Cargando…
Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods
In order to explore the aromatic differences between Xinjiang cow milk powder and specialty milk powder (donkey, camel, and horse milk powder), Gas Chromatography-Ion Mobility Spectrometry (GC-IMS) analysis was employed to investigate the volatile compounds in these four types of milk powders. A tot...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10649912/ https://www.ncbi.nlm.nih.gov/pubmed/37959155 http://dx.doi.org/10.3390/foods12214036 |
_version_ | 1785135658625400832 |
---|---|
author | Gou, Yongzhen Han, Yaping Li, Jie Niu, Xiyue Ma, Guocai Xu, Qian |
author_facet | Gou, Yongzhen Han, Yaping Li, Jie Niu, Xiyue Ma, Guocai Xu, Qian |
author_sort | Gou, Yongzhen |
collection | PubMed |
description | In order to explore the aromatic differences between Xinjiang cow milk powder and specialty milk powder (donkey, camel, and horse milk powder), Gas Chromatography-Ion Mobility Spectrometry (GC-IMS) analysis was employed to investigate the volatile compounds in these four types of milk powders. A total of 61 volatile substances were detected, with ketones, aldehydes, and alcohols being the primary flavor components in the milk powders. While the aromatic components of the different milk powders showed similarities in terms of types, there were significant differences in their concentrations, exhibiting distinct characteristics for each type. The Partial Least Squares Discriminant Analysis (PLS-DA) showed that there were 15, 14, and 23 volatile compounds that could be used for discrimination of cow milk powder against specialty milk powders, respectively. And it was validated by Receiver Operating Characteristic (ROC) analysis, and finally, 8, 6, and 19 volatile compounds were identified as valid differential marker substances. To facilitate visual discrimination between the different milk powders, we established GC-IMS fingerprint spectra based on the final discriminant markers. These studies provide theoretical guidance for the application of volatile compounds to discriminate adulteration of milk powder marketed in Xinjiang. |
format | Online Article Text |
id | pubmed-10649912 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-106499122023-11-05 Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods Gou, Yongzhen Han, Yaping Li, Jie Niu, Xiyue Ma, Guocai Xu, Qian Foods Article In order to explore the aromatic differences between Xinjiang cow milk powder and specialty milk powder (donkey, camel, and horse milk powder), Gas Chromatography-Ion Mobility Spectrometry (GC-IMS) analysis was employed to investigate the volatile compounds in these four types of milk powders. A total of 61 volatile substances were detected, with ketones, aldehydes, and alcohols being the primary flavor components in the milk powders. While the aromatic components of the different milk powders showed similarities in terms of types, there were significant differences in their concentrations, exhibiting distinct characteristics for each type. The Partial Least Squares Discriminant Analysis (PLS-DA) showed that there were 15, 14, and 23 volatile compounds that could be used for discrimination of cow milk powder against specialty milk powders, respectively. And it was validated by Receiver Operating Characteristic (ROC) analysis, and finally, 8, 6, and 19 volatile compounds were identified as valid differential marker substances. To facilitate visual discrimination between the different milk powders, we established GC-IMS fingerprint spectra based on the final discriminant markers. These studies provide theoretical guidance for the application of volatile compounds to discriminate adulteration of milk powder marketed in Xinjiang. MDPI 2023-11-05 /pmc/articles/PMC10649912/ /pubmed/37959155 http://dx.doi.org/10.3390/foods12214036 Text en © 2023 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 Gou, Yongzhen Han, Yaping Li, Jie Niu, Xiyue Ma, Guocai Xu, Qian Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods |
title | Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods |
title_full | Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods |
title_fullStr | Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods |
title_full_unstemmed | Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods |
title_short | Discriminant Analysis of Aroma Differences between Cow Milk Powder and Special Milk Powder (Donkey, Camel, and Horse Milk Powder) in Xinjiang Based on GC-IMS and Multivariate Statistical Methods |
title_sort | discriminant analysis of aroma differences between cow milk powder and special milk powder (donkey, camel, and horse milk powder) in xinjiang based on gc-ims and multivariate statistical methods |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10649912/ https://www.ncbi.nlm.nih.gov/pubmed/37959155 http://dx.doi.org/10.3390/foods12214036 |
work_keys_str_mv | AT gouyongzhen discriminantanalysisofaromadifferencesbetweencowmilkpowderandspecialmilkpowderdonkeycamelandhorsemilkpowderinxinjiangbasedongcimsandmultivariatestatisticalmethods AT hanyaping discriminantanalysisofaromadifferencesbetweencowmilkpowderandspecialmilkpowderdonkeycamelandhorsemilkpowderinxinjiangbasedongcimsandmultivariatestatisticalmethods AT lijie discriminantanalysisofaromadifferencesbetweencowmilkpowderandspecialmilkpowderdonkeycamelandhorsemilkpowderinxinjiangbasedongcimsandmultivariatestatisticalmethods AT niuxiyue discriminantanalysisofaromadifferencesbetweencowmilkpowderandspecialmilkpowderdonkeycamelandhorsemilkpowderinxinjiangbasedongcimsandmultivariatestatisticalmethods AT maguocai discriminantanalysisofaromadifferencesbetweencowmilkpowderandspecialmilkpowderdonkeycamelandhorsemilkpowderinxinjiangbasedongcimsandmultivariatestatisticalmethods AT xuqian discriminantanalysisofaromadifferencesbetweencowmilkpowderandspecialmilkpowderdonkeycamelandhorsemilkpowderinxinjiangbasedongcimsandmultivariatestatisticalmethods |