Global Mid-Infrared Prediction Models Facilitate Simultaneous Analysis of Juice Composition from Berries of Actinidia, Ribes, Rubus and Vaccinium Species

被引:5
作者
Clark, Christopher J. [1 ]
Cooney, Janine M. [1 ]
Hopkins, Wendy A. [1 ]
Currie, Alastair [2 ]
机构
[1] New Zealand Inst Plant & Food Res Ltd, Private Bag 3230, Hamilton 3240, New Zealand
[2] New Zealand Inst Plant & Food Res Ltd, Motueka Res Ctr, 55 Old Mill Rd,RD3, Motueka 7198, New Zealand
关键词
ATR-FTIR spectroscopy; Chemometrics; Flavonoids; Fruit; Soluble solids; Titratable acidity; TRANSFORM INFRARED-SPECTROSCOPY; ATTENUATED TOTAL-REFLECTION; ORGANIC-ACIDS; TITRATABLE ACIDITY; MULTIVARIATE CALIBRATION; ANTHOCYANIN COMPOSITION; ANTIOXIDANT CAPACITY; FRUIT COMPOSITION; QUALITY TRAITS; RED RASPBERRY;
D O I
10.1007/s12161-018-1296-9
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Introduction of Fourier-transform infrared (FTIR) spectroscopy would enable breeders to screen phenotypic variability in multiple fruit from large numbers of progeny. Thus far, however, there has been no comprehensive attempt to develop chemometric models for determination of quality attributes of small berry species by this approach. FTIR spectra (1800-900cm(-1)) of juice from breeding populations of four genera (Actinidia, specifically red kiwifruit, Ribes, Rubus and Vaccinium) were analysed by partial least squares regression to determine the possibility of measuring soluble solids (SS), titratable acidity (TA) and total anthocyanin (ACY) concentration simultaneously using global prediction models. SS, TA and ACY concentrations across all berry juices ranged between 4.1 and 22.4 degrees Brix, 0.1-5.5% citric acid and 2-4697ppm, respectively. R-2 (coefficient of determination in cross-validation) and SECV (standard error of cross-validation) statistics for global models were 0.996 (0.22 degrees Brix), 0.996 (0.08% citric acid) and 0.893 (280ppm). Analysis of data sets for individual berry types separately demonstrated that it was possible to develop models with superior prediction statistics for each attribute. However, these were not necessarily robust when validated against data from different seasons, locations or breeding selections. These global models represent an advance for researchers wishing to screen substantial fruit populations more rapidly.
引用
收藏
页码:3147 / 3160
页数:14
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