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The use of various statistical methods for authenticity and detection of adulteration in fish and seafood

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Autore
Kotsanopoulos K., Martsikalis P.V., Gkafas G.A., Exadactylos A.
Data
2022
Language
en
DOI
10.1080/10408398.2022.2117786
Soggetto
Authentication
Cluster analysis
Meats
Molecular biology
Population statistics
Chemometrices
Fish and seafood authenticity
Genetic analysis
Lipidomics
Metabolomics
Morphometric analysis
Morphometrics
Population genetics
Proteomics
Statistical techniques
Fish
chemometrics
cluster analysis
fish
genetic analysis
human
lipidomics
metabolomics
morphometry
multivariate analysis of variance
nonhuman
population genetics
proteomics
review
sea food
simulation
systematic review
Taylor and Francis Ltd.
Mostra tutti i dati dell'item
Abstract
Various methodologies including genetic analyses, morphometrics, proteomics, lipidomics, metabolomics, etc. are now used or being developed to authenticate fish and seafood. Such techniques usually lead to the generation of enormous amounts of data. The analysis and interpretation of this information can be particularly challenging. Statistical techniques are therefore commonly used to assist in analyzing these data, visualizing trends and differences and extracting conclusions. This review article aims at presenting and discussing statistical methods used in studies on fish and seafood authenticity and adulteration, allowing researchers to consider their options based on previous successes/failures but also offering some recommendations about the future of such techniques. Techniques such as PCA, AMOVA and F ST statistics, that allow the differentiation of genetic groups, or techniques such as MANOVA that allow large data sets of morphometric characteristics or elemental differences to be analyzed are discussed. Furthermore, methods such as cluster analysis, DFA, CVA, CDA and heatmaps/Circos plots that allow samples to be differentiated based on their geographical origin are also reviewed and their advantages and disadvantages as found in past studies are given. Finally, mathematical simulations and modeling are presented in a detailed review of studies using them, together with their advantages and limitations. © 2022 Taylor & Francis Group, LLC.
URI
http://hdl.handle.net/11615/75197
Collections
  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19743]

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