Non-targeted Detection of Multiple Frauds in Orange Juice Using Double Water-Soluble Fluorescence Quantum Dots and Chemometrics

被引:11
作者
Xu, Lu [1 ]
Wei, Liuna [2 ]
Shi, Qiong [2 ]
Cai, Chenbo [3 ]
Fu, Hai-Yan [2 ]
She, Yuan-Bin [4 ]
机构
[1] Tongren Univ, Coll Mat & Chem Engn, Tongren 554300, Guizhou, Peoples R China
[2] South Cent Univ Nationalities, Modernizat Engn Technol Res Ctr Ethn Minor Med Hu, Sch Pharmaceut Sci, Wuhan 430074, Hubei, Peoples R China
[3] Chuxiong Normal Univ, Dept Chem & Life Sci, Chuxiong 675000, Peoples R China
[4] Zhejiang Univ Technol, Coll Chem Engn, State Key Lab Green Chem Synth Technol, Hangzhou 310032, Zhejiang, Peoples R China
基金
中国国家自然科学基金; 中央高校基本科研业务费专项资金资助;
关键词
Orange juice; Double quantum dots; Beverage fraud; One-class partial least squares (OCPLS); Untargeted detection; CITRUS FRUIT/FRUIT JUICES; FRONT-FACE FLUORESCENCE; UPLC-QTOF MS; FRUIT JUICES; MATLAB TOOLBOX; AMINO-ACIDS; OLIVE OIL; AUTHENTICITY; SPECTROSCOPY; ADULTERATION;
D O I
10.1007/s12161-019-01570-z
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The feasibility of a highly sensitive "turn-off" fluorescent probe of double quantum dots (QDs) combined with chemometrics was investigated for untargeted screening of extraneous adulterants in pure orange juice (OJ), including sucrose syrup and artificial fruit powder. Pure and adulterated OJ samples were characterized by their different quenching patterns of the two separate and strong fluorescent peaks generated by the double QDs followed by chemometrics analysis. Class models of pure OJ samples (n = 117) obtained from pressing newly harvested oranges were developed using one-class partial least squares (OCPLS) based on different signal preprocessing methods, including smoothing, taking second-order derivatives (D2) and standard normal variate (SNV) transformation. As a result, D2-OCPLS model could detect at 5.0% (w/w) of sucrose syrup and 2.0% (w/w) of artificial fruit powder in pure OJ with a sensitivity (the rate of true positives) of 97.8% and specificity (rate of true negatives) of 77.0%. In conclusion, the proposed fluorescence probe with double QDs has been demonstrated to have potential for applications in rapid and sensitive screening of adulterants in OJ, which also implies promising applications to untargeted analysis of other water-soluble food samples.
引用
收藏
页码:2614 / 2622
页数:9
相关论文
共 54 条
[51]   Can analytical chemists do molecular biology? A survey of the up-skilling of the UK official food control system in DNA food authenticity techniques [J].
Woolfe, Mark ;
Gurung, Tanya ;
Walker, Michael J. .
FOOD CONTROL, 2013, 33 (02) :385-392
[52]   A MATLAB toolbox for class modeling using one-class partial least squares (OCPLS) classifiers [J].
Xu, Lu ;
Goodarzi, Mohammad ;
Shi, Wei ;
Cai, Chen-Bo ;
Jiang, Jian-Hui .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2014, 139 :58-63
[53]   One-class partial least squares (OCPLS) classifier [J].
Xu, Lu ;
Yan, Si-Min ;
Cai, Chen-Bo ;
Yu, Xiao-Ping .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2013, 126 :1-5
[54]   Monte Carlo cross validation [J].
Xu, QS ;
Liang, YZ .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2001, 56 (01) :1-11