ArticleMetabolites2021
A Metabolomics Approach and Chemometric Tools for Differentiation of Barley Cultivars and Biomarker Discovery.
Article in Metabolites, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
- The chemical blueprint of Trichoderma for next-generation microbial biostimulants.Metabolomics : Official journal of the Metabolomic Society · 2026Article
- The Metabolic Awakening of Barley Seedlings: A Time-Resolved View of How Germination and Light Shape Tissue-Specific Metabolic Networks.Plant direct · 2026Article
- Composition of Primary Metabolites in Winter Barley Grain as Affected by NPK Fertilization of Reclaimed Land.Plants (Basel, Switzerland) · 2026Article
- Comparative metabolomic profiling and bioactivities of essential oils from different organs and geographic origins ofFood chemistry: X · 2026Article
- Untargeted metabolomics reveals novel metabolites in Lotus japonicus roots during arbuscular mycorrhiza symbiosis.The New phytologist · 2025Article
- Chemical Biology Meets Metabolomics: The Response of Barley Seedlings to 3,5-Dichloroanthranilic Acid, a Resistance Inducer.Molecules (Basel, Switzerland) · 2025Article
- Dynamic Metabolomic Changes in the Phenolic Compound Profile and Antioxidant Activity in Developmental Sorghum Grains.Journal of agricultural and food chemistry · 2025Article
- Untargeted Metabolite Profiling of Wild andTropical life sciences research · 2024Article
- Overview of the Metabolite Composition and Antioxidant Capacity of Seven Major and Minor Cereal Crops and Their Milling Fractions.Journal of agricultural and food chemistry · 2024Article
- Metabolomics Combined with Correlation Analysis Revealed the Differences in Antioxidant Activities of Lotus Seeds with Varied Cultivars.Foods (Basel, Switzerland) · 2024Article
- Variability of Glucosinolates in Pak Choy (Plants (Basel, Switzerland) · 2023Article
- Metabolomic Reconfiguration in Primed Barley (Metabolites · 2023Article
- Application of 2D NMR Spectroscopy in Combination with Chemometric Tools for Classification of Natural Lignins.International journal of molecular sciences · 2023Article
- Article
- Metabolic Variations among Three New Tea Varieties Cultivated in Shandong, China.Foods (Basel, Switzerland) · 2023Article
- Metabolomic Strategies to Improve Chemical Information from OSMAC Studies of Endophytic Fungi.Metabolites · 2023Article
- Defence-related metabolic changes in wheat (Frontiers in plant science · 2023Article
- Review
- Article
- Comparative Metabolite Profiling of Wheat Cultivars (Metabolites · 2022Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
One of the ultimate goals of plant breeding is the development of new crop cultivars capable of withstanding increasing environmental stresses, to sustain the constantly growing population and economic demands. Investigating the chemical composition of the above and underground tissues of cultivars is crucial for the understanding of common and specific traits thereof. Using an untargeted metabolomics approach together with appropriate chemometrics tools, the differential metabolite profiles of leaf and root extracts from five cultivars of barley ('Erica', 'Elim', 'Hessekwa', 'S16' and 'Agulhas') were explored and potential signatory biomarkers were revealed. The study was conducted on seedlings grown for 21 days under identical controlled conditions. An ultra-high performance liquid chromatography coupled to high-resolution mass spectrometry (UHPLC-HRMS) was employed to analyse hydromethanolic leaf and root extracts of barley cultivars. Furthermore, unsupervised and supervised learning algorithms were applied to mine the generated data and to pinpoint cultivar-specific metabolites. Among all the classes of metabolites annotated, phenolic acids and derivatives formed the largest group and also represented the most discriminatory metabolites. In roots, saponarin, an important allelochemical differentially distributed across cultivars, was the only flavonoid annotated. The application of an untargeted metabolomics approach in phenotyping grain crops such as barley was demonstrated, and the metabolites responsible for differentiating between the selected cultivars were revealed. The study provides insights into the chemical architecture of barley, an agro-economically relevant cereal crop; and reiterates the importance of metabolomics tools in plant breeding practices for crop improvement.
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