ArticleScientific reports2019
Associating transcriptional regulation for rapid germination of rapeseed (Brassica napus L.) under low temperature stress through weighted gene co-expression network analysis.
Article in Scientific reports, 2019. 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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15 citing papers in PubMed, 59 citations in OpenAlex.
- Temporal transcriptomic and lipidomic analysis reveals multi-omics dynamic profiles of B. napus seed germination.BMC genomics · 2026Article
- Genome-wide analysis of the B3 family in apple (Malus domestica Borkh.) and functional identification of MdREM19 involvement in salt stress.BMC genomics · 2026Article
- Integrating multiomic resources and gene expression studies to identify candidates for engineering climate-resilientFrontiers in plant science · 2026Review
- Integrative analyses reveal Bna-miR397a-BnaLAC2 as a potential modulator of low-temperature adaptability in Brassica napus L.Plant biotechnology journal · 2025Article
- Integration of GWAS and transcriptome analysis to identify temperature-dependent genes involved in germination of rapeseed (Frontiers in plant science · 2025Article
- Genome-wide characterization of LEA gene family reveals a positive role of BnaA.LEA6.a in freezing tolerance in rapeseed (Brassica napus L.).BMC plant biology · 2024Article
- Integrative analysis of genome and transcriptome reveal the genetic basis of high temperature tolerance in pleurotus giganteus (Berk. Karun & Hyde).BMC genomics · 2023Article
- Cloning and Functional Characterization of Cold-Inducible MYB-like 17 Transcription Factor in Rapeseed (International journal of molecular sciences · 2023Article
- Genome-wide identification of theFrontiers in plant science · 2022Article
- Genome-wide transcriptome profiling revealed biological macromolecules respond to low temperature stress inFrontiers in plant science · 2022Article
- Genome-Wide Association Mapping Unravels the Genetic Control of Seed Vigor under Low-Temperature Conditions in Rapeseed (Plants (Basel, Switzerland) · 2021Article
- Omics: The way forward to enhance abiotic stress tolerance inGM crops & food · 2021Review
- Transcriptional and Metabolic Changes Associated with Phytoglobin Expression during Germination of Barley Seeds.International journal of molecular sciences · 2020Article
- AFrontiers in plant science · 2020Article
- An Integrative Approach to Analyze Seed Germination inFrontiers in plant science · 2019Article
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Authors and funding
6 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Slow germination speed caused by low temperature stress intensifies the risk posed by adverse environmental factors, contributing to low germination rate and reduced production of rapeseed. The purpose of this study was to understand the transcriptional regulation mechanism for rapid germination of rapeseed. The results showed that seed components and size do not determine the seed germination speed. Different temporal transcriptomic profiles were generated under normal and low temperature conditions in genotypes with fast and slow germination speeds. Using weight gene co-expression network analysis, 37 823 genes were clustered into 15 modules with different expression patterns. There were 10 233 and 9111 differentially expressed genes found to follow persistent tendency of up- and down-regulation, respectively, which provided the conditions necessary for germination. Hub genes in the continuous up-regulation module were associated with phytohormone regulation, signal transduction, the pentose phosphate pathway, and lipolytic metabolism. Hub genes in the continuous down-regulation module were involved in ubiquitin-mediated proteolysis. Through pairwise comparisons, 1551 specific upregulated DEGs were identified for the fast germination speed genotype under low temperature stress. These DEGs were mainly enriched in RNA synthesis and degradation metabolisms, signal transduction, and defense systems. Transcription factors, including WRKY, bZIP, EFR, MYB, B3, DREB, NAC, and ERF, are associated with low temperature stress in the fast germination genotype. The aquaporin NIP5 and late embryogenesis abundant (LEA) protein genes contributed to the water uptake and transport under low temperature stress during seed germination. The ethylene/H
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