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利用高光谱成像技术测定环境影响下小白菜中花青素积累的变化

Measurement of Environmentally Influenced Variations in Anthocyanin Accumulations in subsp. (Bok Choy) Using Hyperspectral Imaging.

作者信息

Kim Hyo-Suk, Yoo Ji Hye, Park Soo Hyun, Kim Jun-Sik, Chung Youngchul, Kim Jae Hun, Kim Hyoung Seok

机构信息

Sensor System Research Center, Korea Institute of Science and Technology (KIST), Seoul, South Korea.

Department of Electronics and Communications Engineering, Kwangwoon University, Seoul, South Korea.

出版信息

Front Plant Sci. 2021 Aug 19;12:693854. doi: 10.3389/fpls.2021.693854. eCollection 2021.

Abstract

Dietary supplements of anthocyanin-rich vegetables have been known to increase potential health benefits for humans. The optimization of environmental conditions to increase the level of anthocyanin accumulations in vegetables during the cultivation periods is particularly important in terms of the improvement of agricultural values in the indoor farm using artificial light and climate controlling systems. This study reports on the measurement of variations in anthocyanin accumulations in leaf tissues of four different cultivars in var. (bok choy) grown under the different environmental conditions of the indoor farm using hyperspectral imaging. Anthocyanin accumulations estimated by hyperspectral imaging were compared with the measured anthocyanin accumulation obtained by destructive analysis. Between hyperspectral imaging and destructive analysis values, no significant differences in anthocyanin accumulation were observed across four bok choy cultivars grown under the anthocyanin stimulation environmental condition, whereas the estimated anthocyanin accumulations displayed cultivar-dependent significant differences, suggesting that hyperspectral imaging can be employed to measure variations in anthocyanin accumulations of different bok choy cultivars. Increased accumulation of anthocyanin under the stimulation condition for anthocyanin accumulation was observed in "purple magic" and "red stem" by both hyperspectral imaging and destructive analysis. In the different growth stages, no significant differences in anthocyanin accumulation were found in each cultivar by both hyperspectral imaging and destructive analysis. These results suggest that hyperspectral imaging can provide comparable analytic capability with destructive analysis to measure variations in anthocyanin accumulation that occurred under the different light and temperature conditions of the indoor farm. Leaf image analysis measuring the percentage of purple color area in the total leaf area displayed successful classification of anthocyanin accumulation in four bok choy cultivars in comparison to hyperspectral imaging and destructive analysis, but it also showed limitation to reflect the level of color saturation caused by anthocyanin accumulation under different environmental conditions in "red stem," "white stem," and "green stem." Finally, our hyperspectral imaging system was modified to be applied onto the high-throughput plant phenotyping system, and its test to analyze the variation of anthocyanin accumulation in four cultivars showed comparable results with the result of the destructive analysis.

摘要

富含花青素的蔬菜的膳食补充剂已被认为对人类有潜在的健康益处。在使用人工光照和气候控制系统的室内农场中,优化环境条件以增加蔬菜在种植期间花青素的积累水平,对于提高农业价值尤为重要。本研究报告了利用高光谱成像技术测量在室内农场不同环境条件下种植的四个不同品种的小白菜(青菜变种)叶片组织中花青素积累的变化情况。通过高光谱成像估计的花青素积累量与通过破坏性分析获得的实测花青素积累量进行了比较。在花青素刺激环境条件下生长的四个小白菜品种中,高光谱成像和破坏性分析值之间在花青素积累方面未观察到显著差异,而估计的花青素积累量显示出品种依赖性的显著差异,这表明高光谱成像可用于测量不同小白菜品种花青素积累的变化。通过高光谱成像和破坏性分析均观察到,在花青素积累刺激条件下,“紫色魔法”和“红茎”品种的花青素积累增加。在不同生长阶段,通过高光谱成像和破坏性分析在每个品种中均未发现花青素积累有显著差异。这些结果表明,高光谱成像在测量室内农场不同光照和温度条件下发生的花青素积累变化方面,可提供与破坏性分析相当的分析能力。与高光谱成像和破坏性分析相比,测量总叶面积中紫色区域百分比的叶片图像分析成功地对四个小白菜品种的花青素积累进行了分类,但它也显示出在反映“红茎”、“白茎”和“绿茎”品种在不同环境条件下由花青素积累引起的颜色饱和度水平方面存在局限性。最后,我们对高光谱成像系统进行了改进,以应用于高通量植物表型系统,其对四个品种花青素积累变化的分析测试结果与破坏性分析结果相当。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4797/8416915/69f1a1145eda/fpls-12-693854-g0001.jpg

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