Elsevier

Meat Science

Volume 163, May 2020, 108075
Meat Science

Evaluation by NIRS technology of curing process of ham with low sodium content

https://doi.org/10.1016/j.meatsci.2020.108075Get rights and content

Highlights

  • Evaluation of curing process of ham with low sodium content by NIR spectroscopy

  • Development of prediction models of the influential parameters in ham curing process

  • NIRS shows viability for control and monitoring of the stages in ham curing process.

Abstract

NIR spectroscopy combined with chemometric methods has been used to develop a prediction models of the most influential parameters in curing process of two types of hams (140 hams) using different salting techniques, lean hams salted on a tray and fatty hams in a tub, in which sodium is partially replaced. Spectral data were examined by principal component analysis and cross-validated calibration equations were developed using partial-least squares regression. Calibration errors for each parameter, obtained from cross validation (RMSECV), were similar to those obtained by reference method. For lean and fatty hams the RMSECV values were: Moisture 0.78% and 0.80; Fat 2.5 and 1.2%; Protein 0.7 and 1.7%; water activity 0.008 and 0.006; Proteolysis Index 1.6 and 1.7%; Sodium 0.11 and 0.10%; and Potassium 0.04 and 0.10. Results allow the prediction of the parameters involved in ham curing process, demonstrating the viability of the proposed method for the control and monitoring of the different stages until obtaining the final product.

Introduction

Currently, there is clear evidence that the consumption of foods high in salt has a significant cardiovascular risk associated, since the excess in sodium intake directly influences blood pressure. Therefore, sodium intake should be controlled in order to reduce the risk of coronary heart diseases and strokes, so common in our society (World Health Organization/Food and Agriculture Organization [WHO/FAO], 2003; McCarty, 2004; Ruusunen & Puolanne, 2005).

Common salt (NaCl) is an essential ingredient in processed meat products, especially those subjected to a curing process. This ingredient significantly improves the binding properties of fat and water in meat products (Ventanas & Andrés, 2001), color, flavor and texture. Additionally, it contributes to microbial stability, by reducing the activity of water (aw) that significantly affects the shelf life of food (Wirth, 1989, cited by Ellekjær, Hildrum, Næs, & Isaksson, 1993; Martin, 2001, cited by Ripollés, Campagnol, Armenteros, Aristoy, & Toldrá, 2011).

Cured ham is one of the most traditional cured meat products in the Mediterranean area, with enormous economic impact in its sector. However, it is not recommended in hypertensive population due to its high sodium content. The objective of this work is to assess the use of the Near Infrared Spectroscopy technique (NIRS) to facilitate the monitoring of the curing process to obtain a healthier product, reducing its sodium content without altering neither its own organoleptic characteristics nor the conditions related to microbial growth and control (Desmond, 2006). This technique, in addition to an easy preparation of the samples (Pojić, Mastilović, & Majcen, 2012), allows a simultaneous evaluation of different properties through the development of calibrations that relates spectral measurement of samples with the analytical data of the parameter in study, which are determined by wet chemistry reference methods (Collell, Gou, Arnau, & Comaposada, 2011). Multivariate data analysis tools are needed to carry out the linear adjustment of the available information due to complexity of NIR spectral information (Pérez-Marín, Garrido-Varo, & Guerrero, 2007).

In this work, NIR calibrations of the most influential parameters (moisture, fat, protein, water activity, proteolytic activity, sodium and potassium) have been developed in the curing process of two types of hams elaborated using different salting techniques. On one hand, lean hams individually salted on salting trays and on the other hand, fatty hams in a tub, salted and piled up in a tub. The purpose is to demonstrate the feasibility of the NIRS technology to carry out the control and monitoring of all stages of the process until obtaining the final product.

Section snippets

Experimental design

The design of the experiments was defined based on a combination of two factors: type of salting and fat content of the ham. The tests consisted in the application of the different formulations in the salting stage of a hundred and forty hams of two types, eighty lean hams on a tray and sixty fatty hams in a tub. These experiences were carried out in three facilities owned by CAMPOFRÍO (Torrijos, Trujillo and Jamones Burgaleses). A sample of twenty hams of each type was taken for each of the

Chemical analysis

Table 1 shows the average values of parameters, moisture, fat, protein, water activity, cations and proteolysis index of ten hams analysed for each type of ham and each of the variants in post-salting and curing stages. Means were calculated after rejecting the data identified as anomalous by the Dixon Test.

The samples belonging to all the variants were used for the development of the calibrations in each of two stages of the process: post-salting and curing, a total of forty samples for lean

Conclusion

The calibration models developed by NIRS technology during the curing process of lean ham allow to determine with precision moisture and protein parameters, achieving a predictive capacity of 5.8 and 3.4 respectively. The water activity parameter shows a lower predictive capacity of 2.5%.

The calibrations for fatty ham achieve good predictive capacities for the parameters protein, water activity and proteolysis index, with values between 2.5 and 3. Moisture reaches 10.4, the highest value.

The

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

The authors gratefully acknowledge the financial participation of Government of Spain under the INNPACTO Subprogramme of Ministry of Economy and Competitiveness. Acknowledgements are extended to R&D and Quality Department of CAMPOFRÍO FOOD GROUP S.A., for supplying the samples.

References (32)

  • S. Ripollés et al.

    Influence of partial replacement of NaCl with KCl, CaCl2 and MgCl2 on lipolysis and lipid oxidation in dry-cured ham

    Meat Science

    (2011)
  • M. Ruusunen et al.

    Reducing sodium intake from meat products

    Meat Science

    (2005)
  • ISO, S

    Meat and meat products

  • M. Alcalà Bernàrdez

    Utilización de la espectroscopia NIR en el control analítico de la industria farmacéutica desarrollos iniciales en PAT

    (2006)
  • AOAC

    Official method 950.46, Moisture in meat, B. Air drying

  • AOAC. 976.05

    Official methods of analysis

    (2000)
  • Cited by (9)

    View all citing articles on Scopus
    View full text