Evidence map›Paper›PMID 41225350›Full record

ArticleBMC plant biology2025

Integrated multi-omics reveals the molecular basis of protein storage in developing oat grains.

Mingxue Ji, Zhiyong Zhang, Zhuqing He, Jinghui Liu, Lijun Li, Bingjie Qi

Abstract read
In one paragraph

Article in BMC plant biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Mingxue JiCollege of Agriculture, Inner Mongolia Agricultural University, Hohhot, Inner Mongolia, 010000, China.
Zhiyong ZhangInner Mongolia Academy of Agricultural & Animal Husbandry Sciences, Hohhot, Inner Mongolia, 010031, China.
Zhuqing HeUlangab Institute of Agricultural and Forestry Sciences, Ulanqab, Inner Mongolia, 012000, China.
Jinghui LiuCollege of Agriculture, Inner Mongolia Agricultural University, Hohhot, Inner Mongolia, 010000, China.
Lijun LiCollege of Agriculture, Inner Mongolia Agricultural University, Hohhot, Inner Mongolia, 010000, China. imaullj@163.com.
Bingjie QiCollege of Agriculture, Inner Mongolia Agricultural University, Hohhot, Inner Mongolia, 010000, China. qbjzzy@126.com.

Funding

Research Program of Science and Technology at Universities of Inner Mongolia Autonomous Region 2020GG0037
6 · The paper itself

Abstract

backgroundOats (Avena sativa L.) are a nutritionally important cereal crop, but the molecular mechanisms regulating protein and amino acid accumulation during grain development remain poorly understood. Therefore, in this study, two oat varieties (HZ and MC) with significantly different grain protein contents were used as experimental materials. For the grains of these two varieties at different developmental stages, we conducted grain protein content determination, widely targeted metabolite detection, and transcriptome sequencing.

resultsIntegrated transcriptomic and metabolomic analyses of two oat varieties (high-protein HZ and low-protein MC) revealed dynamic changes during grain filling. Key findings include: (1) The 10–20 days after flowering (DAF) period was critical for protein accumulation, with HZ showing higher expression of genes involved in carbon skeleton generation (e.g., isocitrate dehydrogenase, malate dehydrogenase) and amino acid biosynthesis (e.g., glutamate decarboxylase); (2) Weighted gene coexpression network analysis identified modules strongly correlated with protein content, including the blue module (r = 0.92, p < 0.01); (3) KEGG enrichment highlighted central roles for glycolysis, TCA cycle, and amino acid metabolism pathways; (4) A regulatory network for protein and amino acid accumulation was constructed, identifying 157 candidate genes and 7 metabolites. Four key genes (GLA, PFK, PGK, TIM) and a transcription factor (AP2/ERF-ERF ) were identified as critical regulators; (5) qRT-PCR validated 10 candidate genes, with expression patterns consistent with RNA-Seq data (R² = 0.72–0.85).

conclusionsThis study elucidates the metabolic and transcriptional networks underlying protein accumulation in oat grains, providing targets for molecular breeding to enhance nutritional quality.

Indexed as

AvenaPlant ProteinsSeedsEdible GrainGene Expression ProfilingGene Expression Regulation, PlantMetabolomicsMultiomicsTranscriptomePlant ProteinsBroadly targeted metabolomeOatSeed developmentSeed proteinTranscriptome sequencing

Identifiers

PMID41225350
PMCPMC12613664

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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.