Cargando…
Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy
Issues related to food authenticity, traceability, and fraud have increased in recent decades as a consequence of the deliberate and intentional substitution, addition, tampering, or misrepresentation of food ingredients, where false or misleading statements are made about a product for economic gai...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269732/ https://www.ncbi.nlm.nih.gov/pubmed/35808484 http://dx.doi.org/10.3390/s22134988 |
_version_ | 1784744292918493184 |
---|---|
author | Hoffman, Louwrens Christiaan Ni, Dongdong Dayananda, Buddhi Abdul Ghafar, N Cozzolino, Daniel |
author_facet | Hoffman, Louwrens Christiaan Ni, Dongdong Dayananda, Buddhi Abdul Ghafar, N Cozzolino, Daniel |
author_sort | Hoffman, Louwrens Christiaan |
collection | PubMed |
description | Issues related to food authenticity, traceability, and fraud have increased in recent decades as a consequence of the deliberate and intentional substitution, addition, tampering, or misrepresentation of food ingredients, where false or misleading statements are made about a product for economic gains. This study aimed to evaluate the ability of a portable NIR instrument to classify egg samples sourced from different provenances or production systems (e.g., cage and free-range) in Australia. Whole egg samples (n: 100) were purchased from local supermarkets where the label in each of the packages was used as identification of the layers’ feeding system as per the Australian legislation and standards. The spectra of the albumin and yolk were collected using a portable NIR spectrophotometer (950–1600 nm). Principal component analysis (PCA) and linear discriminant analysis (LDA) were used to analyze the NIR data. The results obtained in this study showed how the combination of chemometrics and NIR spectroscopy allowed for the classification of egg albumin and yolk samples according to the system of production (cage and free range). The proposed method is simple, fast, environmentally friendly and avoids laborious sample pre-treatment, and is expected to become an alternative to commonly used techniques for egg quality assessment. |
format | Online Article Text |
id | pubmed-9269732 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92697322022-07-09 Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy Hoffman, Louwrens Christiaan Ni, Dongdong Dayananda, Buddhi Abdul Ghafar, N Cozzolino, Daniel Sensors (Basel) Article Issues related to food authenticity, traceability, and fraud have increased in recent decades as a consequence of the deliberate and intentional substitution, addition, tampering, or misrepresentation of food ingredients, where false or misleading statements are made about a product for economic gains. This study aimed to evaluate the ability of a portable NIR instrument to classify egg samples sourced from different provenances or production systems (e.g., cage and free-range) in Australia. Whole egg samples (n: 100) were purchased from local supermarkets where the label in each of the packages was used as identification of the layers’ feeding system as per the Australian legislation and standards. The spectra of the albumin and yolk were collected using a portable NIR spectrophotometer (950–1600 nm). Principal component analysis (PCA) and linear discriminant analysis (LDA) were used to analyze the NIR data. The results obtained in this study showed how the combination of chemometrics and NIR spectroscopy allowed for the classification of egg albumin and yolk samples according to the system of production (cage and free range). The proposed method is simple, fast, environmentally friendly and avoids laborious sample pre-treatment, and is expected to become an alternative to commonly used techniques for egg quality assessment. MDPI 2022-07-01 /pmc/articles/PMC9269732/ /pubmed/35808484 http://dx.doi.org/10.3390/s22134988 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hoffman, Louwrens Christiaan Ni, Dongdong Dayananda, Buddhi Abdul Ghafar, N Cozzolino, Daniel Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy |
title | Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy |
title_full | Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy |
title_fullStr | Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy |
title_full_unstemmed | Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy |
title_short | Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy |
title_sort | unscrambling the provenance of eggs by combining chemometrics and near-infrared reflectance spectroscopy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269732/ https://www.ncbi.nlm.nih.gov/pubmed/35808484 http://dx.doi.org/10.3390/s22134988 |
work_keys_str_mv | AT hoffmanlouwrenschristiaan unscramblingtheprovenanceofeggsbycombiningchemometricsandnearinfraredreflectancespectroscopy AT nidongdong unscramblingtheprovenanceofeggsbycombiningchemometricsandnearinfraredreflectancespectroscopy AT dayanandabuddhi unscramblingtheprovenanceofeggsbycombiningchemometricsandnearinfraredreflectancespectroscopy AT abdulghafarn unscramblingtheprovenanceofeggsbycombiningchemometricsandnearinfraredreflectancespectroscopy AT cozzolinodaniel unscramblingtheprovenanceofeggsbycombiningchemometricsandnearinfraredreflectancespectroscopy |