ArticleBMC genomics2024
Comparative transcriptomes and WGCNA reveal hub genes for spike germination in different quinoa lines.
Article in BMC genomics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Deciphering germination rate differences in quinoa genotypes via integrated phenotypic, structural, and transcriptomic approaches.BMC plant biology · 2026Article
- The expression pattern of EXO70 subunits in single-cell stereo-seq of Arabidopsis thaliana leaves using coexistence network analysis.Scientific reports · 2026Article
- Multi-Omics Analysis Reveals the Regulation of Amino Acid Biosynthesis inInternational journal of molecular sciences · 2025Article
- The potential role of short internodes/stylish (SHI/STY) and SHI related sequence (SRS) in potato tuberization.BMC plant biology · 2025Article
- Transcriptome Analysis Reveals Co-Expression Regulation of Sugar Transport and Signaling Networks in Initiating Stolon-to-Tuber Transition in Potato.International journal of molecular sciences · 2025Article
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Authors and funding
10 authors.
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Abstract
backgroundQuinoa, as a new food crop, has attracted extensive attention at home and abroad. However, the natural disaster of spike germination seriously threatens the quality and yield of quinoa. Currently, there are limited reports on the molecular mechanisms associated with spike germination in quinoa.
resultsIn this study, we utilized transcriptome sequencing technology and successfully obtained 154.51 Gb of high-quality data with a comparison efficiency of more than 88%, which fully demonstrates the extremely high reliability of the sequencing results and lays a solid foundation for subsequent analysis. Using these data, we constructed a weighted gene co-expression network (WGCNA) related to starch, sucrose, α-amylase, and phenolic acid metabolites, and screened six co-expression modules closely related to spike germination traits. Two of the modules associated with physiological indicators were analyzed in depth, and nine core genes were finally predicted. Further functional annotation revealed four key transcription factors involved in the regulation of dormancy and germination processes: gene LOC110698065, gene LOC110696037, gene LOC110736224, and gene LOC110705759, belonging to the bHLH, NF-YA, MYB, and FAR1 gene families, respectively.
conclusionsThese results provide clues to identify the core genes involved in quinoa spike germination. This will ultimately provide a theoretical basis for breeding new quinoa varieties with resistance.
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