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Processing of NMR, UV, and IR spectrometric data prior to chemometric simulation by independent component and principal component analysis

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Abstract

We consider methods for the mathematical preprocessing of signals in the spectrometric analysis of multicomponent mixtures using chemometric algorithms aimed at adjusting the baseline, experimental noise, and random shift of spectral bands. Practical examples of using simple mathematical operations (scaling, centering, derivatization) are given. The effectiveness of algorithms is illustrated by a wide range of spectroscopic signals (electronic absorption, IR, and NMR spectra) combined with chemometric methods of principal component analysis and independent component analysis.

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References

  1. Engel, J., Gerretzen, J., Szymanska, E., Jansen, J.J., Downey, G., Blanchet, L., and Buydens, L.M.C., TrAC, Trends Anal. Chem., 2013, vol. 50, no. 10, p. 96.

    Article  CAS  Google Scholar 

  2. Rinnan, A., Berg, F., and Engelsen, S.B., TrAC, Trends Anal. Chem., 2009, vol. 28, no. 10, p. 1201.

    Article  CAS  Google Scholar 

  3. Beebe, K., Pell, R.J., and Seasholtz, M.B., Chemometrics: A Practical Guide, Wiley, 1998.

    Google Scholar 

  4. Geladi, P., Macdougal, D., and Martens, H., Appl. Spectrosc., 1985, vol. 39, no. 3, p. 491.

    Article  Google Scholar 

  5. Norris, K.H. and Williams, P.C., Cereal Chem., 1984, vol. 61, no. 2, p. 158.

    CAS  Google Scholar 

  6. Cuny, M., Vigneau, E., Le Gall, G., Colquhoun, I., Lees, M., and Rutledge, D.N., Anal. Bioanal. Chem., 2008, vol. 390, no. 1, p. 419.

    Article  CAS  Google Scholar 

  7. Alonso, A., Rodriguez, M.A., Vinaixa, M., Tortosa, R., Correig, X., Julia, A., and Marsal, S., Anal. Chem., 2013, vol. 86, no. 2, p. 1160.

    Article  Google Scholar 

  8. Xia, J., Psychogios, N., Young, N., and Wishart, D.S., Nucleic Acids Res., 2009, vol. 37, no. 2, p. 652.

    Article  Google Scholar 

  9. Izquierdo-Gacia, J.L., Rodrigez, I., Kyriazis, A., Villa, P., Barreiro, P., Desco, M., and Ruiz-Cabello, J., BMC Bioinf., 2009, vol. 10, no. 1, p. 363.

    Article  Google Scholar 

  10. Gaigneaux, A., Ruysschaert, J.M., and Goormaghtigh, E., Appl. Spectrosc., 2006, vol. 60, no. 9, p. 1022.

    Article  CAS  Google Scholar 

  11. Afseth, N.K., Segtnan, V.H., and Wold, J.P., Appl. Spectrosc., 2006, vol. 60, no. 12, p. 1358.

    Article  CAS  Google Scholar 

  12. van den Berg, R.A., Hoefsloot, H.C.J., Westerhuis, J.A., Smilde, A.K., and van der Werf, M.J., BMC Genomics, 2006, vol. 7, no. 1, p. 142.

    Article  Google Scholar 

  13. Maes, P., Monakhova, Y.B., Kuballa, T., Reusch, H., and Lachenmeier, D.W., J. Agric. Food Chem., 2012, vol. 60, no. 11, p. 2778.

    Article  CAS  Google Scholar 

  14. Monakhova, Y.B., Astakhov, S.A., Kraskov, A.V., and Mushtakova, S.P., Chemom. Intell. Lab. Syst., 2010, vol. 103, no. 2, p. 108.

    Article  CAS  Google Scholar 

  15. Monakhova, Yu.B. and Mushtakova, S.P., Zh. Anal. Khim., 2012, vol. 67, no. 12, p. 1044.

    Google Scholar 

  16. Monakhova, Yu.B., Kuballa, T., and Lakhenmaier, D.V., J. Anal. Chem., 2013, vol. 68, no. 9, p. 755.

    Article  CAS  Google Scholar 

  17. Ohmenhaeuser, M., Monakhova, Y.B., Kuballa, T., and Lachenmeier, D.W., ISRN Analytical Chemistry, 2013, 825318. doi 10.1155/2013/825318

    Google Scholar 

  18. Erich, S., Schill, S., Annweiler, E., Waiblinger, H.-U., Kuballa, T., Lachenmeier, D.W., and Monakhova, Y.B., Food Chem., 2015, vol. 188, no. 12, p. 1.

    Article  CAS  Google Scholar 

  19. Schulze, H.G., Foist, R.B., Okuda, K., Ivanov, A., and Turner, R.F., Appl. Spectrosc., 2012, vol. 66, no. 7, p. 757.

    Article  CAS  Google Scholar 

  20. Delwiche, S.R. and Reeves, J.B., Appl. Spectrosc., 2010, vol. 64, no. 1, p. 73.

    Article  CAS  Google Scholar 

  21. Gan, F., Ruan, G., and Mo, J., Chemom. Intell. Lab. Syst., 2006, vol. 82, no. 1, p. 59.

    Article  CAS  Google Scholar 

  22. De Lathauwer, L., De Moor, B., and Vandewalle, J., J. Chemom., 2000, vol. 14, no. 3, p. 123.

    Article  CAS  Google Scholar 

  23. Hyvärinen, A., Karhunen, J., and Oja, E., Independent Component Analysis, New York Wiley, 2001.

    Book  Google Scholar 

  24. Comon, P., Signal Process., 1994, vol. 36, no. 3, p. 287.

    Article  Google Scholar 

  25. Wentzell, P.D. and Lohnes, M.T., Chemom. Intell. Lab. Syst., 1999, vol. 45, no. 1, p. 65.

    Article  CAS  Google Scholar 

  26. Leger, M.N., Vega-Montoto, L., and Wentzell, P.D., Chemom. Intell. Lab. Syst., 2005, vol. 77, no. 1, p. 181.

    Article  CAS  Google Scholar 

  27. Wentzell, P.D. and Tarasuk, A.C., Anal. Chim. Acta, 2014, vol. 847, no. 10, p. 16.

    Article  CAS  Google Scholar 

  28. Savitzky, A. and Golay, M.J.E., Anal. Chem., 1964, vol. 36, no. 8, p. 1627.

    Article  CAS  Google Scholar 

  29. Gao, B.C. and Liu, M., Sensors, 2013, vol. 13, no. 10, p. 13879.

    Article  Google Scholar 

  30. Cordella, C.B.Y. and Bertrand, D., TrAC, Trends Anal. Chem., 2014, vol. 54, no. 1, p. 75.

    Article  CAS  Google Scholar 

  31. Lachenmeier, D.W., Frank, W., Humpfer, E., Schaefer, H., Keller, S., Mortter, M., and Spraul, M., Eur. Food Res. Technol., 2005, vol. 220, no. 2, p. 215.

    Article  CAS  Google Scholar 

  32. Köbler, H., Monakhova, Y.B., Kuballa, T., Tschiersch, C., Vancutsem, J., Thielert, G., Mohring, A., and Lachenmeier, D.W., J. Agric. Food Chem., 2011, vol. 59, no. 13, p. 6877.

    Article  Google Scholar 

  33. Monakhova, Y.B., Kuballa, T., Leitz, J., Andlauer, C., and Lachenmeier, D.W., Dairy Sci. Technol., 2012, vol. 92, no. 2, p. 109.

    Article  Google Scholar 

  34. Monakhova, Y.B., Tsikin, A.M., Kuballa, T., Lachenmeier, D.W., and Mushtakova, S.P., Magn. Reson. Chem., 2014, vol. 52, no. 5, p. 231.

    Article  CAS  Google Scholar 

  35. Savorani, F., Tomasi, G., and Engelsen, S.B., J. Magn. Reson., 2012, vol. 202, no. 2, p. 190.

    Article  Google Scholar 

  36. Schmidtke, L.M., Smith, J.P., Müller, M.C., and Holzapfel, B.P., Anal. Chim. Acta, 2012, vol. 732, no. 6, p. 16.

    Article  CAS  Google Scholar 

  37. Zhou, T., Liu, Y., Peng, L., Zhan, Y., Liu, F., Zhang, A., and Li, L., Anal. Bioanal. Chem., 2014, vol. 406, no. 1, p. 4157.

    Article  CAS  Google Scholar 

  38. Craig, A., Cloarec, O., Holmes, E., Nicholson, J.K., and Lindon, J.C., Anal. Chem., 2006, vol. 78, no. 7, p. 2262.

    Article  CAS  Google Scholar 

  39. Noda, I., J. Mol. Struct., 2008, vols. 883–884, no. 7, p. 216.

    Article  Google Scholar 

  40. Monakhova, Y.B., Tsikin, A.M., Mushtakova, S.P., and Mecozzi, M., Microchem. J., 2015, vol. 118, no. 1, p. 211.

    Article  CAS  Google Scholar 

  41. Monakhova, Y.B., Rutledge, D.N., Roßmann, A., Waiblinger, H.-U., Mahler, M., Ilse, M., Kuballa, T., and Lachenmeier, D.W., J. Chemom., 2014, vol. 28, no. 2, p. 83.

    Article  CAS  Google Scholar 

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Correspondence to Yu. B. Monakhova.

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Original Russian Text © Yu.B. Monakhova, A.M. Tsikin, S.P. Mushtakova, 2016, published in Zhurnal Analiticheskoi Khimii, 2016, Vol. 71, No. 6, pp. 582–588.

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Monakhova, Y.B., Tsikin, A.M. & Mushtakova, S.P. Processing of NMR, UV, and IR spectrometric data prior to chemometric simulation by independent component and principal component analysis. J Anal Chem 71, 554–560 (2016). https://doi.org/10.1134/S1061934816060113

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  • DOI: https://doi.org/10.1134/S1061934816060113

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