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Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability
The effects of varieties, producing areas, ears, and ear positions of maize on near-infrared (NIR) spectra were investigated to determine the factors causing the differences in NIR fingerprints of maize varieties. A total of 130 inbred lines were grown in two regions in China, and 12,350 kernel samp...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5012708/ https://www.ncbi.nlm.nih.gov/pubmed/27598344 http://dx.doi.org/10.1371/journal.pone.0161489 |
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author | An, Dong Cui, Yongjin Liu, Xu Jia, Shiqiang Zheng, Shuyun Che, Xiaoping Liu, Zhe Zhang, Xiaodong Zhu, Dehai Li, Shaoming |
author_facet | An, Dong Cui, Yongjin Liu, Xu Jia, Shiqiang Zheng, Shuyun Che, Xiaoping Liu, Zhe Zhang, Xiaodong Zhu, Dehai Li, Shaoming |
author_sort | An, Dong |
collection | PubMed |
description | The effects of varieties, producing areas, ears, and ear positions of maize on near-infrared (NIR) spectra were investigated to determine the factors causing the differences in NIR fingerprints of maize varieties. A total of 130 inbred lines were grown in two regions in China, and 12,350 kernel samples were analyzed through NIR spectroscopy. Spectral differences among varieties, producing areas, ears, and ear positions were determined and compared on the basis of pretreated spectra. The bands at 1300–1470, 1768–1949, 2010–2064, and 2235–2311 nm were mainly affected by the producing area. Band selection and principal component analysis were applied to improve the influence of variety on NIR spectra by processing the pretreated spectra. The degrees of the influence of varieties, producing areas, ears, and ear positions were calculated, and the percentages of the influence of varieties, producing areas, ears, and ear positions were 45.40%, 42.66%, 8.22%, and 3.72%, respectively. Therefore, genetic differences among maize inbred lines are the main factors accounted for NIR spectral differences. Producing area is a secondary factor. These results could provide a reference for researchers who authenticate varieties, perform geographical origin traceabilities, and conduct maize seed breeding. |
format | Online Article Text |
id | pubmed-5012708 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-50127082016-09-27 Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability An, Dong Cui, Yongjin Liu, Xu Jia, Shiqiang Zheng, Shuyun Che, Xiaoping Liu, Zhe Zhang, Xiaodong Zhu, Dehai Li, Shaoming PLoS One Research Article The effects of varieties, producing areas, ears, and ear positions of maize on near-infrared (NIR) spectra were investigated to determine the factors causing the differences in NIR fingerprints of maize varieties. A total of 130 inbred lines were grown in two regions in China, and 12,350 kernel samples were analyzed through NIR spectroscopy. Spectral differences among varieties, producing areas, ears, and ear positions were determined and compared on the basis of pretreated spectra. The bands at 1300–1470, 1768–1949, 2010–2064, and 2235–2311 nm were mainly affected by the producing area. Band selection and principal component analysis were applied to improve the influence of variety on NIR spectra by processing the pretreated spectra. The degrees of the influence of varieties, producing areas, ears, and ear positions were calculated, and the percentages of the influence of varieties, producing areas, ears, and ear positions were 45.40%, 42.66%, 8.22%, and 3.72%, respectively. Therefore, genetic differences among maize inbred lines are the main factors accounted for NIR spectral differences. Producing area is a secondary factor. These results could provide a reference for researchers who authenticate varieties, perform geographical origin traceabilities, and conduct maize seed breeding. Public Library of Science 2016-09-06 /pmc/articles/PMC5012708/ /pubmed/27598344 http://dx.doi.org/10.1371/journal.pone.0161489 Text en © 2016 An et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article An, Dong Cui, Yongjin Liu, Xu Jia, Shiqiang Zheng, Shuyun Che, Xiaoping Liu, Zhe Zhang, Xiaodong Zhu, Dehai Li, Shaoming Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability |
title | Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability |
title_full | Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability |
title_fullStr | Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability |
title_full_unstemmed | Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability |
title_short | Effects of Varieties, Producing Areas, Ears, and Ear Positions of Single Maize Kernels on Near-Infrared Spectra for Identification and Traceability |
title_sort | effects of varieties, producing areas, ears, and ear positions of single maize kernels on near-infrared spectra for identification and traceability |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5012708/ https://www.ncbi.nlm.nih.gov/pubmed/27598344 http://dx.doi.org/10.1371/journal.pone.0161489 |
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