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Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains
Wheat has played an important role in human agriculture since ancient times. Increasing rates of processed wheat product fabrication require more and more laboratory studies of product quality. This, in turn, requires the use, in production and in field conditions, of sufficiently accurate, fast and...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10528831/ https://www.ncbi.nlm.nih.gov/pubmed/37761134 http://dx.doi.org/10.3390/foods12183426 |
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author | Pankin, Dmitrii Povolotckaia, Anastasia Borisov, Eugene Povolotskiy, Alexey Borzenko, Sergey Gulyaev, Anatoly Gerasimenko, Stanislav Dorochov, Alexey Khamuev, Viktor Moskovskiy, Maksim |
author_facet | Pankin, Dmitrii Povolotckaia, Anastasia Borisov, Eugene Povolotskiy, Alexey Borzenko, Sergey Gulyaev, Anatoly Gerasimenko, Stanislav Dorochov, Alexey Khamuev, Viktor Moskovskiy, Maksim |
author_sort | Pankin, Dmitrii |
collection | PubMed |
description | Wheat has played an important role in human agriculture since ancient times. Increasing rates of processed wheat product fabrication require more and more laboratory studies of product quality. This, in turn, requires the use, in production and in field conditions, of sufficiently accurate, fast and relatively low-cost quality control methods, including the detection of fungal diseases. One of the most widespread fungal diseases of wheat in the world is ergot caused by the fungi genus Claviceps. Optical methods are promising for this disease identification due to the relative ease of implementation and the possibility of performing fast analyses in large volumes. However, for application in practice, it is necessary to identify and substantiate characteristic spectral markers that make it possible to judge the sample contamination. In this regard, within the framework of this study, the methods of IR absorption spectroscopy in the MIR region and reflection spectroscopy in the UV-vis-NIR ranges, as well as luminescence spectroscopy, were used to study ergot-infected grains of winter wheat of the “Moskovskaya 56” cultivar. To justify the choice of the most specific spectral ranges, the methods of chemometric analysis with supervised classification, namely PCA-LDA and PCA-SVM, were applied. The possibility of separating infected grains according to the IR absorption, reflection spectra in the UV-vis-NIR ranges and visible luminescence spectra was tested. |
format | Online Article Text |
id | pubmed-10528831 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-105288312023-09-28 Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains Pankin, Dmitrii Povolotckaia, Anastasia Borisov, Eugene Povolotskiy, Alexey Borzenko, Sergey Gulyaev, Anatoly Gerasimenko, Stanislav Dorochov, Alexey Khamuev, Viktor Moskovskiy, Maksim Foods Article Wheat has played an important role in human agriculture since ancient times. Increasing rates of processed wheat product fabrication require more and more laboratory studies of product quality. This, in turn, requires the use, in production and in field conditions, of sufficiently accurate, fast and relatively low-cost quality control methods, including the detection of fungal diseases. One of the most widespread fungal diseases of wheat in the world is ergot caused by the fungi genus Claviceps. Optical methods are promising for this disease identification due to the relative ease of implementation and the possibility of performing fast analyses in large volumes. However, for application in practice, it is necessary to identify and substantiate characteristic spectral markers that make it possible to judge the sample contamination. In this regard, within the framework of this study, the methods of IR absorption spectroscopy in the MIR region and reflection spectroscopy in the UV-vis-NIR ranges, as well as luminescence spectroscopy, were used to study ergot-infected grains of winter wheat of the “Moskovskaya 56” cultivar. To justify the choice of the most specific spectral ranges, the methods of chemometric analysis with supervised classification, namely PCA-LDA and PCA-SVM, were applied. The possibility of separating infected grains according to the IR absorption, reflection spectra in the UV-vis-NIR ranges and visible luminescence spectra was tested. MDPI 2023-09-14 /pmc/articles/PMC10528831/ /pubmed/37761134 http://dx.doi.org/10.3390/foods12183426 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 Pankin, Dmitrii Povolotckaia, Anastasia Borisov, Eugene Povolotskiy, Alexey Borzenko, Sergey Gulyaev, Anatoly Gerasimenko, Stanislav Dorochov, Alexey Khamuev, Viktor Moskovskiy, Maksim Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains |
title | Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains |
title_full | Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains |
title_fullStr | Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains |
title_full_unstemmed | Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains |
title_short | Investigation of Spectroscopic Peculiarities of Ergot-Infected Winter Wheat Grains |
title_sort | investigation of spectroscopic peculiarities of ergot-infected winter wheat grains |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10528831/ https://www.ncbi.nlm.nih.gov/pubmed/37761134 http://dx.doi.org/10.3390/foods12183426 |
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