and chromatographic properties of alkoxy esters of phenylcarbamic acids by neural network method. Part 1., Collect. Czech. Chem. Commun., 1995; 60, 960–965.

5. Hatrík, Š., Lehotay, J., Čižmárik J.: Neural network method, the tool for studying biological activity of compounds. Relationship between infiltration anaesthesia, coded structural information and chromatographic properties applied in homologous series of alkoxysubstituted esters of phenylcarbamic acids. Chem. Pap., 1995; 49, 149–154.

6. Hatrík, Š., Lehotay, J., Čižmárik J.: Possibility of anaesthetical activity prediction of N-(pyrrolidinyl) ethylesters of alkoxyphenylcarbamic acids. Collect. Czech. Chem. Commun., 1995; 60, 1410–1414.

7. Hroboňová, K., Hatrík, Š., Lehotay, J., Čižmárik J.: Study of local anestetics. Part 146. Correlation between local anaesthesia, coded structural information and chromatographic properties for homologous series of alkoxysubstituted esters of phenylcarbamic acid using neural network. Pharmazie, 1999; 54, 44–47.

8. Búčiová, Ľ., Borovanský A., Čižmárik, J., Csöllei J., Švec P., Kozlovský, J., Račanská, E., Beneš L.: Štúdium vplyvu obmien v spojovacom reťazci na biologickú aktivitu v skupine bázických fenylkarbamátov. Čes. a slov. Farm., 1987; 36, 339–344.

9. Búčiová, Ľ., Csöllei J., Borovanský A., Čižmárik, J., Račanská, E.: Príprava a účinnosť 1-etoxymetyl-2-(1-pyrolidinyl), 2-piperidíno- a 2-(1-perhydroazepinyl)--etylesterov kyseliny o- a m-alkoxyfenylkarbámovej. Čes. a slov. Farm. 1991; 40, 102–105.

10. Data Mining, Statistical Analysis, Software and Services (cit. 2010-01-05), http://www.statsoft.com/.

11. Virtual Computational Chemistry Laboratory (cit. 2010-01-05) http://www.vcclab.org/lab/alogps/.

12. ACD/LABs: (cit. 2010-01-05) http://www.acdlabs.com/home/.

13. Greksáková, O., Pešák, M., Čižmárik, J., Beneš, L., Borovanský, A.: Fyzikálno-chemické vlastnosti niektorých bázických esterov kyseliny 2-heptyloxyfenylkarbámovej. Čes. a slov. Farm., 1983; 32, 279–281.

Labels
Pharmacy Clinical pharmacology

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Czech and Slovak Pharmacy

Issue 5

2010 Issue 5

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