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Statistical discrimination of black ballpoint pen inks using ultra-performance liquid chromatography with principal component analysis

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Abstract

The aim of this study is to propose an approach for the analysis of black ballpoint pen writing inks based on ultra-performance liquid chromatography (UPLC) combined with principal component analysis (PCA). A total of twelve varieties of black ballpoint pens available in the Malaysian market were examined by an UPLC that coupled with a photodiode array detection (PDA). Chromatograms of ink samples were extracted at 279, 370 and 400 nm. Chromatographic data obtained were subjected to PCA after normalization. Seven principal components were produced from a total of 15 raw peaks. The new set of variables was then used for running one-way ANOVA to differentiate 66 pen-pair formed from twelve varieties of black ballpoint pen. The approach proposed here has successfully differentiated all pen-pair thus achieving 100% discrimination power.

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References

  1. Causion, V., Casamassima, R., Marega, C., Maida, P., Schiavone, S., Marigo, A., and Villari, A., J. Forensic Sci., 2008, vol. 49, p. 1468.

    Google Scholar 

  2. Weyermann, C., Doctoral (Biol.-Chem.) Dissertation, Giessen: Justus Liebig Univ., 2005.

    Google Scholar 

  3. Denman, J.A., Skinner, W.M., Kirkbride, K.P., and Kempson, I.M., Appl. Surf. Sci., 2010, vol. 256, p. 2155.

    Article  CAS  Google Scholar 

  4. Zieba-Palus, J. and Kunicki, M., Forensic Sci.Int., 2006, vol. 158, p. 164.

    Article  CAS  Google Scholar 

  5. Lee, L.C., Othman, M.R., Pua, H., Ishak, A.A., and Ishar, S.M., Probl. Forensic Sci., 2012, vol. 92, p. 253.

    CAS  Google Scholar 

  6. Lee, L.C., Othman, M.R., and Pua, H., Malaysian J. Anal. Sci., 2012, vol. 16, p. 262.

    Google Scholar 

  7. Lee, L.C., Othman, M.R., Pua, H., and Ishak, A.A., Malaysian J. Forensic Sci., 2012, vol. 3, p. 5.

    Google Scholar 

  8. Kher, A., Mulholland, M., Green, E., and Reedy, B., Vib. Spectrosc., 2006, vol. 40, p. 270.

    Article  CAS  Google Scholar 

  9. Weyermann, C., Marquis, R., Mazzella, W., and Spengler, B., J. Forensic Sci., 2007, vol. 52, p. 216.

    Article  CAS  Google Scholar 

  10. Zlotnick, J.A. and Smith, F.P., J. Chromatogr. B: Biomed. Sci. Appl., 1999, vol. 733, p. 265.

    Article  CAS  Google Scholar 

  11. Banas, K., Banas, A., Moser, H.O., Bahou, M., Li, W., Yang, P., Cholewa, M., and Lim, S.K., Anal. Chem., 2010, vol. 82, p. 3038.

    Article  CAS  Google Scholar 

  12. Barrett, J.A., Siegel, J.A., and Goodpaster, J.V., J. Forensic Sci., 2011, vol. 56, p. 95.

    Article  Google Scholar 

  13. Thanasoulias, N.C., Piliouris, E.T., Kotti, M.-S.E., and Evmiridis, N.P., Forensic Sci. Int., 2002, vol. 130, p. 73.

    Article  CAS  Google Scholar 

  14. Van Es, A., de Koeijer, J., and Van der Peijl, G., Sci. Justice, 2009, vol. 49, p. 120.

    Article  Google Scholar 

  15. Thanasoulias, N.C., Parisis, N.A., and Evmiridis, N.P., Forensic Sci. Int., 2003, vol. 138, p. 75.

    Article  CAS  Google Scholar 

  16. Gaikwad, P.V., Sawat, S.D., Ghante, M.R., and Munot, N.M., Pharm. Globale, 2010, vol. 2, p. 1.

    Google Scholar 

  17. Abdi, H. and William, L.J., WIREs Comput. Stat., 2010, vol. 2, p. 433.

    Article  Google Scholar 

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Correspondence to Loong Chuen Lee.

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Lee, L.C., Yunus, I.S.M., Fuad, W.N.S.W.M. et al. Statistical discrimination of black ballpoint pen inks using ultra-performance liquid chromatography with principal component analysis. J Anal Chem 70, 374–377 (2015). https://doi.org/10.1134/S1061934815030119

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  • DOI: https://doi.org/10.1134/S1061934815030119

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