Quantitative energy-dispersive x-ray diffraction for identification of counterfeit medicines: a preliminary study

The prevalence of counterfeit and substandard medicines has been growing rapidly over the past decade, and fast, nondestructive techniques for their detection are urgently needed to counter this trend. In this study, energy-dispersive X-ray diffraction (EDXRD) combined with chemometrics was assessed for its effectiveness in quantitative analysis of compressed powder mixtures. Although EDXRD produces lower-resolution diffraction patterns than angular-dispersive X-ray diffraction (ADXRD), it is of interest for this application as it carries the advantage of allowing the analysis of tablets within their packaging, due to the higher energy X-rays used. A series of caffeine, paracetamol and microcrystalline cellulose mixtures were prepared with compositions between 0 - 100 weight% in 20 weight% steps (22 samples in total, including a centroid mixture), and were pressed into tablets. EDXRD spectra were collected in triplicate, and a principal component analysis (PCA) separated these into their correct positions in the ternary mixture design. A partial least-squares (PLS) regression model calibrated using this training set was validated using both segmented cross-validation, and with a test set of six samples (mixtures in 8:1:1 and 5⅓:2⅓:2⅓ ratios) – the latter giving a root-mean square error of prediction (RMSEP) of 1.30, 2.25 and 2.03 weight% for caffeine, paracetamol and cellulose respectively. These initial results are promising, with RMSEP values on a par with those reported in the ADXRD literature.

[1]  Kaspar Althoefer,et al.  Nitrogen-14 nuclear quadrupole resonance spectroscopy: a promising analytical methodology for medicines authentication and counterfeit antimalarial analysis. , 2013, Analytical Chemistry.

[2]  S. P. Kachur,et al.  A Nationwide Survey of the Quality of Antimalarials in Retail Outlets in Tanzania , 2008, PloS one.

[3]  Evaluation of chemometric algorithms in quantitative X-ray powder diffraction (XRPD) of intact multi-component consolidated samples. , 2009, Journal of pharmaceutical and biomedical analysis.

[4]  P. Newton,et al.  Falsified medicines in Africa: all talk, no action. , 2014, The Lancet. Global health.

[5]  Á. Demeter,et al.  Quantitative determination of famotidine polymorphs: X-ray powder diffractometric and Raman spectrometric study. , 2009, Journal of pharmaceutical and biomedical analysis.

[6]  Patrick R. Wright,et al.  ata fusion of Fourier transform infrared spectra and powder X-ray diffraction atterns for pharmaceutical mixtures ahul , 2011 .

[7]  N. Urbanetz,et al.  Simultaneous quantitative analysis of ternary mixtures of D-mannitol polymorphs by FT-Raman spectroscopy and multivariate calibration models. , 2010, International journal of pharmaceutics.

[8]  Leonard Nyadong,et al.  Desorption electrospray ionization reactions between host crown ethers and the influenza neuraminidase inhibitor oseltamivir for the rapid screening of Tamiflu. , 2008, The Analyst.

[9]  Robert Speller,et al.  Energy dispersive X-ray diffraction as a means to identify illicit materials: a preliminary optimisation study. , 2007, Applied radiation and isotopes : including data, instrumentation and methods for use in agriculture, industry and medicine.

[10]  R. D. Luggar,et al.  Multivariate analysis of statistically poor EDXRD spectra for the detection of concealed explosives , 1998 .

[11]  Ł. Komsta,et al.  Recognition of active ingredients in tablets by chemometric processing of X-ray diffractometric data. , 2010, Talanta.

[12]  Alan G. Ryder,et al.  A comparative study of the use of powder X-ray diffraction, Raman and near infrared spectroscopy for quantification of binary polymorphic mixtures of piracetam. , 2012, Journal of pharmaceutical and biomedical analysis.

[13]  A. Moffat,et al.  Identification of counterfeit medicines from the Internet and the World market using near-infrared spectroscopy , 2011 .

[14]  Patrick Lukulay,et al.  Assessment of the performance of a handheld Raman device for potential use as a screening tool in evaluating medicines quality. , 2013, Journal of pharmaceutical and biomedical analysis.

[15]  J. Hair Multivariate data analysis , 1972 .

[16]  R. Suryanarayanan,et al.  Quantitative analyses of complex pharmaceutical mixtures by the Rietveld method , 2001, Powder Diffraction.

[17]  T. Mitsui,et al.  Determination of the Blend Composition Ratio of Cocaine to Sodium Hydrogencarbonate by X-Ray Diffraction Using Multivariate Analysis , 1991 .

[18]  Pierre Margot,et al.  Profiling of counterfeit medicines by vibrational spectroscopy. , 2011, Forensic science international.

[19]  E. Deconinck,et al.  Chemometrics and chromatographic fingerprints to discriminate and classify counterfeit medicines containing PDE-5 inhibitors. , 2012, Talanta.

[20]  Thomas Rades,et al.  An overview of recent studies on the analysis of pharmaceutical polymorphs. , 2011, Journal of pharmaceutical and biomedical analysis.

[21]  Y. Kim,et al.  Quantitative determination of polymorphic impurity by X-ray powder diffractometry in an OROS formulation. , 2009, International journal of pharmaceutics.

[22]  Pierre Margot,et al.  Understanding and fighting the medicine counterfeit market. , 2014, Journal of pharmaceutical and biomedical analysis.

[23]  K. Takayama,et al.  An Accurate Quantitative Analysis of Polymorphic Content by Chemometric X-ray Powder Diffraction , 2008, Analytical sciences : the international journal of the Japan Society for Analytical Chemistry.

[24]  Near-infrared spectroscopy (NIRS) and chemometric analysis of Malaysian and UK paracetamol tablets: a spectral database study. , 2011, International journal of pharmaceutics.

[25]  Paul N Newton,et al.  Counterfeit anti-infective drugs. , 2006, The Lancet. Infectious diseases.

[26]  B. Cullity,et al.  Elements of X-ray diffraction , 1957 .

[27]  L. Alexander,et al.  Basic Aspects of X-Ray Absorption In Quantitative Diffraction Analysis of Powder Mixtures , 1948, Powder Diffraction.

[28]  Peter Aldhous,et al.  Counterfeit pharmaceuticals: Murder by medicine , 2005, Nature.

[29]  E. Ryan,et al.  Breast tissue classification using x-ray scattering measurements and multivariate data analysis , 2007, Physics in medicine and biology.

[30]  H. Brittain X-ray diffraction III: Pharmaceutical applications of X-ray powder diffraction , 2001 .

[31]  Thomas Rades,et al.  Quantitative solid-state analysis of three solid forms of ranitidine hydrochloride in ternary mixtures using Raman spectroscopy and X-ray powder diffraction. , 2009, Journal of pharmaceutical and biomedical analysis.

[32]  Chrysoula Theodorakou,et al.  The classification of secondary colorectal liver cancer in human biopsy samples using angular dispersive x-ray diffraction and multivariate analysis. , 2009, Physics in medicine and biology.

[33]  Paul N. Newton,et al.  Prevalence and Detection of Counterfeit Pharmaceuticals: A Mini Review , 2008 .

[34]  G A Stephenson,et al.  Characterization of the solid state: quantitative issues. , 2001, Advanced drug delivery reviews.