Chemical Analysis Combined with Multivariate Statistical Methods to Determine the Geographical Origin of Milk from Four Regions in China
文献类型: 外文期刊
第一作者: Zhao, Ruting
作者: Zhao, Ruting;Su, Meicheng;Zhao, Yan;Chen, Gang;Chen, Ailiang;Yang, Shuming;Zhao, Ruting;Su, Meicheng;Zhao, Yan;Chen, Gang;Chen, Ailiang;Yang, Shuming
作者机构:
关键词: milk; fatty acids; isotopes; mineral elements; geographical origin; multivariate statistics
期刊名称:FOODS ( 影响因子:4.35; 五年影响因子:4.957 )
ISSN:
年卷期: 2021 年 10 卷 5 期
页码:
收录情况: SCI
摘要: Traceability of milk origin in China is conducive to the implementation of the protection of regional products. In order to distinguish milk from different geographical distances in China, we traced the milk of eight farms in four neighboring provinces of China (Inner Mongolia autonomous region, Hebei, Ningxia Hui autonomous and Shaanxi), and multivariate data analysis was applied to the data including elemental analysis, stable isotope analysis and fatty acid analysis. In addition, orthogonal partial least squares discriminant analysis (OPLS-DA) is used to determine the optimal classification model, and it is explored whether the combination of different technologies is better than a single technical analysis. It was confirmed that in the inter-provincial samples, the combination of the two techniques was better than the analysis using a single technique (fatty acids: R-2 = 0.716, Q(2) = 0.614; fatty acid-binding isotopes: R-2 = 0.760, Q(2) = 0.635). At the same time, milk produced by farms with different distances of less than 11 km in each province was discriminated, and the discriminant distance was successfully reduced to 0.7 km (Ningxia Hui Autonomous Region: the distance between the two farms was 0.7 km, R-2 = 0.771, Q(2) = 0.631). For short-distance samples, the combination multiple technologies are not completely superior to a single technique, and sometimes, it is easy to cause model over-fitting.
分类号:
- 相关文献
作者其他论文 更多>>
-
Effects of plant source selection and chemi-mechanical treatment on the fiber microstructures and mechanical behaviors of nanocellulose films
作者:Qian, Yangyang;Qian, Yangyang;Wang, Chunyu;Liu, Yijun;Wei, Yuan;Chen, Gang;Shi, Bingfei;Zhang, Jianqiang;Liu, Yijun
关键词:
-
Trace phospholipid and fatty acid differences between dairy and plant-based milk products by 1 H and 31 P NMR spectroscopy combined with multivariate statistical analysis
作者:Wang, Tongtong;Tan, Sijia;Li, Liang;Jiang, Bin;Wang, Dan;Liu, Qingyi;Chen, Gang
关键词:Dairy cream; Butter; Plant-based cream; Margarine; Multivariate statistical analysis
-
Application of stable isotopes and mineral elements fingerprinting for beef traceability and authenticity in inner mongolia of China
作者:Bai, Yang;Wang, Xin;Ha, Liya;Dong, Xin;Guo, Jun;Zhao, Yan;Ao, Qier
关键词:Beef; Stable isotope; Mineral element; Traceability; Authenticity
-
Sustainable, biodegradable, and recyclable bioplastics derived from renewable carboxymethyl cellulose and waste walnut shell
作者:Qian, Yangyang;Qin, Changpei;Zhang, Jianqiang;Shi, Bingfei;Wei, Yuan;Niu, Jingchao;Kang, Shimin;Wang, Chunyu;Chen, Gang;Qian, Yangyang;Wei, Yuan;Liu, Yijun
关键词:Carboxymethyl cellulose; Waste walnut shell; One-pot casting; Bioplastics; UV-blocking
-
Novel antioxidant peptides from hydrolyzed proteins of Volvariella volvacea: Purification, characterization and protective effects on H2O2-induced human skin fibroblasts
作者:Xu, Baoting;Wang, Yaoran;Zha, Lei;Chen, Mingjie;Yu, Panling;Dong, Qin;Zhao, Yan;Xu, Baoting;Wang, Yaoran;Yu, Panling;Suwantong, Orawan
关键词:Antioxidant peptides; Volvariella volvacea; LC-MS/MS; Molecular docking; Keap1-Nrf2-ARE pathway
-
Comparison of the Bacterial and Fungal Communities and Metabolic Functions of Cottonseed Hull Waste Compost Associated with High and Low Yields of Straw Mushroom Volvariella volvacea
作者:Kakumyan, Pattana;Yang, Lin;Liu, Shunjie;Yu, Changxia;Li, Zhengpeng;Chen, Mingjie;Zhao, Yan;Kakumyan, Pattana;Popluechai, Siam;Kakumyan, Pattana;Popluechai, Siam
关键词:straw mushroom; cotton waste compost; microbial diversity; physicochemical properties; biological efficiency
-
Combining stable isotopes and multi-elements with machine learning chemometric models to identify the geographical origins of Tetrastigma hemsleyanum Diels et Gilg
作者:Bai, Lu;Zhang, Zixuan;Chen, Chengqun;Liang, Kehong;Bai, Lu;Zhang, Zixuan;Li, Yalan;Zhao, Shanshan;Yang, Xiaoting;Chen, Chengqun;Zhao, Shilin;Zhao, Yan;Zhang, Ping;Peng, Xin
关键词:Origin traceability; Stable isotope ratio; Multi-elements analysis; Discriminant analysis; Climatic factors