Identifying Core Genes Related to Low-Temperature Stress Resistance in Quinoa Seedlings Based on WGCNA

被引:1
作者
Zhang, Lingyuan [1 ]
Jiang, Guofei [1 ]
Wang, Xuqin [1 ]
Bai, Yutao [1 ]
Zhang, Ping [1 ]
Liu, Junna [1 ]
Li, Li [1 ]
Huang, Liubin [1 ]
Qin, Peng [1 ]
机构
[1] Yunnan Agr Univ, Coll Agron & Biotechnol, Kunming 650201, Peoples R China
关键词
quinoa; low-temperature stress; Weighted Gene Co-Expression Network Analysis; gene interactions networks; TFs; CHENOPODIUM-QUINOA; COLD; TOLERANCE; RESPONSES; DROUGHT; ENVIRONMENT; MECHANISMS; EXPRESSION; PROLINE; SEASON;
D O I
10.3390/ijms25136885
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Quinoa is a nutritious crop that is tolerant to extreme environmental conditions; however, low-temperature stress can affect quinoa growth, development, and quality. Considering the lack of molecular research on quinoa seedlings under low-temperature stress, we utilized a Weighted Gene Co-Expression Network Analysis to construct weighted gene co-expression networks associated with physiological indices and metabolites related to low-temperature stress resistance based on transcriptomic data. We screened 11 co-expression modules closely related to low-temperature stress resistance and selected 12 core genes from the two modules that showed the highest associations with the target traits. Following the functional annotation of these genes to determine the key biological processes and metabolic pathways involved in low-temperature stress, we identified four important transcription factors involved in resistance to low-temperature stress: gene-LOC110731664, gene-LOC110736639, gene-LOC110684437, and gene-LOC110720903. These results provide insights into the molecular genetic mechanism of quinoa under low-temperature stress and can be used to breed lines with tolerance to low-temperature stress.
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页数:18
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