Factor Analysis and Modelling for Rapid Quality Assessment of Croatian Wheat Cultivars with Different Gluten Characteristics (CROSBI ID 138277)
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Podaci o odgovornosti
Kurtanjek, Želimir ; Horvat, Daniela ; Magdić, Damir ; Drezner Georg
engleski
Factor Analysis and Modelling for Rapid Quality Assessment of Croatian Wheat Cultivars with Different Gluten Characteristics
Factor analysis and multivariate chemometric modelling for rapid assessment of baking quality of wheat cultivars from Slavonia region, Croatia, is applied. The cultivars Žitarka, Kata, Monika, Ana, Demetra, Divana and Sana were grown under controlled conditions at the experimental field of Agricultural Institute Osijek during three years (2000-2002). Their quality properties are evaluated by 45 different chemi-cal, physical and biochemical variables. The measured variables are grouped as: Indi-rect Quality parameters (5), Farinographic parameters (7), Extensographic parameters (5), Baking Tests (2), and Reversed Phase-High Performance Liquid Chromatography (RP-HPLC) data (25). Aim of this study is to establish minimal number (three) of principal factors among the 45 variables and to derive multivariate linear regression models for their use in simple and fast prediction of all the properties. Selection of the principal factors based on the principal component analysis (PCA) is applied. The analysis yields as the first three main factors: total glutenins (TGT), total ω -gliadins (T -), and the ratio of dough resistance/extensibility (R/Ext) which account for 76.45 % of the total variance. Linear regression models gave average regression coefficients R evaluated for the parameter groups: Indirect Quality R=0.91, Baking Tests R=0.63, Farinographic parameters R= 0.78, Extensographic parameters R= 0.95 and for the RP-HPLC data is obtained R=0.90. Errors in the model predictions are evaluated by the 95 % signifi-cance intervals of the calibration lines. Practical applications of the models for rapid quality assessment and laboratory experiment planning are emphasized.
principal component analysis; wheat; technological quality; gluten proteins; RP-HPLC
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Podaci o izdanju
Povezanost rada
Poljoprivreda (agronomija), Biotehnologija, Prehrambena tehnologija