AI Article Synopsis

  • The study analyzes the lipid composition of 47 legume samples using lipid extraction and GC/MS analysis, followed by multivariate statistical methods.
  • Hierarchical Cluster Analysis (HCA) identified two main groups: beans and snap beans versus faba beans, peas, and grass peas.
  • Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) successfully classified the legumes, with specific lipids like squalene and fatty acids playing key roles in distinguishing between species.

Article Abstract

This study presents a tentative analysis of the lipid composition of 47 legume samples, encompassing species such as spp., spp., spp., and spp. Lipid extraction and GC/MS (gas chromatography with mass spectrometric detection) analysis were conducted, followed by multivariate statistical methods for data interpretation. Hierarchical Cluster Analysis (HCA) revealed two major clusters, distinguishing beans and snap beans ( spp.) from faba beans (), peas (), and grass peas (). Principal Component Analysis (PCA) yielded 2D and 3D score plots, effectively discriminating legume species. Linear Discriminant Analysis (LDA) achieved a 100% accurate classification of the training set and a 90% accuracy of the test set. The lipid-based fingerprinting elucidated compounds crucial for discrimination. Both PCA and LDA biplots highlighted squalene and fatty acid methyl esters (FAMEs) of 9,12,15-octadecatrienoic acid (C18:3) and 5,11,14,17-eicosatetraenoic acid (C20:4) as influential in the clustering of beans and snap beans. Unique compounds, including 13-docosenoic acid (C22:1) and γ-tocopherol, O-methyl-, characterized grass pea samples. Faba bean samples were discriminated by FAMEs of heneicosanoic acid (C21:0) and oxiraneoctanoic acid, 3-octyl- (C18-ox). However, C18-ox was also found in pea samples, but in significantly lower amounts. This research demonstrates the efficacy of lipid analysis coupled with multivariate statistics for accurate differentiation and classification of legumes, according to their botanical origins.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10742467PMC
http://dx.doi.org/10.3390/foods12244420DOI Listing

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