Rapid quantification of goat milk adulteration with cow milk using Raman spectroscopy and chemometrics

被引:0
|
作者
Li, Wangfang [1 ]
Huang, Wei [1 ]
Fan, Desheng [1 ]
Gao, Xuhui [1 ]
Zhang, Xian [1 ]
Meng, Yaoyong [1 ,2 ]
Liu, Timon Cheng-yi [3 ]
机构
[1] South China Normal Univ, Coll Biophoton, MOE Key Lab Laser Life Sci & Lab Photon Chinese Me, Guangzhou 510631, Peoples R China
[2] South China Normal Univ, Anal & Testing Ctr, Guangzhou 510631, Peoples R China
[3] South China Normal Univ, Lab Laser Sports Med 3, Guangzhou 510631, Peoples R China
基金
美国国家科学基金会;
关键词
IDENTIFICATION; ALPHA(S1)-CASEIN;
D O I
10.1039/d2ay01697d
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
As goat milk has a higher economic value compared to cow milk, the phenomenon of adulterating goat milk with cow milk appears in the market. In this study, the potential of Raman spectroscopy along with chemometrics was investigated for the authentication and quantitation of liquid goat milk adulterated with cow milk. First, the results of principal component analysis (PCA) showed that there were differences between the Raman spectra of cow and goat milk, which made quantitative experiments possible. For quantification, three different brands of cow milk and goat milk were selected randomly and adulterated goat milk with cow milk at the proportion of 5-95%. 342 samples were used for the construction of the partial least squares regression (PLSR) model with 80% for the calibration set and 20% for the prediction set. The PLSR model showed excellent performance in quantifying the level of adulteration, for the prediction set, with a coefficient of determination (R-2) of 0.9781, root mean square error (RMSE) of 3.82%, and a ratio of prediction to deviation (RPD) of 6.8. The results demonstrated the potential of Raman spectroscopy as a rapid, low cost and non-destructive analytical tool for detecting adulteration in goat milk.
引用
收藏
页码:455 / 461
页数:7
相关论文
共 50 条
  • [1] Raman spectroscopy-based authentication of powder goat milk adulteration with cow milk
    Ferreira, Jose Leonardo Alves
    de Almeida, Luciano Farias
    Simoes, Simone da Silva
    Diniz, Paulo Henrique Gonsalves Dias
    Fernandes, David Douglas de Sousa
    FOOD CONTROL, 2025, 167
  • [2] Identification and quantification of goat milk adulteration using mid-infrared spectroscopy and chemometrics
    Du, Chao
    Zhao, XueHan
    Chu, Chu
    Nan, LiangKang
    Ren, XiaoLi
    Yan, Lei
    Zhang, XiaoJian
    Zhang, ShuJun
    Teng, ZhanWei
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2025, 324
  • [3] The detection of goat milk adulteration with cow milk using a combination of voltammetric fingerprints and chemometrics analysis
    Wulan Tri Demiati
    Mohamad Wahyuni
    Budi Riza Rafi
    Chemical Papers, 2023, 77 : 4307 - 4317
  • [4] The detection of goat milk adulteration with cow milk using a combination of voltammetric fingerprints and chemometrics analysis
    Demiati
    Wahyuni, Wulan Tri
    Rafi, Mohamad
    Putra, Budi Riza
    CHEMICAL PAPERS, 2023, 77 (08) : 4307 - 4317
  • [5] Rapid evaluation of milk acidity and identification of milk adulteration by Raman spectroscopy combined with chemometrics analysis
    Huang, Wei
    Fan, Desheng
    Li, Wangfang
    Meng, Yaoyong
    Liu, Timon Cheng-yi
    VIBRATIONAL SPECTROSCOPY, 2022, 123
  • [6] Quantification of Urea Adulteration with Impedance Spectroscopy in Cow Milk
    Ghodinde, Ketaki A.
    Chaskar, Uttam M.
    2021 6TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2021,
  • [7] Rapid detection and quantification of milk adulteration using infrared microspectroscopy and chemometrics analysis
    Santos, P. M.
    Pereira-Filho, E. R.
    Rodriguez-Saona, L. E.
    FOOD CHEMISTRY, 2013, 138 (01) : 19 - 24
  • [8] Rapid capillary electrophoresis approach for the quantification of ewe milk adulteration with cow milk
    Trimboli, Francesca
    Morittu, Valeria Maria
    Cicino, Caterina
    Palmieri, Camillo
    Britti, Domenico
    JOURNAL OF CHROMATOGRAPHY A, 2017, 1519 : 131 - 136
  • [9] Rapid quantification of the adulteration of pomegranate juices by Raman spectroscopy and chemometrics
    Gao, Xuhui
    Fan, Desheng
    Li, Wangfang
    Zhang, Xian
    Ye, Zhijiang
    Meng, Yaoyong
    Liu, Timon Cheng-yi
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2023, 302
  • [10] A quick novel method to detect the adulteration of cow milk in goat milk
    Lee, CC
    Chang, HS
    Sheen, HS
    ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES, 2004, 17 (03): : 420 - 422