Abstract
Quantitative structure-activity relationship (QSAR) models can be applied as a powerful tool for predicting the response in biological and chemical systems. D2 receptor subtypes such as dopamine receptors assist dopaminergic neurotransmission in brain. In this work, binding affinities of synthesized agonists with D2-like receptors in binding assays using rat brain were related to the structural properties of these agonists. The structural descriptors of these compounds are calculated. A stepwise variable selection is applied for PLS modeling. The walk and path counts, 2D autocorrelations, 3D atom pairs, RDF, 3D-MoRSE, WHIM, GETAWAY blocks are among the selected descriptors. The PLS model is built with 5 latent variables. The predictive ability of the model is evaluated on a set of 5 ligands, which are not used in modeling steps, and the acceptable results are obtained.
References
A. Björklund and T. Hökfelt, Handbook of Chemical Neuroanatomy, Elsevier, Amsterdam (1983).
Y. T. Wang, Z. Y. Su, C. H. Hsieh, et al., J. Chem. Inf. Model., 49, 2369–2375 (2009).
C. Missale, S. R. Nash, S. W. Robinson, et al., Physiol. Rev., 78, 189–225 (1998).
J. Lotharius and P. Brundin, Nat. Rev. Neurosci., 3, 932–942 (2002).
B. Gardner and P. G. Strange, Br. J. Pharmacol., 124, 978–984 (1998).
D. R. Sibley and F. J. Monsma, Trends Pharmacol. Sci., 15, 264–270 (1992).
O. Civelli, J. R. Bunzow, and G. K. Grandy, Annu. Rev. Pharmacol. Toxicol., 32, 281–307 (1993).
K. Neve and R. A. Neve, The Dopamine Receptors, Humana Press, New Jersey, Totowa (1997).
R. E. Wilcox, T. Tseng, M. Y. Brusniak, et al., J. Med. Chem., 41, 4385–4399 (1998).
F. Pettersson, Synthesis, Pharmacological, Characterization, QSAR Modelling of 4-Phenylpiperidines, 4-Phenylpiperazines Effects on the Dopaminergic Neurotransmission in Vivo, Department of Chemistry, Molecular Biology, University of Gothenburg, Göteborg, Sweden (2012).
S. Avram, D. Duda-Seiman, F. Borcan, et al., J. Serb. Chem. Soc., 76, 263–281 (2011).
J. Chen, B. Levant, and S. Wang, Bioorg. Med. Chem. Lett., 22, 5612–5617 (2012).
L. B. Kier and L. H. Hall, Molecular Structure Description: the Electrotopological State, Academic Press, San Diego (1999).
L. H. Hall, B. Mohney, and L. B. Kier, J. Chem. Inf. Comp. Sci., 31, 76–82 (1991).
L. H. Hall, B. Mohney, and L. B. Kier, Quant. Struct.-Act. Relat., 10, 43–51 (1991).
F. Harary, Graph Theory, Addison-Wesley, Reading, Mass. (1969).
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Original Russian Text © 2017 M. Mahani, S. Sheikhghomi, H. Sheikhghomi, J. Fasihi.
The text was submitted by the authors in English. Zhurnal Strukturnoi Khimii, Vol. 58, No. 2, pp. 361–365, February–March, 2017.
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Supplementary materials to: Quantitative structure-activity relationship study on the binding affinity of some aminothiazole derivatives with a dopamine receptor in brain
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Mahani, M., Sheikhghomi, S., Sheikhghomi, H. et al. Quantitative structure-activity relationship study on the binding affinity of some aminothiazole derivatives with a dopamine receptor in brain. J Struct Chem 58, 344–348 (2017). https://doi.org/10.1134/S0022476617020159
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DOI: https://doi.org/10.1134/S0022476617020159