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Transcriptomic and Weighted Gene Co-Expression Network Analysis Reveals Molecular Regulatory Mechanisms of Cold
Bo Ma1,2, Haoqiang Du1, Kefei Tan1
1Qiqihar Branch of Heilongjiang Academy of Agricultural Sciences, Qiqihar 161006, China.
Cold stress tolerance in rice (Oryza sativa) involves enhanced antioxidant capacity and specific gene regulation. This study identified key transcription factors in a cold-tolerant variety, offering insights for improving rice cold hardiness.
Area of Science:
- Plant Science
- Genetics
- Molecular Biology
Background:
- Cold stress significantly limits rice (Oryza sativa) growth and yield, necessitating research into cold tolerance mechanisms.
- Understanding the molecular basis of cold tolerance is crucial for developing improved rice varieties resistant to low temperatures.
Purpose of the Study:
- To systematically compare physiological and transcriptomic differences between cold-tolerant (QJ10) and cold-sensitive (DHX2) rice varieties under cold stress.
- To identify genes, gene modules, and regulatory networks associated with the rice cold stress response.
Main Methods:
- Physiological assays (MDA, Pro, SOD, POD) and multi-time-point RNA-sequencing were performed on rice under cold treatment.
- Data analysis included differential expression analysis, Mfuzz trend clustering, WGCNA, GENIE3 regulatory network prediction, and qRT-PCR validation.
Main Results:
- The cold-tolerant QJ10 variety maintained lower MDA and higher Pro, SOD, and POD levels compared to DHX2 under cold stress.
- Transcriptome analysis revealed 13,599 differentially expressed genes, with QJ10 maintaining growth-related genes while DHX2 activated defense responses.
- WGCNA identified a turquoise module positively correlated with cold duration and antioxidant enzyme activity, enriched in carbon metabolism and photosynthesis pathways. Nine key transcription factors showed late-stage upregulation in QJ10.
Conclusions:
- Rice cold tolerance is linked to increased antioxidant capacity, upregulated carbon metabolism genes, and induced transcription factors.
- Identified key transcription factors, including OsNAC2, OsLBD, and OsARF19, serve as candidates for further research into rice cold tolerance mechanisms.
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