ArticleFrontiers in plant science2021
Metabolome-Based Genome-Wide Association Study Provides Genetic Insights Into the Natural Variation of Foxtail Millet.
Article in Frontiers in plant science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 36 citations in OpenAlex.
- Methylation-associated mutagenesis underlies variation in the mutation spectrum across eukaryotes.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Analyzing Plant Low-Molecular-Weight Polar Metabolites: A GC-MS Approach.Plants (Basel, Switzerland) · 2026Review
- Omics Sciences: Driving the Conservation and Characterization of Plant Genetic Resources.Methods in molecular biology (Clifton, N.J.) · 2026Review
- Targeted metabolomic and transcriptomic analyses provide insights into flavonoid biosynthesis in the grain of Foxtail millet.BMC genomics · 2025Article
- Methylation-associated mutagenesis underlies variation in the mutation spectrum across eukaryotes.bioRxiv : the preprint server for biology · 2025Article
- Millets for a sustainable future.Journal of experimental botany · 2025Review
- Foxtail millet research in supporting climate change resilience efforts: Bibliometric analysis and focused literature review.Heliyon · 2025Review
- Genomic resources, opportunities, and prospects for accelerated improvement of millets.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Review
- Genome resequencing reveals the genetic basis of population evolution, local adaptation, and rewiring of the rhizome metabolome inHorticulture research · 2024Article
- Brown-top millet: an overview of breeding, genetic, and genomic resources development for crop improvement.Planta · 2024Review
- The nutrition and therapeutic potential of millets: an updated narrative review.Frontiers in nutrition · 2024Review
- Molecular and genetic insights into secondary metabolic regulation underlying insect-pest resistance in legumes.Functional & integrative genomics · 2023Review
- The potentialities of omics resources for millet improvement.Functional & integrative genomics · 2023Review
- Approach strategies and application of metabolomics to biotechnology in plants.Frontiers in plant science · 2023Review
- A metabolome genome-wide association study implicates histidineFrontiers in plant science · 2023Article
- Lipidomics-Assisted GWAS (lGWAS) Approach for Improving High-Temperature Stress Tolerance of Crops.International journal of molecular sciences · 2022Review
- Review
- Applications of Genomic Tools in Plant Breeding: Crop Biofortification.International journal of molecular sciences · 2022Review
- Multi-omics intervention inFrontiers in plant science · 2022Review
- QTL analysis of important agronomic traits and metabolites in foxtail millet (Frontiers in plant science · 2022Article
Corrections and comments
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Authors and funding
24 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The plant metabolome is considered as a bridge between the genome and the phenome and is essential for the interaction between plant growth and the plant environment. Here, we used the liquid chromatography-tandem mass spectrometry method to perform a widely targeted metabolomics analysis of 150 millet germplasm and simultaneous identification and quantification of 330 annotated metabolites. Comparing the metabolic content of different millets revealed significant natural variation of both primary and secondary metabolites, including flavonoids, phenolamides, hydroxycinnamoyl derivatives, nucleotides, and lipids, in the millets from India and the north and south of China; among them, some of the flavonoids are the most prominent. A total of 2.2 TB sequence data were obtained by sequencing 150 accessions of foxtail millet using the Illumina platform. Further digging into the genetic basis of metabolites by mGWAS analysis found that cyanidin 3-
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.