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Non-targeted Metabolomics in Diverse Sorghum Breeding Lines Indicates Primary and Secondary Metabolite Profiles Are Associated with Plant Biomass Accumulation and Photosynthesis

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Genetic mapping of Sorghum bicolor (L.) Moench QTLs that control variation in tillering and other morphological characters
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Highly efficient sorghum transformation
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Characterization, development and mapping of Unigene-derived microsatellite markers in sorghum [Sorghum bicolor (L.) Moench]
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Optimized Agrobacterium-mediated sorghum transformation protocol and molecular data of transgenic sorghum plants
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A comparison of different methods to estimate prediction uncertainty using Partial Least Squares (PLS): A practitioner's perspective
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Transcriptome profile reveals heat response mechanism at molecular and metabolic levels in rice flag leaf
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Temperature stress effects in Quercus suber leaf metabolism
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Using Metabolomic Approaches to Explore Chemical Diversity in Rice
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What the transcriptome does not tell — proteomics and metabolomics are closer to the plants’ patho-phenotype
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Modulation of chlorogenic acid biosynthesis in Solanum lycopersicum; consequences for phenolic accumulation and UV-tolerance
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Chlorogenic acid participates in the regulation of shoot, root and root hair development in Hypericum perforatum
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The interaction of shikimic acid and protein phosphorylation with pep carboxylase from the C4 dicot Amaranthus viridis
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Gallic acid and hydrolysable tannins are formed in birch leaves from an intermediate compound of the shikimate pathway
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XCMS: Processing Mass Spectrometry Data for Metabolite Profiling Using Nonlinear Peak Alignment, Matching, and Identification
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RAMClust: A Novel Feature Clustering Method Enables Spectral-Matching-Based Annotation for Metabolomics Data
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High-performance liquid chromatography determination of phenolic acids in potato tubers (Solanum tuberosum) during wound healing
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Compositional Analysis of Lignocellulosic Feedstocks. 1. Review and Description of Methods
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Compositional Analysis of Lignocellulosic Feedstocks. 2. Method Uncertainties
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Involvement of putative chemical wound signals in the induction of phenolic metabolism in wounded lettuce
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The Sorghum bicolor genome and the diversification of grasses
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Lignin modification improves fermentable sugar yields for biofuel production
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Whole-genome sequencing reveals untapped genetic potential in Africa’s indigenous cereal crop sorghum
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Genomic and metabolic prediction of complex heterotic traits in hybrid maize
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The metabolic signature related to high plant growth rate in Arabidopsis thaliana
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Coincident light and clock regulation of pseudoresponse regulator protein 37 ( PRR37 ) controls photoperiodic flowering in sorghum
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Evolution in Caffeoylquinic Acid Content and Histolocalization During Coffea canephora Leaf Development
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Distribution and utilization of chlorogenic acid in Coffea seedlings
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Energy Sorghum--a genetic model for the design of C4 grass bioenergy crops
inferredcites →https://doi.org/10.1093/jxb/eru432openalex-snapshot
Metabolic profiles of soybean roots during early stages of Fusarium tucumaniae infection
inferredcites →https://doi.org/10.1093/jxb/erv020openalex-snapshot
Metabolite fingerprinting of pennycress (Thlaspi arvenseL.) embryos to assess active pathways during oil synthesis
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Drought Responses of Leaf Tissues from Wheat Cultivars of Differing Drought Tolerance at the Metabolite Level
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Chlorogenic Acid Facilitates Root Hair Formation in Lettuce Seedlings
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A Novel Approach for Nontargeted Data Analysis for Metabolomics. Large-Scale Profiling of Tomato Fruit Volatiles
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Identification of Chlorogenic Acid as a Resistance Factor for Thrips in Chrysanthemum
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Genetic Variation in Biomass Traits among 20 Diverse Rice Varieties
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Impact of the Carbon and Nitrogen Supply on Relationships and Connectivity between Metabolism and Biomass in a Broad Panel of Arabidopsis Accessions
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COPPER ENZYMES IN ISOLATED CHLOROPLASTS. POLYPHENOLOXIDASE IN BETA VULGARIS
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Correlation between Chlorophyll and Chlorogenic Acid Content in Tobacco Leaves
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Genetic Regulation of Development in Sorghum bicolor
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Constitutively Elevated Salicylic Acid Levels Alter Photosynthesis and Oxidative State but Not Growth in Transgenic Populus
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Application of nontargeted metabolite profiling to discover novel markers of quality traits in an advanced population of malting barley
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A metabolomic study in oats ( A vena sativa) highlights a drought tolerance mechanism based upon salicylate signalling pathways and the modulation of carbon, antioxidant and photo‐oxidative metabolism
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inferredcites →https://doi.org/10.1371/journal.pone.0079192openalex-snapshot
Extensive Variation in the Density and Distribution of DNA Polymorphism in Sorghum Genomes
inferredcites →https://doi.org/10.1371/journal.pone.0129520openalex-snapshot
Metabolite Profiling of Low-P Tolerant and Low-P Sensitive Maize Genotypes under Phosphorus Starvation and Restoration Conditions
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Variability in Photosynthetic Rates and Accumulated Biomass Among Greenhouse-Grown Common Cocklebur (Xanthium strumarium) Accessions1
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Registration of Rio Sweet Sorghum1 (Reg. No. 113)
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Duration of Developmental Stages of 10 Milo Maturity Genotypes 1
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Registration of RTx430 Sorghum Parental Line
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Registration of RTx436 Sorghum Parental Line
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Registration of Seven Forage Sorghum Genetic Stocks Near‐Isogenic for the Brown Midrib Genes bmr‐6 and bmr‐12
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Genetic Improvement of Sorghum as a Biofuel Feedstock: I. QTL for Stem Sugar and Grain Nonstructural Carbohydrates
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Genetic Improvement of Sorghum as a Biofuel Feedstock: II. QTL for Stem and Leaf Structural Carbohydrates
inferredcites →https://doi.org/10.2135/cropsci2011.11.0618openalex-snapshot
QTLs for Energy‐related Traits in a Sweet × Grain Sorghum [Sorghum bicolor (L.) Moench] Mapping Population
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Effects of Scopoletin and Chlorogenic Acid on Stomatal Aperture in Tobacco and Sunflower
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Registration of the BTx623/IS3620C Recombinant Inbred Mapping Population of Sorghum
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Evaluating plant immunity using mass spectrometry-based metabolomics workflows

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Identification of candidate resistance metabolites to Leifsonia xyli subsp. xyli in sugarcane through metabolomic profiling
inferred← citeshttps://doi.org/10.1186/s12864-023-09292-7openalex-snapshot
Genetic architecture of inter-specific and -generic grass hybrids by network analysis on multi-omics data
inferred← citeshttps://doi.org/10.1186/s12870-023-04230-xopenalex-snapshot
Carbon and nitrogen metabolism affects kentucky bluegrass rhizome expansion
inferred← citeshttps://doi.org/10.1186/s13007-022-00926-7openalex-snapshot
An integrated isotopic labeling and freeze sampling apparatus (ILSA) to support sampling leaf metabolomics at a centi-second scale
inferred← citeshttps://doi.org/10.13057/biodiv/d240937openalex-snapshot
Production competitiveness of regional sorghum genotypes against new, enhanced varieties and their morphological traits in Gunung Kidul, Yogyakarta, Indonesia
inferred← citeshttps://doi.org/10.1371/journal.pone.0321649openalex-snapshot
Metabolomics analysis of five cultivars of Sorghum bicolor reveals the contribution of flavonoid pathway to tannin content
inferred← citeshttps://doi.org/10.15446/rcciquifa.v51n1.102693openalex-snapshot
Metabolomics studies of allelopathy: a review
inferred← citeshttps://doi.org/10.18174/550510openalex-snapshot
Improving rice productivity under water deficit through a comprehensive assessment of adaptive physiological traits
inferred← citeshttps://doi.org/10.2139/ssrn.5767223openalex-snapshot
Metabolomic studies on sorghum-aphid interactions elucidate the molecular basis of defense mechanisms in host plants
inferred← citeshttps://doi.org/10.21475/ajcs.17.11.02.p127openalex-snapshot
Breeding strategies to improve sorghum quality
inferred← citeshttps://doi.org/10.22271/phyto.2020.v9.i6r.13115openalex-snapshot
Comparative metabolic profile of maize genotypes reveals the tolerance mechanism associated in combined stresses
inferred← citeshttps://doi.org/10.29133/yyutbd.1230518openalex-snapshot
The Boron Application Effects on Germination and Seedling Parameters of Sorghum Cultivars [Sorghum bicolor (L.) Moench] in Drought
inferred← citeshttps://doi.org/10.3389/fmars.2025.1689231openalex-snapshot
Proteomics and metabolic profiling of Vibrio parahaemolyticus at three different temperatures
inferred← citeshttps://doi.org/10.3389/fnut.2018.00036openalex-snapshot
Metabolomics and Ionomics of Potato Tuber Reveals an Influence of Cultivar and Market Class on Human Nutrients and Bioactive Compounds
inferred← citeshttps://doi.org/10.3389/fpls.2017.01302openalex-snapshot
Metabolomics for Plant Improvement: Status and Prospects
inferred← citeshttps://doi.org/10.3389/fpls.2017.01516openalex-snapshot
Plasticity of Sorghum Stem Biomass Accumulation in Response to Water Deficit: A Multiscale Analysis from Internode Tissue to Plant Level
inferred← citeshttps://doi.org/10.3389/fpls.2017.02127openalex-snapshot
Plant–Soil Feedback Effects on Growth, Defense and Susceptibility to a Soil-Borne Disease in a Cut Flower Crop: Species and Functional Group Effects
inferred← citeshttps://doi.org/10.3389/fpls.2018.01462openalex-snapshot
Distinguishing Six Edible Berries Based on Metabolic Pathway and Bioactivity Correlations by Non-targeted Metabolite Profiling
inferred← citeshttps://doi.org/10.3389/fpls.2021.571072openalex-snapshot
Drought-Induced Root Pressure in Sorghum bicolor
inferred← citeshttps://doi.org/10.3389/fpls.2021.660171openalex-snapshot
The Sorghum Grain Mold Disease Complex: Pathogens, Host Responses, and the Bioactive Metabolites at Play
inferred← citeshttps://doi.org/10.3389/fpls.2023.1141232openalex-snapshot
Analysis of metabolic differences in maize in different growth stages under nitrogen stress based on UPLC-QTOF-MS
inferred← citeshttps://doi.org/10.3390/agriculture16151606openalex-snapshot
Integrated Metabolome and Transcriptome Analysis Reveals Dynamic Changes in Flavonoid Accumulation and Pericarp at Different Sowing Dates in Sorghum
inferred← citeshttps://doi.org/10.3390/agronomy10060831openalex-snapshot
Metabolomics: A Tool for Cultivar Phenotyping and Investigation of Grain Crops
inferred← citeshttps://doi.org/10.3390/antiox10101511openalex-snapshot
Large-Scale Non-Targeted Metabolomics Reveals Antioxidant, Nutraceutical and Therapeutic Potentials of Sorghum
inferred← citeshttps://doi.org/10.3390/biology10010020openalex-snapshot
Promoting Human Nutrition and Health through Plant Metabolomics: Current Status and Challenges
inferred← citeshttps://doi.org/10.3390/cells11203254openalex-snapshot
Tapping into Plant–Microbiome Interactions through the Lens of Multi-Omics Techniques
inferred← citeshttps://doi.org/10.3390/cimb45110558openalex-snapshot
Plant Metabolomics: Current Initiatives and Future Prospects
inferred← citeshttps://doi.org/10.3390/ijms20020431openalex-snapshot
Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
inferred← citeshttps://doi.org/10.3390/ijms23020651openalex-snapshot
Entailing the Next-Generation Sequencing and Metabolome for Sustainable Agriculture by Improving Plant Tolerance
inferred← citeshttps://doi.org/10.3390/ijms232012062openalex-snapshot
Metabolomics-Driven Mining of Metabolite Resources: Applications and Prospects for Improving Vegetable Crops
inferred← citeshttps://doi.org/10.3390/ijms26094464openalex-snapshot
Metabolomics Combined with Photosynthetic Analysis Reveals Potential Mechanisms of Phenolic Compound Accumulation in Lonicera japonica Induced by Nitrate Nitrogen Supply
inferred← citeshttps://doi.org/10.3390/ijpb14040064openalex-snapshot
Photosynthetic Efficiency in Green Bean Plants through the Application of Omeprazole and Melatonin at Low Doses
inferred← citeshttps://doi.org/10.3390/metabo13030329openalex-snapshot
β-Cyclocitral-Mediated Metabolic Changes Optimize Growth and Defense Responses in Solanum lycopersicum L.
inferred← citeshttps://doi.org/10.3390/metabo9060108openalex-snapshot
Translational Metabolomics: Current Challenges and Future Opportunities
inferred← citeshttps://doi.org/10.3390/plants11050677openalex-snapshot
Uncovering the Gene Regulatory Network of Maize Hybrid ZD309 under Heat Stress by Transcriptomic and Metabolomic Analysis
inferred← citeshttps://doi.org/10.47280/revfacagron(luz).v40.supl.04openalex-snapshot
Phenology and environment in the presence of secondary metabolites in Psidium guajava L.
inferred← citeshttps://doi.org/10.5772/intechopen.86086openalex-snapshot
Sorghum an Important Annual Feedstock for Bioenergy
inferred← citeshttps://doi.org/10.6084/m9.figshare.20408545openalex-snapshot
Additional file 1 of An integrated isotopic labeling and freeze sampling apparatus (ILSA) to support sampling leaf metabolomics at a centi-second scale
inferred← citeshttps://doi.org/10.6084/m9.figshare.26584992openalex-snapshot
Additional file 1 of Carbon and nitrogen metabolism affects kentucky bluegrass rhizome expansion
inferred← citeshttps://doi.org/10.70675/aa70f07az6450z4922zb682zd4c8162bf2ecopenalex-snapshot
Evaluating the role of metabolites in Sphagnum ecology under climate change : from Sphagnum functional trait space to carbon-related processes
inferred← citeshttps://doi.org/10.9734/arrb/2020/v35i630234openalex-snapshot
Morphological Variability and Taxonomic Relationship of Sorghum bicolor (L.) Moench Accessions Based on Qualitative Characters
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