Jones, JE and Eyles, A and Claye, C and Rodemann, T and Dambergs, RG and Close, DC, Prediction of starch reserves in intact and ground grapevine cane wood tissues using near infrared reflectance spectroscopy (NIRS), Journal of the Science of Food and Agriculture, 100, (6) pp. 2418-2424. ISSN 1097-0010 (2020) [Refereed Article]
|PDF (post print version)|
Copyright 2020 Society of Chemical Industry
Background: Near Infrared Reflectance Spectroscopy (NIRS) technology can be a powerful analytical technique for the assessment of plant starch, but generally samples need to be freeze‐dried and ground. This study investigated the feasibility of using NIRS technology to quantify starch concentration in ground and intact grapevine cane wood samples (with or without the bark layer). A partial least squares (PLS) regression was used on the sample spectral data and was compared against starch analysis using a conventional wet chemistry method.
Results: Accurate calibration models were obtained for the ground cane wood samples (n = 220), one based on 17 factors (R2 = 0.88, root mean square error of validation (RMSEV) of 0.73 mg.g‐1) and the other based on 10 factors (R2 = 0.85, RMSEV of 0.80 mg.g‐1). In contrast, the prediction of starch within intact cane wood samples was very low (R2 = 0.19). Removal of the cane bark tissues did not substantially improve the accuracy of the model (R2 = 0.34). Despite these poor correlations and low ratio of prediction to deviation (RPD) values of 1.08‐1.24, the root mean square error of cross‐validation (RMSECV) values were 0.75‐0.86 mg.g‐1) indicating good predictability of the model.
Conclusion: As indicated by low RMSECV values, NIRS technology has the potential to monitor grapevine starch reserved in intact cane wood samples.
|Item Type:||Refereed Article|
|Keywords:||carbohydrates, cane wood, Pinot Noir, Chardonnay,|
|Research Division:||Agricultural, Veterinary and Food Sciences|
|Research Group:||Horticultural production|
|Research Field:||Oenology and viticulture|
|Objective Division:||Plant Production and Plant Primary Products|
|Objective Group:||Industrial crops|
|Objective Field:||Wine grapes|
|UTAS Author:||Jones, JE (Dr Joanna Jones)|
|UTAS Author:||Eyles, A (Dr Alieta Eyles)|
|UTAS Author:||Claye, C (Ms Caroline Claye)|
|UTAS Author:||Rodemann, T (Dr Thomas Rodemann)|
|UTAS Author:||Close, DC (Professor Dugald Close)|
|Web of Science® Times Cited:||1|
|Deposited By:||TIA - Research Institute|
|Downloads:||1 View Download Statistics|
Repository Staff Only: item control page