Fingerprinting based on spectral reflectance and chemometrics - An analytical approach aimed at combating the illegal trade of stingray meat in the Amazon

被引:16
作者
de Andrade, Jelmir Craveiro [1 ,2 ,6 ]
de Oliveira, Adriano Teixeira [3 ,4 ]
Amazonas, Maria Glauciney Fernandes Macedo [3 ,4 ]
Galvan, Diego [5 ]
Tessaro, Leticia [1 ,2 ]
Conte-Junior, Carlos Adam [1 ,2 ]
机构
[1] Fed Univ Rio de Janeiro UFRJ, Inst Chem IQ, Analyt & Mol Laboratorial Ctr CLAn, BR-21941909 Rio De Janeiro, RJ, Brazil
[2] Fed Univ Rio de Janeiro UFRJ, Ctr Food Anal NAL, Technol Dev Support Lab LADETEC, BR-21941598 Rio De Janeiro, RJ, Brazil
[3] Fed Inst Educ Sci & Technol Amazonas IFAM, Acad Dept Teacher Training DAEF, Anim Morphophysiol Lab, Manaus Ctr Campus CMC, BR-69020120 Manaus, AM, Brazil
[4] Fed Univ Amazonas UFAM, Fac Agr Sci FCA, Grad Program Anim Sci & Fisheries Resources PPGCAR, Univ Campus, BR-69077000 Manaus, AM, Brazil
[5] Fed Univ Santa Catarina UFSC, Chem Dept, BR-88040900 Florianopolis, SC, Brazil
[6] Fed Univ Rio de Janeiro UFRJ, Inst Chem, Rio De Janeiro, Brazil
关键词
Amazon freshwater elasmobranch; Origin discrimination; Food authentication; Portable spectrophotometer; Multivariate analysis; Environmental conservation; CLASSIFICATION; CONSERVATION;
D O I
10.1016/j.foodchem.2023.137637
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The survival of Amazon stingrays is threatened due to excessive fishing and habitat degradation. To address this issue, this study developed a groundbreaking method to authenticate and differentiate Amazon stingray meats using a portable spectrophotometer and chemometrics. Samples were collected from various species, including an endangered one with a commercialization ban and no population reduction records. Principal Component Analysis (PCA), identified natural groupings based on the meat's commercial origin, while Partial Least SquaresDiscriminant Analysis (PLS-DA), accurately discriminated the commercial and geographic origins with 100 % accuracy. Moreover, Data-Driven Soft Independent Modeling of Class Analogy (DD-SIMCA), effectively distinguished Amazon stingray meat from other marketable species. This approach offers a rapid, precise, and nondestructive means for monitoring and controlling the illegal trade of these species, thereby supporting decision-making in the field and promoting the conservation and sustainability of freshwater stingrays in the Amazon region.
引用
收藏
页数:8
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