Rapid Determination of Fat, Protein and Amino Acid Content in Coix Seed Using Near-Infrared Spectroscopy Technique

被引:38
作者
Liu, Xing [1 ]
Zhang, Xin [2 ]
Rong, Yu-Zhi [1 ]
Wu, Jin-Hong [1 ]
Yang, Yong-Jian [3 ]
Wang, Zheng-Wu [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Agr & Biol, Dept Food Sci & Technol, Shanghai 200240, Peoples R China
[2] CSIC, IDAEA, ES-08034 Barcelona, Spain
[3] Shanghai Inst Drug Control, Shanghai 201203, Peoples R China
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
Coix seed; Near-infrared spectroscopy; Partial least squares regression; Competitive adaptive reweighted sampling; Norris derivative smoothing; VAR; MA-YUEN; REWEIGHTED SAMPLING METHOD; JOBI; NIR; WAVELENGTHS; SELECTION; MOISTURE; EXTRACT; VINEGAR; FLOUR;
D O I
10.1007/s12161-014-9897-4
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The feasibility of near-infrared (NIR) spectroscopy to determine fat, protein, and amino acids (AAs) in Coix seed was investigated. Partial least squares (PLS) regression was applied to establish quantitative model. Competitive adaptive reweighted sampling (CARS) and Norris derivative smoothing (NDS) were used to improve the model accuracy. For fat, protein, Asx, threonine, serine, Glx, alanine, leucine, proline, lysine, and histidine, NDS pretreatment improved the models' performance and yielded better prediction results. Then, key variables were selected by CARS, and the PLS models could obtain the optimal results with good predictive ability and robustness. The models of protein, Asx, serine, Glx, alanine, valine, isoleucine, leucine, phenylalanine, and proline were fit for screening with the residual predictive deviation (RPD, the ratio between the standard deviation of the reference value and the root mean square error of prediction of the validation set) equal or greater than 2.50. The RPDs of fat and threonine were 1.61 and 2.00, and the other AAs' were less than 1.50. It was concluded that the NIR spectral technique was suitable for determining fat, protein, and most of AAs in Coix seed. The technique might also give a rough estimate of the contents of glycine, cysteine, methionine, tyrosine, arginine, lysine, and histidine.
引用
收藏
页码:334 / 342
页数:9
相关论文
共 31 条
[1]  
Burns D.A., 2007, Handbook of nearinfrared analysis, V3rd ed.
[2]   Anti-inflammatory effects and chemical study of a flavonoid-enriched fraction from adlay bran [J].
Chen, Hong-Jhang ;
Chung, Cheng-Pei ;
Chiang, Wenchang ;
Lin, Yun-Lian .
FOOD CHEMISTRY, 2011, 126 (04) :1741-1748
[3]   Mast Cell-Dependent Allergic Responses Are Inhibited by Ethanolic Extract of Adlay (Coix lachryma-jobi L. var. ma-yuen Stapf) Testa [J].
Chen, Hong-Jhang ;
Shih, Chun-Kuang ;
Hsu, Hsin-Yi ;
Chiang, Wenchang .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2010, 58 (04) :2596-2601
[4]   Near infrared spectroscopy for determination of the protein composition of rice flour [J].
Chen, Jie Yu ;
Miao, Yelian ;
Sato, Satoshi ;
Zhang, Han .
FOOD SCIENCE AND TECHNOLOGY RESEARCH, 2008, 14 (02) :132-138
[5]   Rapid measurement of total acid content (TAC) in vinegar using near infrared spectroscopy based on efficient variables selection algorithm and nonlinear regression tools [J].
Chen, Quansheng ;
Ding, Jiao ;
Cai, Jianrong ;
Zhao, Jiewen .
FOOD CHEMISTRY, 2012, 135 (02) :590-595
[6]   NIR technology for on-line determination of superficial aw and moisture content during the drying process of fermented sausages [J].
Collell, Caries ;
Gou, Pere ;
Arnau, Jacint ;
Munoz, Israel ;
Comaposada, Josep .
FOOD CHEMISTRY, 2012, 135 (03) :1750-1755
[7]  
Dong B, 2005, J CEREALS OILS, V2, P12
[8]   Application of Competitive Adaptive Reweighted Sampling Method to Determine Effective Wavelengths for Prediction of Total Acid of Vinegar [J].
Fan, Wei ;
Shan, Yang ;
Li, Gaoyang ;
Lv, Huiying ;
Li, Hongdong ;
Liang, Yizeng .
FOOD ANALYTICAL METHODS, 2012, 5 (03) :585-590
[9]   Identification of a New Fatty Acid from the Seeds of Coix lachryma-jobi var. ma-yuen [J].
Han, Ah-Reum ;
Kil, Yun-Seo ;
Kang, Unwoo ;
Youn, I-Soo ;
Choi, Goeun ;
Lee, Yoo Jin ;
Nam, Joo-Won ;
Lee, Je-Hyun ;
Hong, Jongki ;
Lee, Sang Kook ;
Seo, Eun-Kyoung .
BULLETIN OF THE KOREAN CHEMICAL SOCIETY, 2013, 34 (04) :1269-1271
[10]   Optimizations and comparison of two supercritical extractions of adlay oil [J].
Hu, Aijun ;
Zhang, Zhihua ;
Zheng, Jie ;
Wang, Yiming ;
Chen, Qiongxi ;
Liu, Rong ;
Liu, Xue ;
Zhang, Shujing .
INNOVATIVE FOOD SCIENCE & EMERGING TECHNOLOGIES, 2012, 13 :128-133