[en] Chromatographic fingerprints recorded for a set of genuine and counterfeit samples of Viagra® and Cialis® were evaluated for their use in the detection and classification of counterfeit samples of these groups of medicines. Therefore several exploratory chemometric techniques were applied to reveal structures in the data sets as well as differences among the samples. The focus was on the differentiation between genuine and counterfeit samples and on the differences between the samples of the different classes of counterfeits as defined by the Dutch National Institute for Public Health and the Environment (RIVM). In a second part the revealed differences between the samples were modelled to obtain a predictive model for both the differentiation between genuine and counterfeit samples as well as the classification of the counterfeit samples.
The exploratory analysis clearly revealed differences in the data for the genuine and the counterfeit samples and with projection pursuit and hierarchical clustering differences among the different groups of counterfeits could be revealed, especially for the Viagra® data set.
For both data sets predictive models were obtained with 100% correct classification rates for the differentiation between genuine and counterfeit medicines and high correct classification rates for the classification in the different classes of counterfeit medicines. For both data sets the best performing models were obtained with Least Square-Support Vector Machines (LS-SVM) and Soft Independent Modelling by Class Analogy (SIMCA).
Disciplines :
Pharmacy, pharmacology & toxicology
Author, co-author :
Deconinck, Eric
Sacre, Pierre-Yves ; Université de Liège - ULiège > Département de pharmacie > Chimie analytique
Courselle, Patricia
De Beer, Jacques
Language :
English
Title :
Chemometrics and chromatographic fingerprints to discriminate and classify counterfeit medicines containing PDE-5 inhibitors.
WHO, Sixty-second World Health Assembly Item 12.9, Counterfeit Medical Products, April 2009. 〈http://aps.who.int/gb/ebhwa/pdf-files/A62/A62-13-en. pdf〉.
B.J. Venhuis, D.M. Barends, M.E. Zwaagstra, D. de Kaste, Recent Developments in Counterfeit and Imitations of Viagra, Cialis and Levitra, RIVM Report 370030001/2007, Bilthoven, 2007.
M.J. Vredenbregt, L. Blok-Tip, R. Hoogerbrugge, D.M. Barends, and D. de Kaste J. Pharm. Biomed. Anal. 40 2006 840 849
T.S. Reddy, A.S. Reddy, and P. Devi J. Planar Chromatogr. - Mod. TLC 19 2006 427 431
J. Reepmeyer, and J. Woodruff J. Pharm. Biomed. Anal. 44 2007 887 893
J. Reepmeyer, and D. André d'Avignon J. Pharm. Biomed. Anal. 49 2009 145 150
S. Gratz, M. Zeller, D. Mincey, and C. Flurer J. Pharm. Biomed. Anal. 50 2009 228 231
J. Reepmeyer, and J. Woodruff J. Chromatogr. A 1125 2006 67 75
Y-H. Lam, W-T. Poon, C-K. Lai, A Y-W. Chan, and T W-L. Mak J. Pharm. Biomed. Anal. 46 2008 804 807
X. Ge, M-Y. Low, P. Zou, L. Lin, S.O.S. Yin, B.C. Bloodworth, and H-L. Koh J. Pharm. Biomed. Anal. 48 2008 1070 1075
H.J. Park, H.K. Jeong, M.I. Chang, M.H. Im, J.Y. Jeong, D.M. Choi, K. Park, M.K. Hong, J. Youm, S.B. Han, D.J. Kim, J.H. Park, and S.W. Kwon Food Addit. Contam. 24 2007 122 129
L. Blok-Tip, B. Zomer, F. Bakker, K.D. Hartog, M. Hamzink, J. ten Hove, M. Vredenbregt, and D. de Kaste Food Addit. Contam. 21 2004 737 748
P. Zou, P. Hou, S.S-Y. Oh, Y.M. Chong, B.C. Bloodworth, M-Y. Low, and H-L. Koh J. Pharm. Biomed. Anal. 47 2008 279 284
B.J. Venhuis, G. Zomer, and D. de Kaste J. Pharm. Biomed. Anal. 46 2008 814 817
B.J. Venhuis, G. Zomer, M. Hamzink, H.D. Meiring, Y. Aubin, and D. de Kaste J. Pharm. Biomed. Anal. 54 2011 735 741
B.J. Venhuis, G. Zomer, M.J. Vredenbregt, and D. de Kaste J. Pharm. Biomed. Anal. 51 2010 723 727
A. Häberli, P. Girard, M-Y. Low, and X. Ge J. Pharm. Biomed. Anal. 53 2010 24 28
H-M. Lee, C.S. Kim, Y.M. Jang, S.W. Kwon, and B-J. Lee Infrared spectroscopy and nuclear magnetic resonance spectroscopy J. Pharm. Biomed. Anal. 54 2011 491 496
P-Y Sacré, E. Deconinck, T. De Beer, P. Courselle, R. Vancauwenberghe, P. Chiap, J. Crommen, and J.O. De Beer J. Pharm. Biomed. Anal. 53 2010 445 453
M. de Veij, A. Deneckere, P. Vandenabeele, D. de Kaste, and L. Moens J. Pharm. Biomed. Anal. 46 2008 303 309
S. Trefi, C. Routaboul, S. Hamieh, V. Gilard, M. Malet-Martino, and R. Martino J. Pharm. Biomed. Anal. 47 2008 103 113
J.K. Maurin, F. Pluciński, A.P. Mazurek, and Z. Fijałek J. Pharm. Biomed. Anal. 43 2007 1514 1518
A.S. Amin, M.E. Moustafa, and R. El-Dosoky J. AOAC Int. 92 2009 125 130
A.L. Rodomonte, M.C. Gaudiano, E. Antoniella, D. Lucente, V. Crusco, M. Bartolomei, P. Bertocchi, L. Manna, L. Valvo, and N. Muleri J. Pharm. Biomed. Anal. 53 2010 215 220
I. Wawer, M. Pisklak, and Z. Chilmonczyk J. Pharm. Biomed. Anal. 38 2005 865 870
C.-J. Xu, Y.-Z. Liang, F.-T. Chau, and Y. Vander Heyden J. Chromatogr. A 1134 2006 253 259
S.-K. Yan, W.-F. Xin, G.-A. Luo, Y.-M. Wang, and Y.-Y Cheng J. Chromatogr. A 1090 2005 90 97
C. Han, Y. Shen, J. Chen, F.S. Lee, and X. Wang J. Chromatogr. B 862 2008 125 131
P. Hu, Q.-L. Liang, G.-A. Luo, Z.-Z. Zhao, and Z.-H. Jiang Chem. Pharm. Bull. 53 2005 677 683
Y. Ni, Y. Lai, S. Brandes, and S. Kokot Anal. Chim. Acta 647 2009 149 158
F. Xiaohui, W. Yi, and C. Yiyu J. Pharm. Biomed. Anal. 40 2006 591 597
P.Y. Sacré, E. Deconinck, M. Daszykowski, P. Courselle, R. Vancauwenberghe, P. Chiap, J. Crommen, and J.O. De Beer Anal. Chim. Acta 701 2011 224 231
D.L. Massart, B.G.M. Vandeginste, L.M.C. Buydens, S. De Jong, P.J. Lewi, and J. Smeyers-Verbeke Handbook of Chemometrics and Qualimetrics - Part A 1997 Elsevier Science Amsterdam
C. Croux, A. Ruiz-Gazen, COMPSTAT: Proceedings in Computational Statistiques, Physica-Verlag, Heidelberg, 1996, pp. 211-217.
D.L. Massart, and L. Kaufman The Interpretation of Analytical Chemical Data by the use of Cluster Analysis 1983 Wiley New York
L. Breiman, J.H. Friedman, R.A. Olshen, and C.J. Stone Classification and Regression Trees 1984 Wadsworth Brooks, Monterey
E. Deconinck, T. Hancock, D. Coomans, D.L. Massart, and Y. Vander Heyden J. Pharm. Biomed. Anal. 39 2005 91 103
E. Deconinck, P.-Y. Sacré, D. Coomans, and J. De Beer J. Pharm. Biomed. Anal. 57 2012 68 75
J. Luts, F. Ojeda, R. Van De Pls, B. De Moor, S. Van Huffel, and J.A.K Suykens Anal. Chim. Acta 665 2010 129 145
K. De Brabanter, P. Karsmakers, F. Ojeda, C. Alzate, J.De Brabanter, K. Pelckmans, B. De Moor, J. Vandewalle, J.A.K. Suykens, LS-SVMlab Toolbox User's Guide Version 1.8. 〈www.esat.kuleuven.be/sista/lssvmlab〉.
European Directorate for the Quality of Medicines, draft monography of sildenafil citrate, Pharmeuropa 23 (2011) 381-383.
European Directorate for the Quality of Medicines, draft monography of tadalafil, Pharmeuropa 22 (2010) 328-332.
M. Daszykowski, and B. Walczak Trends Anal. Chem. 25 2006 1081 1096
M. Daszykowski, and B. Walczak J. Chromatogr. A 1176 2007 1 11
R.D. Snee Technometrics 19 1977 415 428
R.W. Kennard, and L.A. Stone Technometrics 11 1969 137 148