Evidence map›Paper›PMID 38957602›Full record

ArticleFrontiers in plant science2024

Integrative analysis of metabolome and transcriptome reveals regulatory mechanisms of flavonoid biosynthesis in soybean under salt stress.

Yubin Wang, Wei Liu, Wei Li, Caijie Wang, Haiying Dai, Ran Xu, Yanwei Zhang, Lifeng Zhang

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Article in Frontiers in plant science, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. High-contiguity genome assembly of moth bean (Frontiers in plant science · 2026
    Article
  8. Review
  9. Unraveling the Saline-Alkali-Tolerance Mystery ofPlants (Basel, Switzerland) · 2025
    Article
  10. Article
4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Yubin WangCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Wei LiuCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Wei LiCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Caijie WangCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Haiying DaiCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Ran XuCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Yanwei ZhangCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.
Lifeng ZhangCrop Research Institute, Shandong Academy of Agricultural Sciences, Jinan, Shandong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Salt stress is a major environmental factor that constrains soybean growth, development, and productivity. Flavonoids are key secondary metabolites that play a crucial role in enhancing plant resistance to both biotic and abiotic stress. However, a comprehensive understanding of the regulatory mechanisms underlying flavonoid biosynthesis under salt stress in soybean is lacking. Methods: In this study, an integrative analysis of soybean metabolome and transcriptome was conducted using two soybean lines, FQ03 (salt-sensitive, SS) and FQ07 (salt-tolerant, ST). Results: A total of 650 significantly changed metabolites were identified in SS and ST after salt stress treatment. Among them, 151 flavonoids were categorized into nine classes, with flavones and flavonols being the predominant flavonoid types in soybean. Heatmap analysis showed higher contents of most flavonoid metabolites in ST than in SS under salt stress, and the total flavonoid content in ST was significantly higher than that in SS. In addition, transcriptome analysis revealed a higher number of differentially expressed genes (DEGs) in ST than in SS under salt stress. KEGG enrichment analysis revealed that DEGs were mainly enriched in pathways related to phenylpropanoid biosynthesis, isoflavonoid biosynthesis, flavonoid biosynthesis, as well as flavone and flavonol biosynthesis. Notably, 55 DEGs that were mapped to the flavonoid biosynthetic pathway were identified, with most showing higher expression levels in ST than in SS. Weighted gene correlation network analysis identified eight structural genes and six transcription factor genes as key regulators of flavonoid biosynthesis within the blue module. Furthermore, qRT-PCR results confirmed the accuracy of the transcriptomic data and reliability of the identified candidate genes. Discussion: This study provides insights into the regulatory mechanisms underlying salt stress responses in soybean and highlights hub genes as potential targets for developing salt-tolerant soybean varieties.

Indexed as

flavonoidmetabolomeregulatory mechanismsalt stresssoybeantranscriptome

Identifiers

PMID38957602
PMCPMC11217524

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