ArticleJournal of ginseng research2014
Discrimination of cultivation ages and cultivars of ginseng leaves using Fourier transform infrared spectroscopy combined with multivariate analysis.
Article in Journal of ginseng research, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- From Fingerprint Spectra to Intelligent Perception: Research Advances in Spectral Techniques for Ginseng Species Identification.Foods (Basel, Switzerland) · 2026Review
- Nondestructive Metabolomic Fingerprinting: FTIR, NIR and Raman Spectroscopy in Food Screening.Molecules (Basel, Switzerland) · 2023Review
- Metabolic Discrimination between Adventitious Roots and Standard Medicinal Part ofPlants (Basel, Switzerland) · 2023Article
- Trends in digital detection for the quality and safety of herbs using infrared and Raman spectroscopy.Frontiers in plant science · 2023Review
- Discrimination ofFrontiers in nutrition · 2023Article
- Methyl jasmonate induces oxidative/nitrosative stress and the accumulation of antioxidant metabolites in Phoenix dactylifera L.Biotechnology letters · 2022Article
- Development of a Validated UPLC-MS/MS Method for Analyzing Major Ginseng Saponins from Various Ginseng Species.Molecules (Basel, Switzerland) · 2019Article
- Metabolite profiling of fermented ginseng extracts by gas chromatography mass spectrometry.Journal of ginseng research · 2018Article
- Study on the Correlation between Gene Expression and Enzyme Activity of Seven Key Enzymes and Ginsenoside Content in Ginseng in Over Time in Ji'an, China.International journal of molecular sciences · 2017Article
- Application of Metabolomics to Quality Control of Natural Product Derived Medicines.Biomolecules & therapeutics · 2017Review
- Comparative analysis of the transcriptomes and primary metabolite profiles of adventitious roots of fiveJournal of ginseng research · 2017Article
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7 authors.
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Abstract
To determine whether Fourier transform (FT)-IR spectral analysis combined with multivariate analysis of whole-cell extracts from ginseng leaves can be applied as a high-throughput discrimination system of cultivation ages and cultivars, a total of total 480 leaf samples belonging to 12 categories corresponding to four different cultivars (Yunpung, Kumpung, Chunpung, and an open-pollinated variety) and three different cultivation ages (1 yr, 2 yr, and 3 yr) were subjected to FT-IR. The spectral data were analyzed by principal component analysis and partial least squares-discriminant analysis. A dendrogram based on hierarchical clustering analysis of the FT-IR spectral data on ginseng leaves showed that leaf samples were initially segregated into three groups in a cultivation age-dependent manner. Then, within the same cultivation age group, leaf samples were clustered into four subgroups in a cultivar-dependent manner. The overall prediction accuracy for discrimination of cultivars and cultivation ages was 94.8% in a cross-validation test. These results clearly show that the FT-IR spectra combined with multivariate analysis from ginseng leaves can be applied as an alternative tool for discriminating of ginseng cultivars and cultivation ages. Therefore, we suggest that this result could be used as a rapid and reliable F1 hybrid seed-screening tool for accelerating the conventional breeding of ginseng.
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