21
Views
0
CrossRef citations to date
0
Altmetric
Articles

Application of Genetic Algorithm as a Variable Selection in Partial Least Square and Artificial Neural Network for the Simultaneous Analysis of Sacubitril and Valsartan in their Recently Approved Pharmaceutical Preparation

, , &
Pages 287-296 | Received 26 Jul 2017, Accepted 06 Feb 2018, Published online: 10 Jul 2018

References

  • US Food and Drug Administration. FDA approves new drug to treat heart failure. Press release. July 7, 2015. www.fda.gov/NewsEvents/Newsroom/PressAnnouncements/ucm453845.htm. July 15, 2015.
  • Entresto (sacubitril and valsartan) tablets [prescribing information]. East Hanover, NJ: Novartis; July 2015.
  • Badyal, P.N., Sharma, C., Kaur, N., Shankar, R., Pandey, A., Rawal, R.K. (2015). Analytical techniques in simultaneous estimation: An Overview, Austin J. Anal. Pharm. Chem. 2: 1037.
  • Attia, K.A.M., El-Abassawi, N.M.A., Said, R.A.M., El-Olemy, A., Ramzy, S. (2017). Comparative study between zero-order spectra-processing and ratio spectra-manipulating methods applied for the determination of isoxsuprine hydrochloride in the presence of its oxidative degradation product. J. AOAC Int. doi: 10.5740/jaoacint.16-0296.
  • Galeano D'iaz, T., Guiberteau, A., Ort'iz Burguillos, J.M., Salinas, F. (1997). Comparison of chemometric methods: derivative ratio spectra and multivariate methods (CLS, PCR and PLS-for the resolution of ternary mixtures of the pesticides carbofuran carbaryl and phenamifos after their extraction into chloroform, Analyst. 122: 513-517.
  • Attia, K.A.M., El-Abasawi, N.M., El-Olemy, A., Abdelazim, A.H. (2017). Simultaneous spectrophotometric determination of Elbasvir and Grazoprevir in a pharmaceutical preparation, J. AOAC Int., doi: 10.5740/jaoacint.17-0037.
  • Attia, K.A.M., Nassar, M.W.I., Abdel-Fattah, A. (2016). Bivariate and Multivariate Spectrophotometric Methods for Determination of Ezetimibe with Kinetic Study of Its Alkaline Degradation, J. Anal. Pharm. Res., 3(1): 00042. DOI: 10.15406/japlr.2016.03.00042
  • Darwish, H.W., Elzanfaly, E.S., Saad, A.S., Abdelaleem, A.E. (2016). Full spectrum and selected spectrum based multivariate calibration methods for simultaneous determination of betamethasone dipropionate, clotrimazole and benzyl alcohol: development, validation and application on commercial dosage form, Spectrochim. Acta A Mol. Biomol. Spectrosc. 169: 50–57.
  • Ni, Y., Gong, X. (1997). Simultaneous spectrophotometric determination of mixtures of food colorants, Anal. Chim. Acta. 354: 163–171.
  • Spiegelman, C.H., McShane, M.J., Goektz, M.J., Motamedi, M., Yue, Q.L., Cote, G.L. (1998). Theoretical justification of wavelength selection in PLS-1 calibration: development of a new algorithm, Anal. Chem. 70: 35–44.
  • Andries, J.P.M., Vander Heyden, Y., Buydens, L.M.C. (2013). Predictive-property-ranked variable reduction with final complexity adapted models in partial least squares modeling for multiple responses, Anal. Chem. 85: 5444–5453.
  • Bangalore, A.S., Shaffer, R.E., Small, G.W., Arnold, M.A. (1996). Genetic algorithm-based method for selecting wavelengths and model size for use with partial least-squares regression: application to near-infrared spectroscopy, Anal. Chem. 68: 4200–4212.
  • Davis, L., Mitchell, M. (1991). Handbook of Genetic Algorithms, Van Nostrand Reinhold.
  • Michalewicz, Z. (1996). Genetic Algorithms + Data Structures, 3rd ed. Springer.
  • Attia, K.A.M., Nassar, M.W.I., El-Zeiny, M.B., Serag, A. (2017). Firefly algorithm versus genetic algorithm as powerful variable selection tools and their effect on different multivariate calibration models in spectroscopy: A comparative study, Spectrochim. Acta A Mol. Biomol. Spectrosc. 170: 117–123.
  • Naazneen, S., Sridevi, A. (2017). Development of assay method and forced degradation study of valsartan and sacubitril by RP-HPLC in tablet formulation, Int. J. App. Pharm. 9: 9–15.
  • Chunduri, R.H.B., Dannana, G. S. (2016). Development and validation of a reliable and rapid LC-MS/MS method for simultaneous quantification of sacubitril and valsartan in rat plasma and its application to a pharmacokinetic study, Biomed. Chromatogr. 30: 1467–1475.
  • Patel, K.H., Luhar, S.V., Narkhede, S.B. (2016). Simultaneous estimation of sacubitril and valsartan in synthetic mixture by RP-HPLC method, J. Pharm. Sci. Biosci. Res. 6: 262–269.
  • Gerlach, R.W., Kowalski, B.R., Wold, H.O.A. (1979). Partial least-squares path modelling with latent variables, Anal. Chim. Acta. 112: 417–421.
  • Geladi, P., Kowalski, B.R. (1986). Partial least-squares regression: a tutorial, Anal. Chim. Acta. 185: 1–17.
  • Kalivas, J.H. (2005). Multivariate calibration, an overview, Anal. Letters. 38: 2259–2279.
  • Collado, M.S., Mantovani, V.E., Goicoechea, H.C., Olivieri, A.C. (2000). Simultaneous spectrophotometric-multivariate calibration determination of several components of ophthalmic solutions: phenylephrine, chloramphenicol, antipyrine, methylparaben and thimerosal, Talanta. 52: 909-920
  • Abbaspour, A., Baramakeh, L. (2006). Application of principle component analysis-artificial neural network for simultaneous determination of zirconium and hafnium in real samples, Spectrochim. Acta A Mol. Biomol. Spectrosc. 64: 477–482.
  • Dawson, C.W., Wilby, R. (1998). An artificial neural network approach to rainfall-runoff modelling, Hydrol. Sci., J. 43: 47–66.
  • Ioele, G., De Luca, M., Dinç, E., Oliverio, F., Ragno, G. (2011). Artificial neural network combined with principal component analysis for resolution of complex pharmaceutical formulations, Chem. Pharm. Bull. (Tokyo). 59: 35–40.
  • Davis, L., Mitchell, M. (1991). Handbook of Genetic Algorithms, Van Nostrand Reinhold, New York.
  • Michalewicz, Z. (1996). Genetic Algorithms+Data Structures, 3 ed., Springer, Berlin.
  • Attia, K.A.M., Nassar, M.W.I., Attar, A.A.M. (2016). Different Aspects in Partial Least Squares and Artificial Neural Network Models Used for the Analysis of Cefoperazone Sodium in Presence of its Alkaline Degradation Product. J. Anal. Pharm. Res 2(2): 00015.
  • Attia, K.A.M., El-Abasawi, N.M., El-Olemy, A., Abdelazim, A.H. (2018). Application of different spectrophotometric methods for simultaneous determination of elbasvir and grazoprevir in pharmaceutical preparation, Spectrochim. Acta A Mol. Biomol. Spectrosc. 189: 154–160.
  • Brereton, R.G. (1997). Multilevel multifactor designs for multivariate calibration, Analyst. 122: 1521-1529.
  • Brereton, R.G. (2000). Introduction to multivariate calibration in analytical chemistry, Analyst. 125: 2125–2154.
  • Brynn Hibbert, D. (1933). Genetic algorithms in chemistry, Chemom. Intell. Lab. Syst. 19: 227–293.
  • Soh, C.S., Ong, K.M., Raveendran, P. (2005). Engineering in Medicine and Biology 27th Annual Conference, 1-4 September 2005. Shanghai, China.
  • Leardi, R. (2007). Genetic algorithms in chemistry, J. Chromatogr. A. 1158: 226–233.
  • Kramer, R. (1998). Chemometric techniques for quantitative analysis. Marcel Dekker Inc: New York.
  • Darwish, H.W., Bakheit, A.H., Attia, M.I. (2013). Three multivariate calibration methods for simultaneous spectrophotometric determination of olmesartan medoxamil, amlodipine besylate and hydrochlorothiazide in their combined dosage form, Digest J. Nanomater. biostruct. 8: 323–333.
  • Haland, D.M., Thomas, E.V. (1988). Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information, Anal. Chem. 60: 1193-1202.
  • Torrecilla, J., Mena, M., Yáñez-Sedeño, P., García, J. (2007). Application of artificial neural network to the determination of phenolic compounds in olive oil mill wastewater, J. Food Eng. 81: 544–552.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.