Nano-effect multivariate fusion spectroscopy combined with chemometrics for accurate identification the cultivation methods and growth years of Dendrobium huoshanense

被引:9
作者
Hai, Chengying [1 ]
Long, Wanjun [1 ]
Suo, Yixin [1 ]
Lu, Huanhuan [1 ]
Chen, Hengye [1 ]
Yang, Xiaolong [1 ]
Yang, Jian [2 ]
Fu, Haiyan [1 ]
机构
[1] South Cent Minzu Univ, Modernizat Engn Technol Res Ctr Ethn Minor Med Hub, Sch Pharmaceut Sci, Wuhan 430074, Peoples R China
[2] China Acad Chinese Med Sci, Natl Resource Ctr Chinese Mat Med, State Key Lab Breeding Base Dao Di Herbs, Beijing 100700, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Dendrobium huoshanense; Nano-effect; Multi-spectral; Data fusion; Chemometrics; OF-FICINALE; POLYSACCHARIDE; DISCRIMINATION; FTIR; MS;
D O I
10.1016/j.microc.2022.107556
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Dendrobium huoshanense (DHS) is an expensive Chinese herb with medicinal and edible functions. The quality of DHS is closely related to cultivation methods and years. In this work, nano-effect near and mid infrared spectra of 320 DHS samples with four cultivation methods and four years were obtained, and the feature vectors were obtained using a mid-level data fusion strategy with significant variable extraction and integration using variable importance for the projection (VIP). The feature vectors then combined with partial least squares discriminant analysis (PLS-DA) and orthogonal partial least squares discriminant analysis (OPLS-DA) to identify the cultiva-tion years and methods. The result showed that it is difficult to discriminate effectively by a single spectrum, and the accuracy of PLS-DA discrimination based on raw or simple fusion of raw spectra is only 95.5% and 84.4% or 99.6% and 88.5%, while the accuracy of discrimination based on nano-effect feature fusion spectra can be improved to 100%, and PLSR was used to quantify the cultivation year of the DHS with good linearity and accuracy. The nano-effect spectrum is based on the reaction of tetraphenyl zinc porphyrin (ZnTPP) with poly-saccharides, flavonoids and alkaloids in DHS, which amplifies the spectral difference. This study demonstrates that multi-spectral feature vectors fusion method could potentially be a reliable analytical method to distinguish the cultivation methods and years in DHS herbs.
引用
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页数:8
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