Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics
To ensure authenticity of sesame oil, an authentication technology was proposed using ion mobility spectrometry (IMS) and chemometrics. One-class classification (OCC) methods including one-class partial least squares (OCPLS) and one-class support vector machine (OCSVM) were employed to build authent...
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KeAi Communications Co., Ltd.
2020-10-01
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doaj-fe68c5fac64041b2acdb6cd05103ae1e2021-02-09T04:06:23ZengKeAi Communications Co., Ltd.Oil Crop Science2096-24282020-10-0154161165Rapid authentication of sesame oil using ion mobility spectrometry and chemometricsJun Jiang0Xinjing Dou1Liangxiao Zhang2Jin Mao3Li Yu4Fei Ma5Peiwu Li6Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Quality Inspection and Test Center for Oilseed Products, Ministry of Agriculture and Rural Affairs, Wuhan, ChinaOil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan, ChinaOil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Laboratory of Risk Assessment for Oilseed Products (Wuhan), Ministry of Agriculture and Rural Affairs, Wuhan, China; Quality Inspection and Test Center for Oilseed Products, Ministry of Agriculture and Rural Affairs, Wuhan, China; OCRI-Syscan Joint Laboratory of Applications of Ion Mobility Spectrometry on Oilseed and Edible Oils, Wuhan, China; Corresponding author.Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Key Laboratory of Detection for Mycotoxins, Ministry of Agriculture and Rural Affairs, Wuhan, ChinaOil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Quality Inspection and Test Center for Oilseed Products, Ministry of Agriculture and Rural Affairs, Wuhan, ChinaOil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Quality Inspection and Test Center for Oilseed Products, Ministry of Agriculture and Rural Affairs, Wuhan, ChinaOil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China; Key Laboratory of Detection for Mycotoxins, Ministry of Agriculture and Rural Affairs, Wuhan, China; Laboratory of Risk Assessment for Oilseed Products (Wuhan), Ministry of Agriculture and Rural Affairs, Wuhan, China; Quality Inspection and Test Center for Oilseed Products, Ministry of Agriculture and Rural Affairs, Wuhan, ChinaTo ensure authenticity of sesame oil, an authentication technology was proposed using ion mobility spectrometry (IMS) and chemometrics. One-class classification (OCC) methods including one-class partial least squares (OCPLS) and one-class support vector machine (OCSVM) were employed to build authentication models for sesame oil. Subsequently, an independent test set was used to validate the constructed models. Validation set of 45 adulterated oils indicated that prediction correction rate of OCPLS model reached 95.6% (43 out of 45). Moreover, the complete set of sesame oils adulterated by sesame oil essence could be identified as counterfeit. Compared with previous studies, OCPLS model could work to identify untargeted adulteration. In conclusion, OCC method could effectively detect adulterated sesame oils containing as little as 10% other vegetable oils. This study provided a rapid screening method for adulterated sesame oil in market surveillance and a reference for developing authentication methods of other edible oils.http://www.sciencedirect.com/science/article/pii/S2096242820300336Rapid authenticationSesame oilIon mobility spectrometryOne-class classification |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jun Jiang Xinjing Dou Liangxiao Zhang Jin Mao Li Yu Fei Ma Peiwu Li |
spellingShingle |
Jun Jiang Xinjing Dou Liangxiao Zhang Jin Mao Li Yu Fei Ma Peiwu Li Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics Oil Crop Science Rapid authentication Sesame oil Ion mobility spectrometry One-class classification |
author_facet |
Jun Jiang Xinjing Dou Liangxiao Zhang Jin Mao Li Yu Fei Ma Peiwu Li |
author_sort |
Jun Jiang |
title |
Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics |
title_short |
Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics |
title_full |
Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics |
title_fullStr |
Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics |
title_full_unstemmed |
Rapid authentication of sesame oil using ion mobility spectrometry and chemometrics |
title_sort |
rapid authentication of sesame oil using ion mobility spectrometry and chemometrics |
publisher |
KeAi Communications Co., Ltd. |
series |
Oil Crop Science |
issn |
2096-2428 |
publishDate |
2020-10-01 |
description |
To ensure authenticity of sesame oil, an authentication technology was proposed using ion mobility spectrometry (IMS) and chemometrics. One-class classification (OCC) methods including one-class partial least squares (OCPLS) and one-class support vector machine (OCSVM) were employed to build authentication models for sesame oil. Subsequently, an independent test set was used to validate the constructed models. Validation set of 45 adulterated oils indicated that prediction correction rate of OCPLS model reached 95.6% (43 out of 45). Moreover, the complete set of sesame oils adulterated by sesame oil essence could be identified as counterfeit. Compared with previous studies, OCPLS model could work to identify untargeted adulteration. In conclusion, OCC method could effectively detect adulterated sesame oils containing as little as 10% other vegetable oils. This study provided a rapid screening method for adulterated sesame oil in market surveillance and a reference for developing authentication methods of other edible oils. |
topic |
Rapid authentication Sesame oil Ion mobility spectrometry One-class classification |
url |
http://www.sciencedirect.com/science/article/pii/S2096242820300336 |
work_keys_str_mv |
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