Skip to main content
Log in

FTIR spectroscopy coupled with multivariate classification methods to identify different powdered infant formulas adulterated with melamine and cyanuric acid

  • Original Paper
  • Published:
Journal of the Iranian Chemical Society Aims and scope Submit manuscript

Abstract

Fourier transform infrared spectroscopy (FTIR) is a nondestructive, simple, rapid, and cheap measurement technique for analysis of many multicomponent chemical systems, e.g., detection of adulterants in food samples. In this respect, this study proposes combining FTIR spectroscopy with multivariate classification methods for classification and discrimination of different samples of infant formulas adulterated by melamine or/and cyanuric acid. Different parametric and non-parametric multivariate classification methods including the linear discriminant analysis (LDA), partial least squares-discriminant analysis (PLS-DA), soft independent modeling of class analogy (SIMCA), K-nearest neighbors (KNN), and classification and regression tree (CART) approaches were used to classify the recorded FTIR data. Assessing the performance of the multivariate methods according to their sensitivity, specificity and percent of correct prediction results demonstrated that coupling FTIR spectroscopy with multivariate classification can be applied as a rapid and powerful technique to the simultaneous detection of melamine and cyanuric acid in powdered infant formulas. This combinatorial method is efficient for adulterant concentrations as low as 0.0001 w/w%.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  1. A.M. Rodriguez Mondal, A.l. Desmarchelier, E. Konings, R. Acheson-Shalom, T. Delatour, J. Agric. Food Chem. 58, 11574 (2010)

    Article  CAS  PubMed  Google Scholar 

  2. S. Turnipseed, C. Casey, C. Nochetto, D.N. Heller, US FDA laboratory information bulletin. 24, 4421 (2008)

    Google Scholar 

  3. G. Koh, R.S. Chia, Q. Lin, P.S. Cheow, T.L. Teo, T.K. Lee, J. Sep. Sci. 34, 3043 (2011)

    Article  CAS  PubMed  Google Scholar 

  4. M. Hong, F. Sai, W. Yong-Ning, L. Zhang, Z. Ping-Ping, C. Hui-Jing, Z. Yun-Feng, L. Jing-Guang, Biomed. Environ. Sci. 22, 87 (2009)

    Article  CAS  Google Scholar 

  5. S. Jawaid, F.N. Talpur, S.T.H. Sherazi, S.M. Nizamani, A.A. Khaskheli, Food Chem. 141, 3066 (2013)

    Article  CAS  PubMed  Google Scholar 

  6. E. Domingo, A.A. Tirelli, C.A. Nunes, M.C. Guerreiro, S.M. Pinto, Food Res. Int. 60, 131 (2014)

    Article  CAS  Google Scholar 

  7. O. Abbas, P. Dardenne, V. Baeten, Chemical analysis of food: Techniques and applications, vol. 59 (Academic Press, Dublin, 2012)

    Book  Google Scholar 

  8. N. Cebi, M.Z. Durak, O.S. Toker, O. Sagdic, M. Arici, Food Chem. 190, 1109 (2016)

    Article  CAS  PubMed  Google Scholar 

  9. C. Lu, B. Xiang, G. Hao, J. Xu, Z. Wang, C. Chen, J. Near Infrared Spectrosc. 17, 59 (2009)

    Article  CAS  Google Scholar 

  10. K. Javidnia, M. Parish, S. Karimi, B. Hemmateenejad, Spectrochim. Acta Mol. Biomol. Spectrosc. 104, 175 (2013)

    Article  CAS  Google Scholar 

  11. Y. Cheng, Y. Dong, J. Wu, X. Yang, H. Bai, H. Zheng, D. Ren, Y. Zou, M. Li, J. Food Comp. Anal 23, 199 (2010)

    Article  CAS  Google Scholar 

  12. R.M. Balabin, S.V. Smirnov, Talanta. 85, 562 (2011)

    Article  CAS  PubMed  Google Scholar 

  13. M. Lin, Front. Chem. Eng. Chin. 3, 427 (2009)

    Article  CAS  Google Scholar 

  14. R.E. Cianciolo, K. Bischoff, J.G. Ebel, T.J. Van Winkle, R.E. Goldstein, L.M. Serfilippi, J. Am. Vet. Med. Assoc. 233, 729 (2008)

    Article  CAS  PubMed  Google Scholar 

  15. A.l. Desmarchelier, M. Guillamon Cuadra, T. Delatour, P. Mottier, J. Agric. Food Chem. 57, 7186 (2009)

    Article  CAS  PubMed  Google Scholar 

  16. L.J. Mauer, A.A. Chernyshova, A. Hiatt, A. Deering, R. Davis, J. Agric. Food Chem. 57, 3974 (2009)

    Article  PubMed  Google Scholar 

  17. J.-l. HUANG, Spectrosc. Spect. anal. 29, 2934 (2009)

  18. L.A. Berrueta, R.M. Alonso-Salces, K. Héberger, J. Chromatogr. A. 1158, 196 (2007)

    Article  CAS  PubMed  Google Scholar 

  19. R.A. Fisher, Ann. Eugen. 7, 179 (1936)

    Article  Google Scholar 

  20. R.M. Balabin, R.Z. Safieva, E.I. Lomakina, Anal. Chim. Acta 671, 27 (2010)

    Article  CAS  PubMed  Google Scholar 

  21. D. Ballabio, T. Skov, R. Leardi, R. Bro, J. Chemom. 22, 457 (2008)

    Article  CAS  Google Scholar 

  22. D. Ballabio, V. Consonni, Anal. Methods. 5, 3790 (2013)

    Article  CAS  Google Scholar 

  23. S. Wold, Pattern Recognit. 8, 127 (1976)

    Article  Google Scholar 

  24. L.S. Teixeira, F.S. Oliveira, H.C. dos Santos, P.W. Cordeiro, S.Q. Almeida, Fuel. 87, 346 (2008)

    Article  CAS  Google Scholar 

  25. E.A. Kanık, G.O. Temel, S. Erdoğan, İE. Kaya, Balkan Med. J. 30, 28 (2013)

    Article  PubMed  PubMed Central  Google Scholar 

  26. V.L. Skrobot, E.V. Castro, R.C. Pereira, V.M. Pasa, I.C. Fortes, Energy Fuels. 19, 2350 (2005)

    Article  CAS  Google Scholar 

  27. R.J. Lewis, in Annual Meeting of the Society for Academic Emergency Medicine in San Francisco, (California, 2000), pp. 1–14

  28. P. Tejera-Vaquerizo, E. Martín-Cuevas, E. Gallego, V. Herrera-Acosta, E. Traves, E. Herrera-Ceballos, Nagore, Actas. Dermosifiliogr. (English Edition) 106, 208 (2015)

    Article  CAS  Google Scholar 

  29. L. Elliott, L. Owens, Aquaculture 448, 298 (2015)

    Article  Google Scholar 

  30. W. Zhu, N. Zeng, N. Wang, in NESUG proceedings: health care and life sciences, Baltimore, Maryland, 1, 2010

  31. D. Cozzolino, H.E. Smyth, W. Cynkar, R.G. Dambergs, M. Gishen, Talanta 68, 382 (2005)

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

The authors thank the Research Council of University of Tabriz for any support.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Abdolhossein Naseri.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Sheykhizadeh, S., Naseri, A. FTIR spectroscopy coupled with multivariate classification methods to identify different powdered infant formulas adulterated with melamine and cyanuric acid. J IRAN CHEM SOC 15, 2541–2548 (2018). https://doi.org/10.1007/s13738-018-1442-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13738-018-1442-8

Keywords

Navigation