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UPLC-QTOFMS based metabolomics followed by stepwise partial least square-discriminant analysis (PLS-DA) explore the possible relation between the variations in secondary metabolites and the phylogenetic divergences of the genus Panax
- Source :
- Journal of Chromatography B. :61-68
- Publication Year :
- 2016
- Publisher :
- Elsevier BV, 2016.
-
Abstract
- Phylogenetic and metabolomic approaches have long been employed to study evolutionary relationships among plants. Nonetheless, few studies have examined the difference in metabolites within a clade and between clades of the phylogenetic tree. We attempted to relate phylogenetic studies to metabolomics using stepwise partial least squares-discriminant analysis (PLS-DA) for the genus Panax. Samples were analyzed by ultra-performance liquid chromatography-quadrupole time of flight mass spectrometry (UPLC-QTOFMS) to obtain metabolite profiles. Initially, conventional principal component analysis was subsequently applied to the metabolomic data to show the limitations in relating the expression of metabolites to divisions in the phylogenetic tree. Thereafter, we introduced stepwise PLS-DA with optimized scaling methods, which were properly applied according to the branches of the phylogenetic tree of the four species. Our approach highlighted metabolites of interest by elucidating the directions and degrees of metabolic alterations in each clade of the phylogenetic tree. The results revealed the relationship between metabolic changes in the genus Panax and its species' evolutionary adaptations to different climates. We believe our method will be useful to help understand the metabolite-evolution relationship.
- Subjects :
- 0301 basic medicine
DNA, Plant
Metabolite
Clinical Biochemistry
Panax
01 natural sciences
Biochemistry
Mass Spectrometry
Analytical Chemistry
03 medical and health sciences
chemistry.chemical_compound
Metabolomics
Phylogenetics
Genus
Least-Squares Analysis
Clade
Chromatography, High Pressure Liquid
Phylogeny
Chromatography
Phylogenetic tree
010401 analytical chemistry
Discriminant Analysis
Cell Biology
General Medicine
Linear discriminant analysis
0104 chemical sciences
030104 developmental biology
chemistry
Evolutionary biology
Principal component analysis
Subjects
Details
- ISSN :
- 15700232
- Database :
- OpenAIRE
- Journal :
- Journal of Chromatography B
- Accession number :
- edsair.doi.dedup.....d34007998c994f6fc847937793038a24
- Full Text :
- https://doi.org/10.1016/j.jchromb.2016.01.002