The role of the canonical biplot method in the study of volatile compounds in cheeses of variable composition

Authors

  • M. I. González-Martín Departamento de Química Analítica, Nutrición y Bromatología, Facultad de Ciencias Químicas
  • S. Vicente-Tavera Departamento de Estadística, Facultad de Economía y Empresa, Universidad de Salamanca
  • I. Revilla Área de Tecnología de los Alimentos, Escuela Politécnica Superior de Zamora
  • A. M. Vivar-Quintana Área de Tecnología de los Alimentos, Escuela Politécnica Superior de Zamora
  • C. González-Pérez Departamento de Química Analítica, Nutrición y Bromatología, Facultad de Ciencias Químicas
  • J. M. Hernández Hierro Food Colour & Quality Lab., Dept. of Nutrition & Food Science, Universidad de Sevilla
  • I. Lobos-Ortega Departamento de Química Analítica, Nutrición y Bromatología, Facultad de Ciencias Químicas

DOI:

https://doi.org/10.3989/gya.0250151

Keywords:

Canonical biplot, Cheeses, Seasonality, Type of milk (cow, sheep, goat), Volatiles

Abstract


The canonical biplot method (CB) is used to determine the discriminatory power of volatile chemical compounds in cheese. These volatile compounds were used as variables in order to differentiate among 6 groups or populations of cheeses (combinations of two seasons (winter and summer) with 3 types of cheese (cow, sheep and goat’s milk). We analyzed a total of 17 volatile compounds by means of gas chromatography coupled with mass detection. The compounds included aldehydes and methyl-aldehydes, alcohols (primary, secondary and branched chain), ketones, methyl-ketones and esters in winter (WC) and summer (SC) cow’s cheeses, winter (WSh) and summer (SSh) sheep’s cheeses and in winter (WG) and summer (SG) goat’s cheeses. The CB method allows differences to be found as a function of the elaboration of the cheeses, the seasonality of the milk, and the separation of the six groups of cheeses, characterizing the specific volatile chemical compounds responsible for such differences.

Downloads

Download data is not yet available.

References

Addis M, Fiori M, Riu G, Pes F, Salvatore E, Pirisi A. 2015. Physico-chemical characteristics and acidic profile of PDO Pecorino Romano cheese: Seasonal variation Small Ruminant Research 126, 73–79. http://dx.doi.org/10.1016/j.smallrumres.2015.03.014

Amaro IR, Vicente-Villard.n JL, Galindo-Villard.n MP. 2004. Manova-biplot for two way multivariate general linear models. Interciencia, 29, 26?32, 58–59.

Antoniou KD, Petridis D, Raphaelides S, Ben Omar Z, Kesteloot R. 2000. Texture assessment of French cheeses. J. Food Sci. 65, 168–172. http://dx.doi.org/10.1111/j.1365-2621.2000.tb15974.x

Barr.n LJR, Redondo Y, Flanagan CE, P.rez-Elortondo FJ, Albisu M, N.jera AI, Renobales M, Fernández-García E. 2005a. Comparison of the volatile composition and sensory characteristics of Spanish PDO cheeses manufactured from ewesÅLraw milk and animal rennet. Int. Dairy J. 15, 371–382.

Barron LJR, Redondo Y, Ortigosa MA, Carbonell MA, Garcia S, Torre P, Renobales M, Fern.ndez-García E. 2005b. Comparison of dynamic headspace methods used for the analysis of the volatile composition of Spanish PDO ewe's raw milk cheeses. Lait, 85, 491–513. http://dx.doi.org/10.1051/lait:2005036

Barron LJR, Fernandez de Labastida E, Perea S, Chavarri F, Vega C, Soledad Vicente M, Isabel Torres M, Najera AI, Virto M, Santisteban A, P.rez-Elortondo FJ, Albisu M, Salmer.n J, Mend.a C, Torre P, Ib.nez FC, Renobales M. 2001. Seasonal changes in the composition of bulk raw ewe's milk used for Idiazabal cheese manufacture. Int. Dairy J. 11, 771–778. http://dx.doi.org/10.1016/S0958-6946(01)00120-0

Castillo I, Calvo MV, Alonso L, Juarez M, Fontecha J. 2007. Changes in lipolysis and volatile fraction of a goat cheese manufactured employing a hygienized rennet paste and a defined strain starter. Food Chem. 100, 590–598. http://dx.doi.org/10.1016/j.foodchem.2005.09.081

Dahl S, Tavaria FKF, Xavier Malcata F. 2000. Relationships between flavour and microbiological profiles in Serra da Estrela cheese throughout ripening. Int. Dairy J. 10, 255–262. http://dx.doi.org/10.1016/S0958-6946(00)00042-X

Fedele V, Rubino R, Claps S, Sepe L, Morone G. 2005. Seasonal evolution of volatile compounds content and aromatic profile in milk and cheese from grazing goat. Small Ruminant Res. 59, 273–279. http://dx.doi.org/10.1016/j.smallrumres.2005.05.013

Fernandez-Garcia E, Carbonell M, Gaya P, Nunez M. 2004a. Evolution of the volatile components of ewes raw milk Zamorano cheese. Seasonal variation. Int. Dairy J. 14, 701–711. http://dx.doi.org/10.1016/j.idairyj.2003.12.011

Fernandez-Garcia E, Gaya P, Medina M,Nunez M. 2004b. Evolution of the volatile components of raw ewes' milk Castellano cheese: seasonal variation. Int. Dairy J. 14, 39–46. http://dx.doi.org/10.1016/S0958-6946(03)00148-1

Fox PF, Wallace JM. 1997. Formation of flavor compounds in cheese, In Anonymous Adv. Appl. Microbiol. 45, 17–85. http://dx.doi.org/10.1016/S0065-2164(08)70261-2

Gabriel KR. 1971. The biplot graphic display of matrices with application to principal component analysis. Biometrika, 58, 453–467. http://dx.doi.org/10.1093/biomet/58.3.453

Gabriel KR, Odoroff CL. 1990. Biplots in biomedical research. Statistics in medicine, 9 (5), 469–485. http://dx.doi.org/10.1002/sim.4780090502 PMid:2349401

Galindo MP. 1985. Contribuci.n a la representación simultánea de datos multidimensionales. Doctoral thesis. Universidad de Salamanca.

Galindo MP. 1986. Una alternativa de representación simultánea: HJ Biplot. Questio, 10 (1), 13–23.

Gomez-Ruiz JA, Ballesteros C, Vinas MAG, Cabezas L, Martinez-Castro I. 2002. Relationships between volatile compounds and odour in Manchego cheese: comparison between artisanal and industrial cheeses at different ripening times. Lait, 82, 613–628. http://dx.doi.org/10.1051/lait:2002037

González-Martín MI, Hernández-Hierro JM, Morán-Sancho R, Salvador-Esteban J, Vivar-Quintana AM, Revilla I. 2007. Determination of the percentage of milk (cow's, ewe's and goat's) in cheeses with different ripening times using nirs technology and a remote reflectance fibre-optic probe. Anal. Chim. Acta, 604, 191–196. http://dx.doi.org/10.1016/j.aca.2007.10.014 PMid:17996542

González-Martín MI, Hernández-Hierro JM, Salvador-Esteban J, González P.rez C, Revilla I, Vivar-Quintana AM. 2011. Discrimination of seasonality in cheeses by near infrared technology. J. Sci. Food Agric. 91, 1064–1069. http://dx.doi.org/10.1002/jsfa.4283 PMid:21328355

González-Martín MI, Hernández-Hierro JM, González Pérez C, Revilla I, Vivar-Quintana AM, Lobos-Ortega I. 2014. Potential of near infrared spectroscopy for the analysis of volatile components in cheeses. LWT - Food Sci. Technol. 55, 666–673.

I.igo AC, Vicente-Tavera S, Rives V. 2004. MANOVA-biplot Statistical Analysis of the Effect of Artificial Ageing (Freezing/Thawing) on the Colour of Treated Granite Stones. Color Res. Appl. 29, 115–120.

I.igo AC, López-Moro FJ, Vicente-Tavera S, Rives V. 2005. Monitoring of origin and evolution of building stones through their major components. J. Mat. Civil Eng. 17, 440–446.

I.igo AC, García-Talegón J, Vicente-Tavera S, Martín-González, S. Casado-Marín S, Vargas-Muñoz M, Pérez-Rodríguez JL. 2013. Colour and ultrasound propagation speed changes by different ageing of freezing/thawing and cooling/heating in granitic materials. Cold Regions Sci. Technol. 85,71–78.

Innocente N, Munari M, Biasutti M. 2013. Characterization by solid-phase microextraction-gas chromatography of the volatile profile of protected designation of origin Montasio cheese during ripening, J Dairy Sci. 96, 26–32. http://dx.doi.org/10.3168/jds.2012-5689 PMid:23084885

Izco JM, Torre P. 2000. Characterisation of volatile flavour compounds in Roncal cheese extracted by the 'purge and trap' method and analysed by GC-MS. Food Chem. 70, 409–417. http://dx.doi.org/10.1016/S0308-8146(00)00100-X

Johansen AG, Vegarud GE, Skeie S. 2002. Seasonal and regional variation in the composition of whey from Norwegian Cheddar-type and Dutch-type cheeses. Int. Dairy J. 12, 621–629. http://dx.doi.org/10.1016/S0958-6946(02)00054-7

King ES, Hopfer H, Haug MT, Orsi JD, Heymann H, Crisosto GM, Crisosto CH. 2012. Describing the Appearance and Flavor Profiles of Fresh Fig (Ficuscarica L.) Cultivars. J. Food Sci. 77, S419–S429. http://dx.doi.org/10.1111/j.1750-3841.2012.02994.x PMid:23170947

Lobato-Calleros C, Vernon-Carter E, Guerrero-Legarreta I, Soriano-Santos JH. Escalona-Beundia H. 1997. Use of fat blends in cheese analogs: Influence on sensory and instrumental textural characteristics. J. Texture Studies, 28, 619–632. http://dx.doi.org/10.1111/j.1745-4603.1997.tb00142.x

Molina E, Ramos M, Alonso L, Lopez-Fandino R. 1999. Contribution of low molecular weight water soluble compounds to the taste of cheeses made of cows', ewes' and goats' milk. Int. Dairy J. 9, 613–621. http://dx.doi.org/10.1016/S0958-6946(99)00131-4

Nudda A, McGuire MA, Battacone G, Pulina G. 2005. Seasonal variation in conjugated linoleic acid and vaccenic acid in milk fat of sheep and its transfer to cheese and ricotta. J. Dairy Sci. 88, 1311–1319. http://dx.doi.org/10.3168/jds.S0022-0302(05)72797-1

Pillonel L, Ampuero S, Tabacchi R, Bosset JO. 2003. Analytical methods for the determination of the geographic origin of Emmental cheese: volatile compounds by GC/ MS-FID and electronic nose. Eur. Food Res. Technol. 21, 179–183.

García-Talegón J, I.igo AC, Vicente-Tavera S. 2013."Canonical biplot as tool to detect microclimates in the inner and outer parts of Salamanca Cathedrals". In: Rogerio-Candelera M.A., Lazzari M., Cano E. (Eds.). Science and Technology for the Conservation of Cultural Heritage, Taylor & Francis Group, London, 59–62.

Rui Alves M, Beatriz Oliveira M. 2003. Interpolative biplots applied to principal component analysis and canonical correlation analysis. J. Chemometrics 17, 594–602. http://dx.doi.org/10.1002/cem.827

Sitzia M, Bonanno A, Todaro M, Cannas A, Atzori AS, Francesconi AHD, Trabalza-Marinucci M. 2015. Feeding and management techniques to favour summer sheep milk and cheese production in the Mediterranean environment Small Ruminant Res. 126, 43–58.

Tavaria FK, Silva Ferreira AC, Xavier Malcata F. 2004. Volatile free fatty acids as ripening indicators for Serra da Estrela cheese. J. Dairy Sci. 87, 4064–4072. http://dx.doi.org/10.3168/jds.S0022-0302(04)73548-1

Tavaria FK, Tavares TG, Silva-Ferreira AC, Malcata FX. 2006. Contribution of coagulant and native microflora to the volatile-free fatty acid profile of an artisanal cheese. Int. Dairy J. 16, 886–894. http://dx.doi.org/10.1016/j.idairyj.2005.08.004

Varas MJ, Vicente-Tavera S, Molina E, Vicente-Villard.n JL. 2005. Role of canonical biplot method in the study of building stones: An example from Spanish monumental heritage. Environmetrics 16, 405–419. http://dx.doi.org/10.1002/env.722

Vicente-Villardín JL.1992. Una alternativa a los métodos factoriales clásicos basada en una generalización de los métodos biplot. M.S. Thesis. Universidad de Salamanca. Spain.

Vicente-Villardín JL. 2013. MULTIBIPLOT: Multivariate Analysis using biplots. Departamento de Estadística. Universidad de Salamanca.

Published

2016-03-31

How to Cite

1.
González-Martín MI, Vicente-Tavera S, Revilla I, Vivar-Quintana AM, González-Pérez C, Hernández Hierro JM, Lobos-Ortega I. The role of the canonical biplot method in the study of volatile compounds in cheeses of variable composition. Grasas aceites [Internet]. 2016Mar.31 [cited 2024Apr.19];67(1):e112. Available from: https://grasasyaceites.revistas.csic.es/index.php/grasasyaceites/article/view/1578

Issue

Section

Research

Most read articles by the same author(s)