Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)

Foxtail millet (<i>Setaria italica</i> [L.] P. Beauv.) is a climate-change-ready crop, and it is crucial for predicting the impact of ecological factors on grain quality. In this study, multivariate statistical analysis was used to explore the relationship between ecological factors and...

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Main Authors: Ke Ma, Xiatong Zhao, Boyu Lu, Yiru Wang, Zhongxiao Yue, Liguang Zhang, Xianmin Diao, Xiangyang Yuan
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Agronomy
Subjects:
Online Access:https://www.mdpi.com/2073-4395/14/2/387
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author Ke Ma
Xiatong Zhao
Boyu Lu
Yiru Wang
Zhongxiao Yue
Liguang Zhang
Xianmin Diao
Xiangyang Yuan
author_facet Ke Ma
Xiatong Zhao
Boyu Lu
Yiru Wang
Zhongxiao Yue
Liguang Zhang
Xianmin Diao
Xiangyang Yuan
author_sort Ke Ma
collection DOAJ
description Foxtail millet (<i>Setaria italica</i> [L.] P. Beauv.) is a climate-change-ready crop, and it is crucial for predicting the impact of ecological factors on grain quality. In this study, multivariate statistical analysis was used to explore the relationship between ecological factors and the key nutritional quality of Jingu 21 from twelve production areas. The results showed that the crude fat and amylopectin content of foxtail millets showed a downward trend from south to north. The nutritional quality was significantly affected by geographical, climatic, and soil factors, and the foxtail millet produced in geographically close areas was extremely similar in nutritional quality. Most nutritional quality indicators of Jingu 21 had a strong correlation with the latitude and climatic factors such as average temperature, diurnal temperature range, and average precipitation, while the content of mineral elements was greatly affected by soil factors. Moreover, higher average precipitation in the jointing, booting–heading, and heading stages, a higher average temperature, and a lower diurnal temperature range in the heading and grain-filling stages are conducive to the establishment of nutritional quality. The findings could facilitate the rational distribution of high-quality foxtail millets under global climate change.
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spelling doaj.art-09f5ca087d3142f8a658d0a1a3c750652024-02-23T15:04:23ZengMDPI AGAgronomy2073-43952024-02-0114238710.3390/agronomy14020387Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)Ke Ma0Xiatong Zhao1Boyu Lu2Yiru Wang3Zhongxiao Yue4Liguang Zhang5Xianmin Diao6Xiangyang Yuan7College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaCollege of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaCollege of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaCollege of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaCollege of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaCollege of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaInstitute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, ChinaCollege of Agriculture, Shanxi Agricultural University, Taiyuan 030801, ChinaFoxtail millet (<i>Setaria italica</i> [L.] P. Beauv.) is a climate-change-ready crop, and it is crucial for predicting the impact of ecological factors on grain quality. In this study, multivariate statistical analysis was used to explore the relationship between ecological factors and the key nutritional quality of Jingu 21 from twelve production areas. The results showed that the crude fat and amylopectin content of foxtail millets showed a downward trend from south to north. The nutritional quality was significantly affected by geographical, climatic, and soil factors, and the foxtail millet produced in geographically close areas was extremely similar in nutritional quality. Most nutritional quality indicators of Jingu 21 had a strong correlation with the latitude and climatic factors such as average temperature, diurnal temperature range, and average precipitation, while the content of mineral elements was greatly affected by soil factors. Moreover, higher average precipitation in the jointing, booting–heading, and heading stages, a higher average temperature, and a lower diurnal temperature range in the heading and grain-filling stages are conducive to the establishment of nutritional quality. The findings could facilitate the rational distribution of high-quality foxtail millets under global climate change.https://www.mdpi.com/2073-4395/14/2/387foxtail milletnutritional qualityecological factorsdynamic correlation analysisclimate change
spellingShingle Ke Ma
Xiatong Zhao
Boyu Lu
Yiru Wang
Zhongxiao Yue
Liguang Zhang
Xianmin Diao
Xiangyang Yuan
Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)
Agronomy
foxtail millet
nutritional quality
ecological factors
dynamic correlation analysis
climate change
title Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)
title_full Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)
title_fullStr Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)
title_full_unstemmed Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)
title_short Effect of Ecological Factors on Nutritional Quality of Foxtail Millet (<i>Setaria italica</i> L.)
title_sort effect of ecological factors on nutritional quality of foxtail millet i setaria italica i l
topic foxtail millet
nutritional quality
ecological factors
dynamic correlation analysis
climate change
url https://www.mdpi.com/2073-4395/14/2/387
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