Evidence map›Paper›PMID 37372474›Full record

ArticleGenes2023

Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean.

Ning Xu, Bingru Chen, Yuxin Cheng, Yufei Su, Mengyuan Song, Rongqiu Guo, Minghai Wang, Kunpeng Deng, Tianjiao Lan, Shuying Bao and 3 more

Abstract read
In one paragraph

Article in Genes, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Article
  6. Application of GWAS and mGWAS in Livestock and Poultry Breeding.Animals : an open access journal from MDPI · 2024
    Review
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

13 authors.

Ning XuCollege of Agriculture, Heilongjiang Bayi Agricultural University, Daqing 163319, China.
Bingru ChenInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Yuxin ChengInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Yufei SuInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Mengyuan SongInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Rongqiu GuoInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Minghai WangInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Kunpeng DengInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Tianjiao LanInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Shuying BaoInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Guifang WangInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Zhongxiao GuoInstitute of Crop Germplasm Resources, Jilin Academy of Agricultural Sciences, Gongzhuling 136100, China.
Lihe YuCollege of Agriculture, Heilongjiang Bayi Agricultural University, Daqing 163319, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Soil salt-alkalization seriously impacts crop growth and productivity worldwide. Breeding and applying tolerant varieties is the most economical and effective way to address soil alkalization. However, genetic resources for breeders to improve alkali tolerance are limited in mung bean. Here, a genome-wide association study (GWAS) was performed to detect alkali-tolerant genetic loci and candidate genes in 277 mung bean accessions during germination. Using the relative values of two germination traits, 19 QTLs containing 32 SNPs significantly associated with alkali tolerance on nine chromosomes were identified, and they explained 3.6 to 14.6% of the phenotypic variance. Moreover, 691 candidate genes were mined within the LD intervals containing significant trait-associated SNPs. Transcriptome sequencing of alkali-tolerant accession 132-346 under alkali and control conditions after 24 h of treatment was conducted, and 2565 DEGs were identified. An integrated analysis of the GWAS and DEGs revealed six hub genes involved in alkali tolerance responses. Moreover, the expression of hub genes was further validated by qRT-PCR. These findings improve our understanding of the molecular mechanism of alkali stress tolerance and provide potential resources (SNPs and genes) for the genetic improvement of alkali tolerance in mung bean.

Indexed as

Genome-Wide Association StudyVignaPlant BreedingPolymorphism, Single NucleotideQuantitative Trait LociRNA-SeqSoilSoilalkali tolerancecandidate genesgenome-wide association studygermination stagemung beanRNA-seq

Identifiers

PMID37372474
PMCPMC10298294

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Registered trials

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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.