• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用物理功能特性和化学计量学技术鉴别四种物种:主成分分析(PCA)和多元判别分析(MDA)模型的应用

Discrimination of Four Species with Physico-Functional Properties and Chemometric Techniques: Application of PCA and MDA Models.

作者信息

Rana Priya, Liaw Shu-Yi, Lee Meng-Shiou, Sheu Shyang-Chwen

机构信息

Department of Tropical Agriculture and International Cooperation, National Pingtung University of Science and Technology, Pingtung 91201, Taiwan.

Department of Business Management, National Pingtung University of Science and Technology, Pingtung 91201, Taiwan.

出版信息

Foods. 2021 Nov 19;10(11):2871. doi: 10.3390/foods10112871.

DOI:10.3390/foods10112871
PMID:34829152
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8619511/
Abstract

Discrimination of highly valued and non-hepatotoxic species () from hepatotoxic (. , . , and . ) is essential for preventing food adulteration and safety problems. In this study, we developed a new method for the discrimination of four species using physico-functional properties and chemometric techniques. The data were analyzed through principal component analysis (PCA) and multiclass discriminant analysis (MDA). The results showed that the cumulative variability of the first three principal components was 81.70%. The PCA score plot indicated a clear separation of the different species. The training set was used to build the discriminant MDA model. The testing set was verified by this model. The prediction rate of 100% proved that the model was valid and reliable. Therefore, physico-functional properties coupled with chemometric techniques constitute a practical approach for discrimination of species to prevent food fraud.

摘要

区分高价值且无肝毒性的物种()与肝毒性物种(.、.和.)对于防止食品掺假和安全问题至关重要。在本研究中,我们开发了一种利用物理功能特性和化学计量技术区分这四种物种的新方法。通过主成分分析(PCA)和多类判别分析(MDA)对数据进行分析。结果表明,前三个主成分的累积方差贡献率为81.70%。PCA得分图显示不同物种之间有明显的区分。训练集用于构建判别MDA模型,测试集通过该模型进行验证。100%的预测率证明该模型有效且可靠。因此,物理功能特性与化学计量技术相结合构成了一种用于区分物种以防止食品欺诈的实用方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d1cb/8619511/2d88a64e1823/foods-10-02871-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d1cb/8619511/f7969edfb0ed/foods-10-02871-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d1cb/8619511/2d88a64e1823/foods-10-02871-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d1cb/8619511/f7969edfb0ed/foods-10-02871-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d1cb/8619511/2d88a64e1823/foods-10-02871-g002.jpg

相似文献

1
Discrimination of Four Species with Physico-Functional Properties and Chemometric Techniques: Application of PCA and MDA Models.利用物理功能特性和化学计量学技术鉴别四种物种:主成分分析(PCA)和多元判别分析(MDA)模型的应用
Foods. 2021 Nov 19;10(11):2871. doi: 10.3390/foods10112871.
2
Discrimination of four species by proximate, antioxidant, and chemical profiling: towards quality assessment and authenticity.通过近似分析、抗氧化分析和化学剖析鉴别四种物种:迈向质量评估与真伪鉴定
J Food Sci Technol. 2023 Oct;60(10):2639-2648. doi: 10.1007/s13197-023-05788-y. Epub 2023 Aug 4.
3
Differentiation of the four major species of cinnamons (C. burmannii, C. verum, C. cassia, and C. loureiroi) using a flow injection mass spectrometric (FIMS) fingerprinting method.采用流动注射质谱(FIMS)指纹图谱法区分四大肉桂品种(肉桂、中国肉桂、锡兰肉桂和越南桂)。
J Agric Food Chem. 2014 Mar 26;62(12):2516-21. doi: 10.1021/jf405580c. Epub 2014 Mar 17.
4
Authentication of true cinnamon (Cinnamon verum) utilising direct analysis in real time (DART)-QToF-MS.利用实时直接分析(DART)-四极杆飞行时间质谱(QToF-MS)对真肉桂(锡兰肉桂)进行鉴定。
Food Addit Contam Part A Chem Anal Control Expo Risk Assess. 2015;32(1):1-8. doi: 10.1080/19440049.2014.981763. Epub 2014 Nov 24.
5
Rapid and non-destructive cinnamon authentication by NIR-hyperspectral imaging and classification chemometrics tools.利用近红外高光谱成像和分类化学计量学工具进行快速无损的肉桂鉴别。
Spectrochim Acta A Mol Biomol Spectrosc. 2023 Mar 15;289:122226. doi: 10.1016/j.saa.2022.122226. Epub 2022 Dec 9.
6
Development of species-specific ISSR-derived SCAR marker for early discrimination between Cinnamomum verum and Cinnamomum cassia.开发基于 ISSR 的物种特异性 SCAR 标记,用于早期区分肉桂和桂皮。
Mol Biol Rep. 2023 Aug;50(8):6311-6321. doi: 10.1007/s11033-023-08578-z. Epub 2023 Jun 12.
7
Comparative Metabolite Fingerprinting of Four Different Cinnamon Species Analyzed via UPLC-MS and GC-MS and Chemometric Tools.采用 UPLC-MS 和 GC-MS 及化学计量工具对四种不同肉桂属植物的代谢指纹图谱进行比较分析。
Molecules. 2022 May 4;27(9):2935. doi: 10.3390/molecules27092935.
8
Cassia cinnamon as a source of coumarin in cinnamon-flavored food and food supplements in the United States.美国肉桂味食品和食品补充剂中香豆素的桂皮来源。
J Agric Food Chem. 2013 May 8;61(18):4470-6. doi: 10.1021/jf4005862. Epub 2013 Apr 29.
9
Metabolomic profiling and comparison of major cinnamon species using UHPLC-HRMS.采用 UHPLC-HRMS 对主要肉桂品种进行代谢组学分析和比较。
Anal Bioanal Chem. 2020 Nov;412(27):7669-7681. doi: 10.1007/s00216-020-02904-1. Epub 2020 Sep 2.
10
Rapid Authentication and Quality Evaluation of Cinnamomum verum Powder Using Near-Infrared Spectroscopy and Multivariate Analyses.利用近红外光谱和多元分析对肉桂粉进行快速鉴别与质量评估
Planta Med. 2018 Dec;84(18):1380-1387. doi: 10.1055/a-0654-5468. Epub 2018 Aug 1.

引用本文的文献

1
Discrimination of four species by proximate, antioxidant, and chemical profiling: towards quality assessment and authenticity.通过近似分析、抗氧化分析和化学剖析鉴别四种物种:迈向质量评估与真伪鉴定
J Food Sci Technol. 2023 Oct;60(10):2639-2648. doi: 10.1007/s13197-023-05788-y. Epub 2023 Aug 4.
2
Implementation of Chemometrics and Other Techniques as Means of Authenticity and Traceability to Detect Adulteration in Foods for the Protection of Human Health.实施化学计量学和其他技术作为食品真实性和可追溯性手段以检测食品掺假以保护人类健康。
Foods. 2023 Feb 2;12(3):652. doi: 10.3390/foods12030652.
3
Health Benefits and Risks of Consuming Spices on the Example of Black Pepper and Cinnamon.

本文引用的文献

1
Trends in Chemometrics: Food Authentication, Microbiology, and Effects of Processing.化学计量学的发展趋势:食品认证、微生物学及加工影响
Compr Rev Food Sci Food Saf. 2018 May;17(3):663-677. doi: 10.1111/1541-4337.12341. Epub 2018 Mar 30.
2
Recent advances in processing food powders by using superfine grinding techniques: A review.超微粉碎技术在食品粉体加工中的研究进展。
Compr Rev Food Sci Food Saf. 2020 Jul;19(4):2222-2255. doi: 10.1111/1541-4337.12580. Epub 2020 Jun 22.
3
Fraud in Animal Origin Food Products: Advances in Emerging Spectroscopic Detection Methods over the Past Five Years.
以黑胡椒和肉桂为例探讨食用香料的健康益处与风险。
Foods. 2022 Sep 7;11(18):2746. doi: 10.3390/foods11182746.
动物源食品中的欺诈行为:过去五年新兴光谱检测方法的进展
Foods. 2020 Aug 6;9(8):1069. doi: 10.3390/foods9081069.
4
Application of chemometric techniques: An innovative approach to discriminate two seaweed cultivars by physico-functional properties.化学计量学技术的应用:通过物理功能特性鉴别两种海藻品种的创新方法。
Food Chem. 2019 Aug 15;289:269-277. doi: 10.1016/j.foodchem.2019.03.051. Epub 2019 Mar 15.
5
Discrimination of the Sicilian Prickly Pear (Opuntia Ficus-Indica L., CV. Muscaredda) According to the Provenance by Testing Unsupervised and Supervised Chemometrics.根据非监督和监督化学计量学测试对西西里仙人掌(Opuntia Ficus-Indica L., CV. Muscaredda)进行产地鉴别。
J Food Sci. 2018 Dec;83(12):2933-2942. doi: 10.1111/1750-3841.14382. Epub 2018 Nov 23.
6
Rapid Authentication and Quality Evaluation of Cinnamomum verum Powder Using Near-Infrared Spectroscopy and Multivariate Analyses.利用近红外光谱和多元分析对肉桂粉进行快速鉴别与质量评估
Planta Med. 2018 Dec;84(18):1380-1387. doi: 10.1055/a-0654-5468. Epub 2018 Aug 1.
7
Economically Motivated Food Fraud and Adulteration in Brazil: Incidents and Alternatives to Minimize Occurrence.巴西的经济动机型食品欺诈和掺假:事件及发生最小化的替代方案。
J Food Sci. 2018 Aug;83(8):2028-2038. doi: 10.1111/1750-3841.14279. Epub 2018 Jul 18.
8
Heavy metals in aromatic spices by inductively coupled plasma-mass spectrometry.电感耦合等离子体质谱法测定芳香族香料中的重金属
Food Addit Contam Part B Surveill. 2016 Sep;9(3):210-6. doi: 10.1080/19393210.2016.1175516. Epub 2016 May 17.
9
Evaluation of functional properties of composite flours and sensorial attributes of composite flour biscuits.复合面粉的功能特性及复合面粉饼干感官特性的评估
J Food Sci Technol. 2015 Jun;52(6):3681-8. doi: 10.1007/s13197-014-1427-2. Epub 2014 Jun 10.
10
Authentication of true cinnamon (Cinnamon verum) utilising direct analysis in real time (DART)-QToF-MS.利用实时直接分析(DART)-四极杆飞行时间质谱(QToF-MS)对真肉桂(锡兰肉桂)进行鉴定。
Food Addit Contam Part A Chem Anal Control Expo Risk Assess. 2015;32(1):1-8. doi: 10.1080/19440049.2014.981763. Epub 2014 Nov 24.