Evidence map›Paper›PMID 42884900›Full record

ArticlePlants (Basel, Switzerland)2026

Integrative GWAS and Transcriptome Analysis Reveal Genetic Architecture and Candidate Genes for Drought Tolerance During Soybean Germination.

Ziwen Xia, Shanxue Du, Ji Zong, Mingjun Zhang, Qiang Zhang, Fangli Song, Fengqin Yuan, Guiqi Li, Shuang Li, Yongce Cao

Abstract read
In one paragraph

Article in Plants (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Ziwen XiaShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Shanxue DuShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Ji ZongShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Mingjun ZhangYan'an Academy of Agricultural Sciences, Yan'an 716000, China.
Qiang ZhangYan'an Academy of Agricultural Sciences, Yan'an 716000, China.
Fangli SongShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Fengqin YuanShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Guiqi LiShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Shuang LiShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.
Yongce CaoShaanxi Key Laboratory of Research and Utilization of Resource Plants on the Loess Plateau, College of Life Sciences, Yan'an University, Yan'an 716000, China.

Funding

China Scholarship Council 202508610140College Students' innovation Program of Yan'an University 202510719062College Students' innovation Program of Yan'an University S202610719134National Natural Science Foundation of China 32160469National Natural Science Foundation of China 32560467Science and Technology Program Project of Yan'an City 2024-CYL-077Shaanxi Fundamental Science Research Project for Chemistry & Biology 23JHQ074
6 · The paper itself

Abstract

Drought stress severely limits soybean production, and understanding the genetic basis of drought tolerance at the germination stage is important for breeding tolerant varieties. In this study, a panel of 270 soybean accessions was used for phenotypic evaluation and a genome-wide association study (GWAS) of five drought tolerance indices under control and PEG-simulated drought conditions. Using single-locus and multi-locus GWAS models, we detected 109, 115, 121, 86, and 46 significant SNPs, and 14, 7, 9, 10, and 3 QTNs for the five indices, respectively. Combining the results from both models, 97 important QTNs consisting of those controlling multiple traits under the single-locus model and those detected by both models were identified. These QTNs were distributed across 14 genomic intervals, with qDT-4-2 and qDT-9-1 which were associated with all five indices, being the key loci. Transcriptome analysis revealed 2109 genes that were commonly differentially expressed in three tolerant accessions under PEG treatment compared with control conditions. GO and KEGG enrichment analyses showed significant enrichment of pathways related to cell wall metabolism, osmotic adjustment, and antioxidant defense, including amino sugar and nucleotide sugar metabolism, starch and sucrose metabolism, galactose metabolism, and ascorbate and aldarate metabolism. Integration of GWAS and transcriptome data predicted 12 candidate genes within these loci, which may function in drought stress responses through regulating cell wall-modifying enzyme activity, accumulating osmoprotectants, and scavenging reactive oxygen species. Our findings provide useful information for understanding the genetic regulatory network of drought tolerance during soybean germination and offer candidate gene resources for marker-assisted breeding and functional gene discovery.

Indexed as

candidate genedrought tolerancegenome-wide association studygerminationsoybeantranscriptome

Identifiers

PMID42884900
PMCPMC13666943

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.