Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Miricioiu, Marius Gheorghe, Ionete, Roxana Elena, Costinel, Diana, Botoran, Oana Romina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784794611390087168
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
work_keys_str_mv AT miricioiumariusgheorghe classificationofprunusgenusbybotanicaloriginandharvestyearbasedoncarbohydratesprofile
AT ioneteroxanaelena classificationofprunusgenusbybotanicaloriginandharvestyearbasedoncarbohydratesprofile
AT costineldiana classificationofprunusgenusbybotanicaloriginandharvestyearbasedoncarbohydratesprofile
AT botoranoanaromina classificationofprunusgenusbybotanicaloriginandharvestyearbasedoncarbohydratesprofile