The increased demand for hops with distinctive aromas by the craft brewing industry has elevated the risk of fraudulent activities linked to their origin. Given the significant rise in food fraud and consumers' growing attention to origin transparency, there is a need for rapid authentication methods to verify origin. This study employed near-infrared (NIR) spectroscopy combined with multivariate data analysis for the geographical origin traceability of New Zealand hops at the regional and farm levels. Three hop cultivars were collected from eight farms in the Tasman region of New Zealand. Additionally, six cultivar pairs were compared between the Tasman and Central Otago regions. The raw NIR spectra were preprocessed, and partial least squares discriminant analysis (PLS-DA) was employed for classification. The Suderdelic (TM) cultivar displayed the highest separation between the farms, with each sample forming distinct groups without any overlap. The Nectaron (R) cultivar displayed three primary clusters, while the Nelson Sauvin (TM) cultivar illustrated the least variation between farm origins. The regional samples PLS-DA classification model revealed genetics as the dominant factor, where the samples from the same cultivar were positioned close to each other. Interestingly, an apparent location effect emerged in the third dimension of the PLS-DA model. This study demonstrated the potential of NIR spectroscopy combined with multivariate data analysis to rapidly classify hop samples by their geographical origin at different scales (farms and regions), thereby aiding in the prevention and detection of food fraud related to origin.
机构:
Chengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R ChinaChengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R China
Gong Sheng
Zhu Ya-ning
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Yaan Sanjiu Pharmaceut Co Ltd, Yaan 625000, Peoples R ChinaChengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R China
Zhu Ya-ning
Zeng Chen-juan
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机构:
Sichuan Jianengda Panxi Pharmaceut Ind Co Ltd, Butuo 616350, Peoples R ChinaChengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R China
Zeng Chen-juan
Ma Xiu-ying
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Sichuan Jianengda Panxi Pharmaceut Ind Co Ltd, Butuo 616350, Peoples R ChinaChengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R China
Ma Xiu-ying
Peng Cheng
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Chengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R ChinaChengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R China
Peng Cheng
Guo Li
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Chengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R ChinaChengdu Univ Tradit Chinese Med, State Key Lab Southwestern Chinese Med Resources, Chengdu 611137, Peoples R China
机构:
Seoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South KoreaSeoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South Korea
Kim, Namhoon
Jang, Mira
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Seoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South KoreaSeoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South Korea
Jang, Mira
Jo, Juyeon
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Seoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South KoreaSeoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South Korea
Jo, Juyeon
Park, Juhyun
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Seoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South KoreaSeoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South Korea
Park, Juhyun
Kim, Aekyoung
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Seoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South KoreaSeoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South Korea
Kim, Aekyoung
Hwang, Insook
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Seoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South KoreaSeoul Metropolitan Govt Res Inst Publ Hlth & Envi, Food & Drug Div, Gyeonggi Do, South Korea
机构:
Jiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Xu, Ningning
Yan, Ganming
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Jiangxi Univ Chinese Med, TCM Proc Inst, Pharmaceut Coll, Nanchang 330004, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Yan, Ganming
Xu, Fengjie
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Shaanxi Univ Sci & Technol, Sch Elect Informat & Artificial Intelligence, Xian 710021, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Xu, Fengjie
Deng, Linfeng
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Jiangzhong Pharmaceut Co Ltd, Nanchang 330096, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Deng, Linfeng
Qiao, Xinjiang
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Jiangxi Univ Chinese Med, TCM Proc Inst, Pharmaceut Coll, Nanchang 330004, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Qiao, Xinjiang
Lu, Changzheng
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机构:
Jiangxi Guhan Refined Chinese Herbal Pieces Co Ltd, Nanchang 330041, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Lu, Changzheng
Cheng, Shaomin
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机构:
Jiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China
Univ Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Jiangxi, Peoples R ChinaJiangxi Univ Tradit Chinese Med, Coll Tradit Chinese Med, Nanchang 330004, Peoples R China