Biogenic amines (BAs) generally result from the decarboxylation reaction of free amino acids as a result of the activity of different microorganisms. A build-up of these compounds can result in food being spoilt. Therefore, the rapid and precise detection of BAs like histamine is an important task for food safety. This research aimed to explore the potential of Fourier-Transform Mid-Infrared (FT-MIR) spectroscopy combined with chemometric methods to assess histamine in fresh tuna quantitatively. Based on the FT-MIR data, partial least squares regression models for the prediction of histamine were successfully constructed with R-2 > 0.90. Machine learning algorithms (partial least squares-discrimination analysis, k-nearest neighbors, and support vector machine) were applied, and excellent discrimination results were achieved based on the limits specified in two different legislations (EU and FDA). The results support the use of a rapid, economic and reliable approach for the discrimination of samples that could pose a health risk to consumers.
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China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Natl Engn Lab Qual Control Technol Chinese Herbal, Beijing 100700, Peoples R China
Lanzhou Univ Technol, Sch Life Sci & Engn, Lanzhou 730050, Peoples R ChinaChina Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Guo, Tao
Feng, Wei-Hong
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China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Natl Engn Lab Qual Control Technol Chinese Herbal, Beijing 100700, Peoples R ChinaChina Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Feng, Wei-Hong
Liu, Xiao-Qian
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China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Natl Engn Lab Qual Control Technol Chinese Herbal, Beijing 100700, Peoples R ChinaChina Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Liu, Xiao-Qian
Gao, Hui-Min
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China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Natl Engn Lab Qual Control Technol Chinese Herbal, Beijing 100700, Peoples R ChinaChina Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Gao, Hui-Min
Wang, Zhi-Min
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China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Natl Engn Lab Qual Control Technol Chinese Herbal, Beijing 100700, Peoples R ChinaChina Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Wang, Zhi-Min
Gao, Liang-Liang
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China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Natl Engn Lab Qual Control Technol Chinese Herbal, Beijing 100700, Peoples R ChinaChina Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
机构:
Avignon Univ, INRA, Secur & Qual Prod Origine Vegetale UMR408, F-84000 Avignon, FranceAvignon Univ, INRA, Secur & Qual Prod Origine Vegetale UMR408, F-84000 Avignon, France
Bureau, Sylvie
Cozzolino, Daniel
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CQ Univ, Cent Queensland Innovat & Res Precinct, Dept Agr Environm & Sci, Sch Hlth Med & Appl Sci, North Rockhampton, Qld 4702, AustraliaAvignon Univ, INRA, Secur & Qual Prod Origine Vegetale UMR408, F-84000 Avignon, France
Cozzolino, Daniel
Clark, Christopher J.
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New Zealand Inst Plant & Food Res Ltd, Ruakura Res Ctr, Private Bag 3230, Hamilton 3240, New ZealandAvignon Univ, INRA, Secur & Qual Prod Origine Vegetale UMR408, F-84000 Avignon, France