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Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile
The (1)H-NMR carbohydrates profiling was used to discriminate fruits from Rosaceae family in terms of botanical origin and harvest year. The classification was possible by application of multivariate data analysis, such as principal component analysis (PCA), linear discriminant analysis (LDA) and Pe...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9497859/ https://www.ncbi.nlm.nih.gov/pubmed/36140966 http://dx.doi.org/10.3390/foods11182838 |
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author | Miricioiu, Marius Gheorghe Ionete, Roxana Elena Costinel, Diana Botoran, Oana Romina |
author_facet | Miricioiu, Marius Gheorghe Ionete, Roxana Elena Costinel, Diana Botoran, Oana Romina |
author_sort | Miricioiu, Marius Gheorghe |
collection | PubMed |
description | The (1)H-NMR carbohydrates profiling was used to discriminate fruits from Rosaceae family in terms of botanical origin and harvest year. The classification was possible by application of multivariate data analysis, such as principal component analysis (PCA), linear discriminant analysis (LDA) and Pearson analysis. Prior, a heat map was created based on (1)H-NMR signals which offered an overview of the content of individual carbohydrates in plum, apricot, cherry and sour cherry, highlighting the similarities. Although, the PCA results were almost satisfactory, based only on carbohydrates signals, the LDA reached 94.39% and 100% classification of fruits according to their botanical origin and growing season, respectively. Additionally, a potential association with the relevant climatic data was explored by applying the Pearson analysis. These findings are intended to create an efficient NMR-based solution capable of differentiating fruit juices based on their basic sugar profile. |
format | Online Article Text |
id | pubmed-9497859 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94978592022-09-23 Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile Miricioiu, Marius Gheorghe Ionete, Roxana Elena Costinel, Diana Botoran, Oana Romina Foods Article The (1)H-NMR carbohydrates profiling was used to discriminate fruits from Rosaceae family in terms of botanical origin and harvest year. The classification was possible by application of multivariate data analysis, such as principal component analysis (PCA), linear discriminant analysis (LDA) and Pearson analysis. Prior, a heat map was created based on (1)H-NMR signals which offered an overview of the content of individual carbohydrates in plum, apricot, cherry and sour cherry, highlighting the similarities. Although, the PCA results were almost satisfactory, based only on carbohydrates signals, the LDA reached 94.39% and 100% classification of fruits according to their botanical origin and growing season, respectively. Additionally, a potential association with the relevant climatic data was explored by applying the Pearson analysis. These findings are intended to create an efficient NMR-based solution capable of differentiating fruit juices based on their basic sugar profile. MDPI 2022-09-14 /pmc/articles/PMC9497859/ /pubmed/36140966 http://dx.doi.org/10.3390/foods11182838 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 Miricioiu, Marius Gheorghe Ionete, Roxana Elena Costinel, Diana Botoran, Oana Romina Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile |
title | Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile |
title_full | Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile |
title_fullStr | Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile |
title_full_unstemmed | Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile |
title_short | Classification of Prunus Genus by Botanical Origin and Harvest Year Based on Carbohydrates Profile |
title_sort | classification of prunus genus by botanical origin and harvest year based on carbohydrates profile |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9497859/ https://www.ncbi.nlm.nih.gov/pubmed/36140966 http://dx.doi.org/10.3390/foods11182838 |
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