Evidence map›Paper›PMID 39707180›Full record

ArticleBMC genomics2024

Comparative transcriptomes and WGCNA reveal hub genes for spike germination in different quinoa lines.

Liubin Huang, Lingyuan Zhang, Ping Zhang, Junna Liu, Li Li, Hanxue Li, Xuqin Wang, Yutao Bai, Guofei Jiang, Peng Qin

Abstract readComparative Study
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

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  3. Multi-Omics Analysis Reveals the Regulation of Amino Acid Biosynthesis inInternational journal of molecular sciences · 2025
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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Liubin Huang *Yunnan Agricultural University, Kunming, China.
Lingyuan Zhang *Yunnan Agricultural University, Kunming, China.
Ping ZhangYunnan Agricultural University, Kunming, China.
Junna LiuYunnan Agricultural University, Kunming, China.
Li LiYunnan Agricultural University, Kunming, China.
Hanxue LiYunnan Agricultural University, Kunming, China.
Xuqin WangYunnan Agricultural University, Kunming, China.
Yutao BaiYunnan Agricultural University, Kunming, China.
Guofei JiangYunnan Agricultural University, Kunming, China.
Peng QinYunnan Agricultural University, Kunming, China. wheat-quinoa@ynau.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Chenopodium quinoaGerminationTranscriptomeGene Expression ProfilingGene Expression Regulation, PlantGene Regulatory NetworksPlant ProteinsPlant ProteinsMetabolitesPhysiological propertiesQuinoaSpike germinationTranscription factorsWGCNA

Identifiers

PMID39707180
PMCPMC11662621

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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.