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Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)

The correct recognition of sweet orange (Citrus sinensis L. Osbeck) variety accessions at the nursery stage of growth is a challenge for the productive sector as they do not show any difference in phenotype traits. Furthermore, there is no DNA marker able to distinguish orange accessions within a va...

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Autores principales: Magalhães, Aida B., Senesi, Giorgio S., Ranulfi, Anielle, Massaiti, Thiago, Marangoni, Bruno S., Nery da Silva, Marina, Villas Boas, Paulino R., Ferreira, Ednaldo, Novelli, Valdenice M., Cristofani-Yaly, Mariângela, Milori, Débora M. B. P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196892/
https://www.ncbi.nlm.nih.gov/pubmed/34064288
http://dx.doi.org/10.3390/molecules26113092
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author Magalhães, Aida B.
Senesi, Giorgio S.
Ranulfi, Anielle
Massaiti, Thiago
Marangoni, Bruno S.
Nery da Silva, Marina
Villas Boas, Paulino R.
Ferreira, Ednaldo
Novelli, Valdenice M.
Cristofani-Yaly, Mariângela
Milori, Débora M. B. P.
author_facet Magalhães, Aida B.
Senesi, Giorgio S.
Ranulfi, Anielle
Massaiti, Thiago
Marangoni, Bruno S.
Nery da Silva, Marina
Villas Boas, Paulino R.
Ferreira, Ednaldo
Novelli, Valdenice M.
Cristofani-Yaly, Mariângela
Milori, Débora M. B. P.
author_sort Magalhães, Aida B.
collection PubMed
description The correct recognition of sweet orange (Citrus sinensis L. Osbeck) variety accessions at the nursery stage of growth is a challenge for the productive sector as they do not show any difference in phenotype traits. Furthermore, there is no DNA marker able to distinguish orange accessions within a variety due to their narrow genetic trace. As different combinations of canopy and rootstock affect the uptake of elements from soil, each accession features a typical elemental concentration in the leaves. Thus, the main aim of this work was to analyze two sets of ten different accessions of very close genetic characters of three varieties of fresh citrus leaves at the nursery stage of growth by measuring the differences in elemental concentration by laser-induced breakdown spectroscopy (LIBS). The accessions were discriminated by both principal component analysis (PCA) and a classifier based on the combination of classification via regression (CVR) and partial least square regression (PLSR) models, which used the elemental concentrations measured by LIBS as input data. A correct classification of 95.1% and 80.96% was achieved, respectively, for set 1 and set 2. These results showed that LIBS is a valuable technique to discriminate among citrus accessions, which can be applied in the productive sector as an excellent cost–benefit tool in citrus breeding programs.
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spelling pubmed-81968922021-06-13 Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS) Magalhães, Aida B. Senesi, Giorgio S. Ranulfi, Anielle Massaiti, Thiago Marangoni, Bruno S. Nery da Silva, Marina Villas Boas, Paulino R. Ferreira, Ednaldo Novelli, Valdenice M. Cristofani-Yaly, Mariângela Milori, Débora M. B. P. Molecules Article The correct recognition of sweet orange (Citrus sinensis L. Osbeck) variety accessions at the nursery stage of growth is a challenge for the productive sector as they do not show any difference in phenotype traits. Furthermore, there is no DNA marker able to distinguish orange accessions within a variety due to their narrow genetic trace. As different combinations of canopy and rootstock affect the uptake of elements from soil, each accession features a typical elemental concentration in the leaves. Thus, the main aim of this work was to analyze two sets of ten different accessions of very close genetic characters of three varieties of fresh citrus leaves at the nursery stage of growth by measuring the differences in elemental concentration by laser-induced breakdown spectroscopy (LIBS). The accessions were discriminated by both principal component analysis (PCA) and a classifier based on the combination of classification via regression (CVR) and partial least square regression (PLSR) models, which used the elemental concentrations measured by LIBS as input data. A correct classification of 95.1% and 80.96% was achieved, respectively, for set 1 and set 2. These results showed that LIBS is a valuable technique to discriminate among citrus accessions, which can be applied in the productive sector as an excellent cost–benefit tool in citrus breeding programs. MDPI 2021-05-21 /pmc/articles/PMC8196892/ /pubmed/34064288 http://dx.doi.org/10.3390/molecules26113092 Text en © 2021 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
Magalhães, Aida B.
Senesi, Giorgio S.
Ranulfi, Anielle
Massaiti, Thiago
Marangoni, Bruno S.
Nery da Silva, Marina
Villas Boas, Paulino R.
Ferreira, Ednaldo
Novelli, Valdenice M.
Cristofani-Yaly, Mariângela
Milori, Débora M. B. P.
Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)
title Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)
title_full Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)
title_fullStr Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)
title_full_unstemmed Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)
title_short Discrimination of Genetically Very Close Accessions of Sweet Orange (Citrus sinensis L. Osbeck) by Laser-Induced Breakdown Spectroscopy (LIBS)
title_sort discrimination of genetically very close accessions of sweet orange (citrus sinensis l. osbeck) by laser-induced breakdown spectroscopy (libs)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196892/
https://www.ncbi.nlm.nih.gov/pubmed/34064288
http://dx.doi.org/10.3390/molecules26113092
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