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ESTIMATION OF PROTEIN CONTENT IN PLANT LEAVES USING SPECTRAL REFLECTANCE: A CASE STUDY IN EUONYMUS JAPONICA

机译:光谱反射法估计植物叶片中蛋白质含量的研究:以日本乌冬子为例

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摘要

Reflectance spectroscopy has been widely applied in the field of environmental studies. In this study, a low-cost, rapid, and nondestructive method using spectral reflectance was explored to evaluate protein concentrations in plant leaves of Euonymus japonica. Proteins in leaf samples were extracted and separated by sodium dodecyl sulfate polyacrylamide gel electrophoresis, and five specific protein bands of interest were identified and quantified. Correlation analysis indicated that spectral reflectance had significant relationships with ribulose bisphosphate carboxylase a (r=-0.43) and chlorophyll a-b binding protein (r=0.53). A linear regression model and a quadratic regression model were formulated to directly and rapidly estimate the concentration of these two proteins with R~2=0.61 and 0.7, respectively. To more accurately estimate the concentration of proteins, a precise inversion was established by a back propagation neutral network model using plant spectral absorption and position parameters, and the R2 values for proteins ribulose bisphosphate carboxylase, chlorophyll a-b binding protein, oxygen evolving enhancer protein, and ATP synthase subunit beta were 0.90, 0.91, 0.91, and 0.93, respectively. The models established in this study were shown to be useful tools for studies of plant biochemical components and health under different environmental conditions.
机译:反射光谱法已广泛用于环境研究领域。在这项研究中,探索了一种低成本,快速且无损的光谱反射方法来评估大叶卫矛植物叶片中的蛋白质浓度。叶样品中的蛋白质通过十二烷基硫酸钠聚丙烯酰胺凝胶电泳提取和分离,鉴定并定量了五个感兴趣的特定蛋白条带。相关分析表明,光谱反射率与核糖二磷酸羧化酶a(r = -0.43)和叶绿素a-b结合蛋白(r = 0.53)密切相关。建立了线性回归模型和二次回归模型,可以直接,快速地估计这两种蛋白质的浓度,R〜2 = 0.61和0.7。为了更准确地估计蛋白质的浓度,使用植物光谱吸收和位置参数,通过反向传播中性网络模型建立了精确的反演,蛋白质的核糖二磷酸双磷酸羧化酶,叶绿素ab结合蛋白,氧进化增强蛋白和ATP合酶亚基beta分别为0.90、0.91、0.91和0.93。这项研究中建立的模型被证明是研究不同环境条件下植物生化成分和健康状况的有用工具。

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