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Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose
The biogenic amines index of fresh chicken meat samples during refrigerated storage was predicted based on the headspace analysis using an electronic nose equipped with an array of electrochemical sensors. The reference biogenic amines index values were obtained using dispersive liquid–liquid microe...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6480166/ https://www.ncbi.nlm.nih.gov/pubmed/30939836 http://dx.doi.org/10.3390/s19071580 |
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author | Wojnowski, Wojciech Kalinowska, Kaja Majchrzak, Tomasz Płotka-Wasylka, Justyna Namieśnik, Jacek |
author_facet | Wojnowski, Wojciech Kalinowska, Kaja Majchrzak, Tomasz Płotka-Wasylka, Justyna Namieśnik, Jacek |
author_sort | Wojnowski, Wojciech |
collection | PubMed |
description | The biogenic amines index of fresh chicken meat samples during refrigerated storage was predicted based on the headspace analysis using an electronic nose equipped with an array of electrochemical sensors. The reference biogenic amines index values were obtained using dispersive liquid–liquid microextraction–gas chromatography–mass spectrometry. A prototype electronic nose with modular construction and a dedicated sample chamber was used to rapidly analyze the volatile fraction of chicken meat samples, with a single measurement time of five minutes. Back-propagation artificial neural network was used to estimate the biogenic amines index of the samples with a determination coefficient of 0.954 based on ten-fold stratified cross-validation. The results indicate that the determination of the biogenic amines index is a good reference method for studies in which the freshness of meat products is assessed based on headspace analysis and fingerprinting, and that the described electronic device can be used to assess poultry meat freshness based on this value with high accuracy. |
format | Online Article Text |
id | pubmed-6480166 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64801662019-04-29 Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose Wojnowski, Wojciech Kalinowska, Kaja Majchrzak, Tomasz Płotka-Wasylka, Justyna Namieśnik, Jacek Sensors (Basel) Article The biogenic amines index of fresh chicken meat samples during refrigerated storage was predicted based on the headspace analysis using an electronic nose equipped with an array of electrochemical sensors. The reference biogenic amines index values were obtained using dispersive liquid–liquid microextraction–gas chromatography–mass spectrometry. A prototype electronic nose with modular construction and a dedicated sample chamber was used to rapidly analyze the volatile fraction of chicken meat samples, with a single measurement time of five minutes. Back-propagation artificial neural network was used to estimate the biogenic amines index of the samples with a determination coefficient of 0.954 based on ten-fold stratified cross-validation. The results indicate that the determination of the biogenic amines index is a good reference method for studies in which the freshness of meat products is assessed based on headspace analysis and fingerprinting, and that the described electronic device can be used to assess poultry meat freshness based on this value with high accuracy. MDPI 2019-04-01 /pmc/articles/PMC6480166/ /pubmed/30939836 http://dx.doi.org/10.3390/s19071580 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wojnowski, Wojciech Kalinowska, Kaja Majchrzak, Tomasz Płotka-Wasylka, Justyna Namieśnik, Jacek Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose |
title | Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose |
title_full | Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose |
title_fullStr | Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose |
title_full_unstemmed | Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose |
title_short | Prediction of the Biogenic Amines Index of Poultry Meat Using an Electronic Nose |
title_sort | prediction of the biogenic amines index of poultry meat using an electronic nose |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6480166/ https://www.ncbi.nlm.nih.gov/pubmed/30939836 http://dx.doi.org/10.3390/s19071580 |
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