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. 2025 Apr 11;15(1):12523.
doi: 10.1038/s41598-025-97220-y.

Rank annihilation factor analysis for kinetic spectrophotometric determination of morphine in unknown samples

Affiliations

Rank annihilation factor analysis for kinetic spectrophotometric determination of morphine in unknown samples

Morteza Bahram et al. Sci Rep. .

Abstract

The accurate and selective determination of morphine in biological and pharmaceutical samples remains a critical challenge due to matrix interferences and the need for highly sensitive detection methods. While traditional techniques such as GC-MS, HPLC-UV, and LC-MS/MS offer high sensitivity and selectivity, they often require complex sample preparation, expensive instrumentation, and extensive calibration procedures. In this study, we employ rank annihilation factor analysis (RAFA) in combination with kinetic spectrophotometry to enhance the accuracy and robustness of morphine quantification. RAFA effectively eliminates matrix interferences and resolves overlapping spectral data, thereby improving both sensitivity and selectivity compared to conventional spectrophotometric and chromatographic methods. The Marquis reagent, as a simple, known reagent, was used to acquire kinetic-spectrophotometric data for rank annihilation factor analysis of morphine in several unknown samples. Marquis reagent is composed of a mixture of formaldehyde and concentrated sulfuric acid. Usually, different compounds produce different color reactions when using this reagent. The proposed method was first investigated using simulated data before a couple of tested opiate samples were analyzed by the proposed method to further investigate its performance. The proposed method was also successfully applied to determine morphine in a human urine sample.

Keywords: Kinetic-spectrophotometric; Marquis reagent; Morphine; RAFA.

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Conflict of interest statement

Declarations. Competing interests: The authors declare no competing interests.

Figures

Fig. 1
Fig. 1
Simulated spectra of the products (a) and kinetic profiles for reaction of three analytes X1, X2 and X3 (b) using a same reagent(s).
Fig. 2
Fig. 2
Simulated spectrum (a), kinetic profile (b) for reaction of individual analyte (X1 in this case) with reagent, and the general schematic of the RAFA method in MATLAB (c).
Fig. 3
Fig. 3
Marquis reaction of morphine.
Fig. 4
Fig. 4
Kinetic-spectrophotometric data set (a) and kinetic profile (b) of the color reaction of morphine as the standard sample with marquis reagent.
Fig. 5
Fig. 5
Kinetic-spectrophotometric data set of the color reaction of a case binary mixture of morphine-heroine (a) and ternary mixture of morphine-heroine-codeine (b) with marquis reagent.
Fig. 6
Fig. 6
The ratios of consecutive singular values of SVD of the simulated data matrix as a function of number of components ((a) for the standard matrix, (b) for the sample matrix).
Fig. 7
Fig. 7
The plots the least significant eigenvalues of Dresidual as a function of k.
Fig. 8
Fig. 8
The ratios of consecutive singular values of SVD of the morphine-heroine (a) and morphine-heroine-codeine (b) data matrix as a function of number of components.
Fig. 9
Fig. 9
The plots the least significant eigenvalues of Dresidual as a function of k for the samples of morphine-heroine (a) and morphine-heroine-codeine (b).

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