1. At-line Prediction of Gelatinized Starch and Fiber Fractions in Extruded Dry Dog Food Using Different Near-Infrared Spectroscopy Technologies
- Author
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Carmen L. Manuelian, Massimo De Marchi, Federico Righi, and Arianna Goi
- Subjects
Vis-NIR ,Materials science ,Starch ,01 natural sciences ,Article ,chemistry.chemical_compound ,Starch gelatinization ,Fibrous fractions ,NIT ,Non-fibrous carbohydrates ,Pet food ,non-fibrous carbohydrates ,Partial least squares regression ,lcsh:Zoology ,Lignin ,Fiber ,lcsh:QL1-991 ,Spectroscopy ,Chromatography ,lcsh:Veterinary medicine ,General Veterinary ,010401 analytical chemistry ,Near-infrared spectroscopy ,technology, industry, and agriculture ,0402 animal and dairy science ,pet food ,04 agricultural and veterinary sciences ,fibrous fractions ,040201 dairy & animal science ,0104 chemical sciences ,Neutral Detergent Fiber ,chemistry ,lcsh:SF600-1100 ,Animal Science and Zoology ,starch gelatinization - Abstract
This study aimed to assess the feasibility of visible/near-infrared reflectance (Vis-NIR) and near-infrared transmittance (NIT) spectroscopy to predict total and gelatinized starch and fiber fractions in extruded dry dog food. Reference laboratory analyses were performed on 81 samples, and the spectrum of each ground sample was obtained through Vis-NIR and NIT spectrometers. Prediction equations for each instrument were developed by modified partial least squares regressions and validated by cross- (CrV) and external validation (ExV) procedures. All studied traits were better predicted by Vis-NIR than NIT spectroscopy. With Vis-NIR, excellent prediction models were obtained for total starch (residual predictive deviation, RPDCrV = 6.33, RPDExV = 4.43), gelatinized starch (RPDCrV = 4.62, RPDExV = 4.36), neutral detergent fiber (NDF, RPDCrV = 3.93, RPDExV = 4.31), and acid detergent fiber (ADF, RPDCrV = 5.80, RPDExV = 5.67). With NIT, RPDCrV ranged from 1.75 (ADF) to 2.61 (acid detergent lignin, ADL) and RPDExV from 1.71 (ADL) to 2.16 (total starch). In conclusion, results of the present study demonstrated the feasibility of at-line Vis-NIR spectroscopy in predicting total and gelatinized starch, NDF, and ADF, with lower accuracy for ADL, whereas results do not support the applicability of NIT spectroscopy to predict those traits.
- Published
- 2020
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