Evidence map›Paper›PMID 40860728›Full record

ArticleFrontiers in plant science2025

Using WGCNA and transcriptome profiling to identify hub genes for salt stress tolerance in germinating soybean seeds.

Lijun Pan, Yifan Chen, Zeyu Ren, Dalia Mohamedkheir Khojely, Siyu Wang, Yueming Li, Seifeldin Elrayah Ibrahim, Sujie Fan, Yang Song, Zhuo Zhang and 1 more

Abstract read
In one paragraph

Article in Frontiers in plant science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 1 synthesis or guideline pooled it.

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4 · The record

Corrections and comments

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

11 authors.

Lijun PanPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Yifan ChenPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Zeyu RenPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Dalia Mohamedkheir KhojelyPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Siyu WangPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Yueming LiPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Seifeldin Elrayah IbrahimPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Sujie FanPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Yang SongPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Zhuo ZhangPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.
Jian WeiPlant Biotechnology Center, College of Agronomy, Jilin Agriculture University, Changchun, Jilin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Salinized soil can significantly hinder soybean growth, leading to a reduction in overall yield. To address this issue, identifying key genes related to salt tolerance in soybeans is essential for improving their resistance to salinity and ensuring sustainable development of soybean production. While current research predominantly focuses on salt tolerance during the seedling stage, there is still a lack of comprehensive studies on the genes involved in salt tolerance during the germination stage. This study established the optimal screening criteria by phenotyping the salt-tolerant variety R063 and the salt-sensitive variety W82 during the germination stage under salt stress. RNA-seq analysis was performed on 24 samples from both varieties at 36 and 48 hours under two different salt concentrations (0 and 150 mM/L NaCl). Differential expression analysis revealed that the salt-tolerant variety R063 exhibited the fewest differentially expressed genes (DEGs) compared to its control after 48 hours of salt stress. A total of 305 DEGs were commonly identified between the salt-tolerant variety R063 and the salt-sensitive variety W82 under salt stress at both time points. Additionally, 187 DEGs were commonly identified between R063 under salt stress and its corresponding control group across the two time points. Gene ontology (GO) enrichment analysis revealed that the differentially expressed genes were significantly enriched in ADP binding, monooxygenase activity, oxidoreductase activity, defense response, and protein phosphorylation signaling pathways. The weighted gene co-expression network analysis (WGCNA) method was employed to identify modules strongly correlated with salt tolerance during soybean germination. Candidate genes associated with soybean sprouting salt tolerance were identified by evaluating the connectivity and expression profiles of genes within these modules. These findings provide a theoretical foundation for further elucidating the molecular mechanisms underlying salt tolerance during soybean germination and present new genetic resources for studying this trait.

Indexed as

germinationsalt stress tolerancesoybeantranscriptome profilingWGCNA

Identifiers

PMID40860728
PMCPMC12370657

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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.