ArticleFrontiers in plant science2016
Metabolic Reconstruction of Setaria italica: A Systems Biology Approach for Integrating Tissue-Specific Omics and Pathway Analysis of Bioenergy Grasses.
Article in Frontiers in plant science, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed.
- Exploring the diversity of the CO2-concentrating mechanism in different C4 subtypes.Journal of experimental botany · 2026Article
- Non-canonical plant metabolism.Nature plants · 2025Review
- Foxtail millet research in supporting climate change resilience efforts: Bibliometric analysis and focused literature review.Heliyon · 2025Review
- A Guide to Metabolic Network Modeling for Plant Biology.Plants (Basel, Switzerland) · 2025Review
- The potentialities of omics resources for millet improvement.Functional & integrative genomics · 2023Review
- Review
- Review
- Metabolic modelling revealed source-sink interactions between four segments ofJournal of biosciences · 2023Article
- Multi-omics intervention inFrontiers in plant science · 2022Review
- Systematic Multi-Omics Integration (MOI) Approach in Plant Systems Biology.Frontiers in plant science · 2020Review
- Leaf Energy Balance Requires Mitochondrial Respiration and Export of Chloroplast NADPH in the Light.Plant physiology · 2019Article
- A mass and charge balanced metabolic model of Setaria viridis revealed mechanisms of proton balancing in C4 plants.BMC bioinformatics · 2019Article
- Comprehensive Profiling and Inheritance Patterns of Metabolites in Foxtail Millet.Frontiers in plant science · 2018Article
- Advances on plant-pathogen interactions from molecular toward systems biology perspectives.The Plant journal : for cell and molecular biology · 2017Review
- Metabolomics and Integrative Omics for the Development of Thai Traditional Medicine.Frontiers in pharmacology · 2017Review
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10 authors.
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Abstract
The urgent need for major gains in industrial crops productivity and in biofuel production from bioenergy grasses have reinforced attention on understanding C4 photosynthesis. Systems biology studies of C4 model plants may reveal important features of C4 metabolism. Here we chose foxtail millet (Setaria italica), as a C4 model plant and developed protocols to perform systems biology studies. As part of the systems approach, we have developed and used a genome-scale metabolic reconstruction in combination with the use of multi-omics technologies to gain more insights into the metabolism of S. italica. mRNA, protein, and metabolite abundances, were measured in mature and immature stem/leaf phytomers, and the multi-omics data were integrated into the metabolic reconstruction framework to capture key metabolic features in different developmental stages of the plant. RNA-Seq reads were mapped to the S. italica resulting for 83% coverage of the protein coding genes of S. italica. Besides revealing similarities and differences in central metabolism of mature and immature tissues, transcriptome analysis indicates significant gene expression of two malic enzyme isoforms (NADP- ME and NAD-ME). Although much greater expression levels of NADP-ME genes are observed and confirmed by the correspondent protein abundances in the samples, the expression of multiple genes combined to the significant abundance of metabolites that participates in C4 metabolism of NAD-ME and NADP-ME subtypes suggest that S. italica may use mixed decarboxylation modes of C4 photosynthetic pathways under different plant developmental stages. The overall analysis also indicates different levels of regulation in mature and immature tissues in carbon fixation, glycolysis, TCA cycle, amino acids, fatty acids, lignin, and cellulose syntheses. Altogether, the multi-omics analysis reveals different biological entities and their interrelation and regulation over plant development. With this study, we demonstrated that this systems approach is powerful enough to complement the functional metabolic annotation of bioenergy grasses.
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