Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration

The electronic tongue (e-tongue) is an advanced sensor-based device capable of detecting low concentration differences in solutions. It could have unparalleled advantages for meat quality control, but the challenges of standardized meat extraction methods represent a backdrop that has led to its sca...

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Main Authors: John-Lewis Zinia Zaukuu, Zoltan Gillay, Zoltan Kovacs
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/2/481
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spelling doaj-b2f553e344054775806cfc6cc1158be12021-01-13T00:00:53ZengMDPI AGSensors1424-82202021-01-012148148110.3390/s21020481Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat AdulterationJohn-Lewis Zinia Zaukuu0Zoltan Gillay1Zoltan Kovacs2Department of Measurement and Process Control, Faculty of Food Science, Szent István University, H-1118 Budapest, HungaryDepartment of Measurement and Process Control, Faculty of Food Science, Szent István University, H-1118 Budapest, HungaryDepartment of Measurement and Process Control, Faculty of Food Science, Szent István University, H-1118 Budapest, HungaryThe electronic tongue (e-tongue) is an advanced sensor-based device capable of detecting low concentration differences in solutions. It could have unparalleled advantages for meat quality control, but the challenges of standardized meat extraction methods represent a backdrop that has led to its scanty application in the meat industry. This study aimed to determine the optimal dilution level of meat extract for e-tongue evaluations and also to develop three standardized meat extraction methods. For practicality, the developed methods were applied to detect low levels of meat adulteration using beef and pork mixtures and turkey and chicken mixtures as case studies. Dilution factor of 1% <i>w</i>/<i>v</i> of liquid meat extract was determined to be the optimum for discriminating 1% <i>w</i>/<i>w</i>, 3% <i>w</i>/<i>w</i>, 5% <i>w</i>/<i>w</i>, 10% <i>w</i>/<i>w</i>, and 20% <i>w</i>/<i>w</i> chicken in turkey and pork in beef with linear discriminant analysis accuracies (LDA) of 78.13% (recognition) and 64.73% (validation). Even higher LDA accuracies of 89.62% (recognition) and 68.77% (validation) were achieved for discriminating 1% <i>w</i>/<i>w</i>, 3% <i>w</i>/<i>w</i>, 5% <i>w</i>/<i>w</i>, 10% <i>w</i>/<i>w</i>, and 20% <i>w</i>/<i>w</i> of pork in beef. Partial least square models could predict both sets of meat mixtures with good accuracies. Extraction by cooking was the best method for discriminating meat mixtures and can be applied for meat quality evaluations with the e-tongue.https://www.mdpi.com/1424-8220/21/2/481sensorsadulterationfraudchemometricspredictionmethodology
collection DOAJ
language English
format Article
sources DOAJ
author John-Lewis Zinia Zaukuu
Zoltan Gillay
Zoltan Kovacs
spellingShingle John-Lewis Zinia Zaukuu
Zoltan Gillay
Zoltan Kovacs
Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration
Sensors
sensors
adulteration
fraud
chemometrics
prediction
methodology
author_facet John-Lewis Zinia Zaukuu
Zoltan Gillay
Zoltan Kovacs
author_sort John-Lewis Zinia Zaukuu
title Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration
title_short Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration
title_full Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration
title_fullStr Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration
title_full_unstemmed Standardized Extraction Techniques for Meat Analysis with the Electronic Tongue: A Case Study of Poultry and Red Meat Adulteration
title_sort standardized extraction techniques for meat analysis with the electronic tongue: a case study of poultry and red meat adulteration
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2021-01-01
description The electronic tongue (e-tongue) is an advanced sensor-based device capable of detecting low concentration differences in solutions. It could have unparalleled advantages for meat quality control, but the challenges of standardized meat extraction methods represent a backdrop that has led to its scanty application in the meat industry. This study aimed to determine the optimal dilution level of meat extract for e-tongue evaluations and also to develop three standardized meat extraction methods. For practicality, the developed methods were applied to detect low levels of meat adulteration using beef and pork mixtures and turkey and chicken mixtures as case studies. Dilution factor of 1% <i>w</i>/<i>v</i> of liquid meat extract was determined to be the optimum for discriminating 1% <i>w</i>/<i>w</i>, 3% <i>w</i>/<i>w</i>, 5% <i>w</i>/<i>w</i>, 10% <i>w</i>/<i>w</i>, and 20% <i>w</i>/<i>w</i> chicken in turkey and pork in beef with linear discriminant analysis accuracies (LDA) of 78.13% (recognition) and 64.73% (validation). Even higher LDA accuracies of 89.62% (recognition) and 68.77% (validation) were achieved for discriminating 1% <i>w</i>/<i>w</i>, 3% <i>w</i>/<i>w</i>, 5% <i>w</i>/<i>w</i>, 10% <i>w</i>/<i>w</i>, and 20% <i>w</i>/<i>w</i> of pork in beef. Partial least square models could predict both sets of meat mixtures with good accuracies. Extraction by cooking was the best method for discriminating meat mixtures and can be applied for meat quality evaluations with the e-tongue.
topic sensors
adulteration
fraud
chemometrics
prediction
methodology
url https://www.mdpi.com/1424-8220/21/2/481
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