Skip to main content
Log in

Assessing Serra da Estrela PDO cheeses’ origin-production date using fatty acids profiles

  • Original Paper
  • Published:
Journal of Food Measurement and Characterization Aims and scope Submit manuscript

Abstract

Serra da Estrela is a Portuguese traditional cheese produced with raw ewe’s milk from “Churra Mondegueira” and “Bordaleira” autochthonous breeds and the wild thistle flower (Cynara cardunculus L.), which benefits from the status of Protected Designation of Origin. Cheese chemical composition, namely the fatty acids profile, depends on milk composition and on manufacturing practices. Thus, the identification of possible chemical biomarkers capable of classifying Serra da Estrela cheeses according to the dairy manufacturing plant, geographical origin or production date would be of utmost relevance for producers and consumers. A typical fatty acids profile, including 23 saturated and unsaturated fatty acids, was identified for the studied cheeses, being butyric, caproic, caprilic, capric, lauric, miristic, palmitic, stearic, oleic, linoleic and its trans-isomer and α-linolenic acids the most abundant ones (relative mean abundances ranging from 1.4% ± 0.5% to 23.9% ± 1.9%). Linear discriminant models were established based on the most discriminative fatty acids (namely, caproic, caprilic, undecanoic, lauric, pentadecanoic, palmitic, palmitoleic, heptadecanoic, oleic, linoleic trans-isomer, heneicosanoic and arachidonic acids) that included less abundant fatty acids, which were selected using the simulated annealing algorithm. The established models enabled assessing cheeses’ origin (models based on 10–12 fatty acids) and/or production date (model based on 20 fatty acids) with predictive sensitivities of 71–88%. Therefore, fatty acids profiles coupled with chemometric techniques, could be foreseen as a fingerprint of cheese’s genuineness, enhancing the consumers’ confidence when purchasing this high-value cheese.

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. M. Barać, M. Kresojević, B. Špirović-Trifunović, M. Pešić, T. Vučić, A. Kostić, S. Despotović, Mljekarstvo 68, 37 (2018)

    Article  Google Scholar 

  2. D. Hirigoyen, R. De Los Santos, M.F. Calvo, A. González-Revello, M. Constantin, Grasas Aceites 69, e254 (2018)

    Article  Google Scholar 

  3. Commission Regulation (EC) No. 1107/96 of 12 June 1996 on the registration of geographical indications and designations of origin under the procedure laid down in Article 17 of Council Regulation (EEC) No. 2081/92. European Commission, Brussels, Belgium (1996).

  4. R.P.F. Guiné, M.I.C. Tenreiro, A.C. Correia, P.M.R. Correia, P. Barracosa, J. Food. Meas. Charact. 10, 643 (2016)

    Article  Google Scholar 

  5. M. Carocho, J.C.M. Barreira, A.L. António, A. Bento, P. Morales, I.C.F.R. Ferreira, Eur. J. Lipid. Sci. Technol. 117, 1607 (2015)

    Article  CAS  Google Scholar 

  6. A.C. Macedo, F.X. Malcata, Int. Dairy J. 6, 1087 (1996)

    Article  CAS  Google Scholar 

  7. A.M. Partidário, M. Barbosa, L.V. Boas, Int. Dairy J. 8, 873 (1998)

    Article  Google Scholar 

  8. D.A. Coelho, T.E.P. Carrola, A.F. Couvinhas, Sustainability 9, 468 (2017)

    Article  Google Scholar 

  9. A. Oliveira, C. Santos, B. Alves, J.P. Figueiredo, A. Ferreira, Artisanal production of Serra da Estrela cheese: evaluation of hygiene conditions and good manufacturing practice. Occupational safety and hygiene III—selected extended and revised contributions from the international symposium on safety and hygiene (2015), pp. 295–300

  10. P. Correia, A. Vítor, M. Tenreiro, A.C. Correia, J. Madanelo, R. Guiné, Nutr. Food Sci. 46, 458 (2016)

    Article  Google Scholar 

  11. S. Gomes, A.T. Belo, N. Alvarenga, J. Dias, P. Lage, C. Pinheiro, C. Pinto-Cruz, T. Brás, M.F. Duarte, A.P.L. Martins, Int. Dairy J. 91, 178 (2019)

    Article  CAS  Google Scholar 

  12. M. Carocho, J.C.M. Barreira, A. Bento, V. Fernández-Ruiz, P. Morales, I.C.F.R. Ferreira, Food Chem. 204, 185 (2016)

    Article  CAS  Google Scholar 

  13. M. Carocho, L. Barros, J.C.M. Barreira, R.C. Calhelha, M. Soković, V. Fernández-Ruiz, C.S. Buelga, P. Morales, I.C.F.R. Ferreira, Food Chem. 207, 51 (2016)

    Article  CAS  Google Scholar 

  14. S. Dahl, F.K. Tavaria, F.X. Malcata, Int. Dairy J. 10, 255 (2000)

    Article  CAS  Google Scholar 

  15. A.C. Macedo, T.G. Tavares, F.X. Malcata, Food Microbiol. 21, 233 (2004)

    Article  CAS  Google Scholar 

  16. J. Santos-Silva, M.T. Dentinho, A. Francisco, A.P. Portugal, A.T. Belo, A.P.L. Martins, S.P. Alves, R.J.B. Bessa, J. Dairy Sci. 99, 173 (2016)

    Article  Google Scholar 

  17. D.O. Genis, G. Bilge, B. Sezer, S. Durna, I.H. Boyaci, Food Chem. 284, 60 (2019)

    Article  CAS  Google Scholar 

  18. P. Caboni, D. Maxia, P. Scano, M. Addis, A. Dedola, M. Pes, A. Murgia, M. Casula, A. Profumo, A. Pirisi, J. Dairy Sci. 102, 5005–5008 (2018). https://doi.org/10.3168/jds.2018-15885

    Article  CAS  Google Scholar 

  19. J.T. Cunha, T.I.B. Ribeiro, J.B. Rocha, J. Nunes, J.A. Teixeira, L. Domingues, Food Chem. 211, 631 (2016)

    Article  CAS  Google Scholar 

  20. F.K. Tavaria, A.C.S. Ferreira, F.X. Malcata, J. Dairy Sci. 87, 4064 (2004)

    Article  CAS  Google Scholar 

  21. C.L.L. Paredes, M. Werteker, B. Rossmann, J. Keplinger, I.L. Olschewski, M. Schreiner, J. Food. Meas. Charact. 12, 1391 (2018)

    Article  Google Scholar 

  22. A.I. Nájera, M.A. Bustamante, M. Albisu, I. Valdivielso, G. Amores, N. Mandaluniz, J. Arranz, L.J.R. Barron, M. de Renobales, J. Dairy Sci. 100, 6962 (2017)

    Article  Google Scholar 

  23. A. Bonanno, A. Di Grigoli, F. Mazza, C. De Pasquale, C. Giosuè, F. Vitale, M. Alabiso, Animal 10, 2074 (2016)

    Article  CAS  Google Scholar 

  24. F. Salari, I. Altomonte, M. D'Auria, M. Martini, Large Anim. Rev. 24, 37 (2018)

    Google Scholar 

  25. M. Lamine, M. Gargouri, F.Z. Rahali, A. Mliki J. Food. Meas. Charact. (2019). https://doi.org/10.1007/s11694-019-00141-4

    Article  Google Scholar 

  26. R.K. Saini, Y.-S. Keum, J. Food. Meas. Charact. 10, 685 (2016)

    Article  Google Scholar 

  27. L.G. Dias, A.C.A. Veloso, M.E.B.C. Sousa, L. Estevinho, A.A.S.C. Machado, A.M. Peres, Anal Chim Acta 900, 36 (2015)

    Article  CAS  Google Scholar 

  28. ISO 14156/IDF 172:2001. Milk and milk products—extraction methods for lipids and liposoluble compounds (2001).

  29. L.G. Dias, D.M. Correia, J. Sá-Morais, F. Sousa, J.M. Pires, A.M. Peres, Food Chem. 109, 840 (2008)

    Article  CAS  Google Scholar 

  30. D. Bertsimas, J. Tsitsiklis, Statist. Sci. 8, 10 (1993)

    Article  Google Scholar 

  31. J. Cadima, J.O. Cerdeira, M. Minhoto, Comput. Stat. Data Anal. 47, 225 (2004)

    Article  Google Scholar 

  32. S. Kirkpatrick, C.D. Gelatt, M.P. Vecchi, Science 220, 671 (1983)

    Article  CAS  Google Scholar 

  33. J. Cadima, J.O. Cerdeira, P.D. Silva, M. Minhoto, The subselect R package (2012), https://cran.rproject.org/web/packages/subselect/vignettes/subselect.pdf/. Accessed 12 Dec 2018.

  34. W.N. Venables, B.D. Ripley, Modern Applied Statistics with S (Statistics and Computing), 4th edn. (Springer, New York, 2002)

    Book  Google Scholar 

  35. A. Cabiddu, M. Addis, G. Pinna, M. Decandia, M. Sitzia, G. Piredda, A. Pirisi, G. Molle, Anim. Feed Sci. Technol. 131, 292 (2006)

    Article  CAS  Google Scholar 

  36. P. Gómez-Cortés, A. Bach, P. Luna, M. Juárez, M.A. de la Fuente, J. Dairy Sci. 92, 4122 (2009)

    Article  Google Scholar 

  37. E.C. Pappa, E. Kondyli, J. Samelis, Int. Dairy J. 89, 60 (2019)

    Article  CAS  Google Scholar 

  38. A. Tekin, Z. Güler, Food Chem. 286, 160 (2019)

    Article  CAS  Google Scholar 

  39. C. Aguilar, P. Toro-Mujica, E. Vargas-Bello-Pérez, R. Vera, C. Ugalde, S. Rodríguez, I. Briones, Grasas Aceites 65, e048 (2014)

    Article  Google Scholar 

  40. P.A. Hernández-Ramos, A.M. Vivar-Quintana, I. Revilla, J. Dairy Sci. 102, 1014 (2019)

    Article  Google Scholar 

  41. O. Pinho, I.M.P.L.V.O. Ferreira, M.A. Ferreira, J. Dairy Sci. 86, 3102 (2003)

    Article  CAS  Google Scholar 

  42. M.I. González-Martín, V.V. Palacios, I. Revilla, A.M. Vivar-Quintana, J.M. Hernández-Hierro, J. Food Comp. Anal. 56, 34 (2017)

    Article  Google Scholar 

Download references

Acknowledgements

This work was financially supported by Associate Laboratory LSRE-LCM - UID/EQU/50020/2019, strategic funding UID/BIO/04469/2019-CEB and BioTecNorte operation (NORTE-01-0145-FEDER-000004), and strategic project PEst-OE/AGR/UI0690/2014–CIMO funded by—funded by national funds through FCT/MCTES (PIDDAC). The authors would also like to acknowledge the funding provided by the approved Project, with reference 02/SAICT/ 2016/23290, entitled Characterization and Valorization of QSE PDO and its ability for health promotion (QCLASSE), financed by FCT.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to António M. Peres.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Ethical approval

This article does not contain any studies with human participants or animals performed by any of the authors.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Reis Lima, M.J., Bahri, H., Sá Morais, J. et al. Assessing Serra da Estrela PDO cheeses’ origin-production date using fatty acids profiles. Food Measure 13, 2988–2997 (2019). https://doi.org/10.1007/s11694-019-00219-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11694-019-00219-z

Keywords

Navigation