ArticleBMC plant biology2017
Maize network analysis revealed gene modules involved in development, nutrients utilization, metabolism, and stress response.
Article in BMC plant biology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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19 citing papers in PubMed.
- Decades' progress and prospects on maize functional genomics and molecular breeding.Science China. Life sciences · 2025Review
- ZmMYB155 is involved in starch synthesis and basal endosperm transfer layer development in maize.Plant cell reports · 2025Article
- Fermi calculations enable quick downselection of target genes and process optimization in photosynthetic systems.Plant physiology · 2025Review
- Exploring large-scale gene coexpression networks in peach (Horticulture research · 2024Article
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- Recent advances in exploring transcriptional regulatory landscape of crops.Frontiers in plant science · 2024Review
- Roles of theFrontiers in plant science · 2023Article
- Genome-wide identification, molecular evolution and expression analysis of the non-specific lipid transfer protein (nsLTP) family in Setaria italica.BMC plant biology · 2022Article
- Multi-Omics Approaches and Resources for Systems-Level Gene Function Prediction in the Plant Kingdom.Plants (Basel, Switzerland) · 2022Review
- Rice co-expression network analysis identifies gene modules associated with agronomic traits.Plant physiology · 2022Article
- Weighted gene co-expression network analysis reveals key module and hub genes associated with the anthocyanin biosynthesis in maize pericarp.Frontiers in plant science · 2022Article
- Article
- Conserved co-functional network between maize and Arabidopsis aid in the identification of seed defective genes in maize.Genes & genomics · 2021Article
- Co-expression network analysis of protein phosphatase 2A (PP2A) genes with stress-responsive genes in Arabidopsis thaliana reveals 13 key regulators.Scientific reports · 2020Article
- Pervasive duplication, biased molecular evolution and comprehensive functional analysis of the PP2C family in Glycine max.BMC genomics · 2020Article
- Molecular Analysis of UV-C Induced Resveratrol Accumulation inInternational journal of molecular sciences · 2019Article
- Depicting the Core Transcriptome Modulating Multiple Abiotic Stresses Responses in Sesame (International journal of molecular sciences · 2019Article
- Aphid-Triggered Changes in Oxidative Damage Markers of Nucleic Acids, Proteins, and Lipids in Maize (International journal of molecular sciences · 2019Article
- Drawing a Line: Grasses and Boundaries.Plants (Basel, Switzerland) · 2018Review
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3 authors.
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Abstract
backgroundThe advent of big data in biology offers opportunities while poses challenges to derive biological insights. For maize, a large amount of publicly available transcriptome datasets have been generated but a comprehensive analysis is lacking.
resultsWe constructed a maize gene co-expression network based on the graphical Gaussian model, using massive RNA-seq data. The network, containing 20,269 genes, assembles into 964 gene modules that function in a variety of plant processes, such as cell organization, the development of inflorescences, ligules and kernels, the uptake and utilization of nutrients (e.g. nitrogen and phosphate), the metabolism of benzoxazionids, oxylipins, flavonoids, and wax, and the response to stresses. Among them, the inflorescences development module is enriched with domestication genes (like ra1, ba1, gt1, tb1, tga1) that control plant architecture and kernel structure, while multiple other modules relate to diverse agronomic traits. Contained within these modules are transcription factors acting as known or potential expression regulators for the genes within the same modules, suggesting them as candidate regulators for related biological processes. A comparison with an established Arabidopsis network revealed conserved gene association patterns for specific modules involved in cell organization, nutrients uptake & utilization, and metabolism. The analysis also identified significant divergences between the two species for modules that orchestrate developmental pathways.
conclusionsThis network sheds light on how gene modules are organized between different species in the context of evolutionary divergence and highlights modules whose structure and gene content can provide important resources for maize gene functional studies with application potential.
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