A novel method for simultaneous determination of codeine and acetaminophen in plasma by combination of UV Vis spectroscopy and artificial neural network

Authors

Mohsen Shahlaei1,*, Hadi Andisheh2, Katayoun Derakhshandeh3, Komail SadrJavadi1, Mahsa Azami4
1Novel Drug Delivery Research Center, Faculty of Pharmacy, Kermanshah University of Medical Sciences, Kermanshah, Iran
2Student Research Committee, Kermanshah University of Medical Sciences, Kermanshah, Iran
3Nano Drug Delivery Research Center, Kermanshah University of Medical Sciences, Kermanshah, Iran
4Department of Pharmaceutics, Faculty of Pharmacy, Kermanshah University of Medical Sciences, Kermanshah, Iran
*Corresponding Author: Corresponding author: Novel Drug Delivery Research Center, Faculty of Pharmacy, Kermanshah University of Medical Sciences, Kermanshah, Iran. Email:[email protected]

Journal of Reports in Pharmaceutical Sciences:Vol. 3, issue 2; 141-158
Published online:Sep 06, 2014
Article type:Research Article
Received:Jul 24, 2014
Accepted:Sep 02, 2014
How to Cite:Shahlaei M, Andisheh H, Derakhshandeh K, SadrJavadi K, Azami M. A novel method for simultaneous determination of codeine and acetaminophen in plasma by combination of UV Vis spectroscopy and artificial neural network. J Rep Pharm Sci. 2014;3(2):e147698. doi:

Abstract

A sensitive and selective method using combination of principal component analysis (PCA), artificial neural network (ANN) and UV‐Visible spectroscopy has been developed for the simultaneous determination of acetaminophen (AMP) and codeine (COD) in plasma samples. The ANN trained by the back‐propagation learning was employed to model the complex non‐linear relationship between the PCs extracted from UV‐visible spectra of medications and the absorbance values. Optimal ANN model were as follows: Number of input PCs: 6, number of neurons in hidden layer: 5. The linear calibration range was 10‐70 μg ml‐1 and 40‐700 μg ml‐1, and the detection limit were 0.3 μg ml‐1 and 1.3 μg ml‐1, for AMP and COD, respectively. The results have been compared with those obtained by the HPLC method. 

Copyright

© 2014, Author(s). This open-access article is available under the Creative Commons Attribution 4.0 (CC BY 4.0) International License (https://creativecommons.org/licenses/by/4.0/), which allows for unrestricted use, distribution, and reproduction in any medium, provided that the original work is properly cited.

Similar Articles

28
Jun
2015

A Linear Principal Component Regression and Nonlinear Neural Network Model for Determination of Indomethacin in Plasma Samples Using UV-Vis Spectroscopy and Comparison with HPLC

Gholamreza Bahrami,
Hamid Nabiyar,
Komail SadrJavadi,
Mohsen Shahlaei

Bahrami G, Nabiyar H, SadrJavadi K, Shahlaei M. A Linear Principal Component Regression and Nonlinear Neural Network Model for Determination of Indomethacin in Plasma Samples Using UV-Vis Spectroscopy and Comparison with HPLC. J Rep Pharm Sci. 2015;4(1):e147692. doi:

31
Jul
2018

Combined Unfolded Principal Component Analysis and Artificial Neural Network for Determination of Ibuprofen in Human Serum by Three-Dimensional Excitation–Emission Matrix Fluorescence Spectroscopy

Gholamreza Bahrami,
Hamid Nabiyar,
Komail Sadrjavadi,
Mohsen Shahlaei

Bahrami G, Nabiyar H, Sadrjavadi K, Shahlaei M. Combined Unfolded Principal Component Analysis and Artificial Neural Network for Determination of Ibuprofen in Human Serum by Three-Dimensional Excitation–Emission Matrix Fluorescence Spectroscopy. Iran J Pharm Res. 2018;17(3):e124801. doi: https://doi.org/10.22037/ijpr.2018.2266

30
Apr
2015

Development of a Rapid Derivative Spectrophotometric Method for Simultaneous Determination of Acetaminophen, Diphenhydramine and Pseudoephedrine in Tablets

Effat Souri,
Aghil Rahimi,
Nazanin Shabani Ravari,
Maliheh Barazandeh Tehrani

Souri E, Rahimi A, Shabani Ravari N, Barazandeh Tehrani M. Development of a Rapid Derivative Spectrophotometric Method for Simultaneous Determination of Acetaminophen, Diphenhydramine and Pseudoephedrine in Tablets. Iran J Pharm Res. 2015;14(2):e125361. doi: https://doi.org/10.22037/ijpr.2015.1655

31
Jul
2016

UV-Vis Spectrophotometry and Multivariate Calibration Method for Simultaneous Determination of Theophylline, Montelukast and Loratadine in Tablet Preparations and Spiked Human Plasma

Seyed Karim Hassaninejad-Darzi,
Abdolraouf Samadi-Maybodi,
Seyed Mohsen Nikou

Hassaninejad-Darzi SK, Samadi-Maybodi A, Nikou SM. UV-Vis Spectrophotometry and Multivariate Calibration Method for Simultaneous Determination of Theophylline, Montelukast and Loratadine in Tablet Preparations and Spiked Human Plasma. Iran J Pharm Res. 2016;15(3):e127509. doi: https://doi.org/10.22037/ijpr.2016.1876

30
Apr
2017

Artificial Neural Networks (ANN) for the Simultaneous Spectrophotometric Determination of Fluoxetine and Sertraline in Pharmaceutical Formulations and Biological Fluid

Hamid Reza Akbari Hasanjani,
Mahmoud Reza Sohrabi

Akbari Hasanjani HR, Sohrabi MR. Artificial Neural Networks (ANN) for the Simultaneous Spectrophotometric Determination of Fluoxetine and Sertraline in Pharmaceutical Formulations and Biological Fluid. Iran J Pharm Res. 2017;16(2):e125008. doi: https://doi.org/10.22037/ijpr.2017.2029

More by these authors

Mohsen ShahlaeiPubMedScholar
Hadi AndishehPubMedScholar
Katayoun DerakhshandehPubMedScholar
Komail SadrJavadiPubMedScholar
Mahsa AzamiPubMedScholar
Share
Cited by
Metrics