Application of near-infrared spectroscopy for estimation of non-structural carbohydrates in foliar samples ofEucalyptus globulusLabilladière

蓝桉 偏最小二乘回归 校准 蔗糖 果糖 淀粉 化学计量学 单糖 化学 食品科学 植物 数学 色谱法 桉树 生物 统计 生物化学
作者
Audrey G. Quentin,Thomas Rodemann,M.-F. Doutreleau,Monique Moreau,Noel W. Davies
出处
期刊:Tree Physiology [Oxford University Press]
被引量:23
标识
DOI:10.1093/treephys/tpw083
摘要

Near-infrared reflectance spectroscopy (NIRS) is frequently used for the assessment of key nutrients of forage or crops but remains underused in ecological and physiological studies, especially to quantify non-structural carbohydrates. The aim of this study was to develop calibration models to assess the content in soluble sugars (fructose, glucose, sucrose) and starch in foliar material of Eucalyptus globulus. A partial least squares (PLS) regression was used on the sample spectral data and was compared to the contents measured using standard wet chemistry methods. The calibration models were validated using a completely independent set of samples. We used key indicators such as the ratio of prediction to deviation (RPD) and the range error ratio to give an assessment of the performance of the calibration models. Accurate calibration models were obtained for fructose and sucrose content (R2 > 0.85, root mean square error of prediction (RMSEP) of 0.95%–1.26% in the validation models), followed by sucrose and total soluble sugar content (R2 ~ 0.70 and RMSEP > 2.3%). In comparison to the others, calibration of the starch model performed very poorly with RPD = 1.70. This study establishes the ability of the NIRS calibration model to infer soluble sugar content in foliar samples of E. globulus in a rapid and cost-effective way. We suggest a complete redevelopment of the starch analysis using more specific quantification such as an HPLC-based technique to reach higher performance in the starch model. Overall, NIRS could serve as a high-throughput phenotyping tool to study plant response to stress factors.
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