Evidence map›Paper›PMID 40424269›Full record

ArticlePloS one2025

Genome-wide association studies and transcriptome analysis reveal novel genes associated with freezing tolerance in rapeseed (Brassica napus L.).

Guoqiang Zheng, Zigang Liu, Lixi Jiang, Qi Yang, Jiaping Wei, Zefeng Wu, Junmei Cui, Xiaoyun Dong, Xiaodong Cao, Xuezhen Yang and 4 more

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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

14 authors.

Guoqiang ZhengState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Zigang LiuState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.ORCID https://orcid.org/0000-0001-7271-393X
Lixi JiangCollege of agricultural & biotechnology, Zhejiang University, Hanzhou, Zhejiang, China.ORCID https://orcid.org/0000-0002-8579-0763
Qi YangAgricultural information center of Gansu Province, Lanzhou, Gansu, China.
Jiaping WeiState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Zefeng WuState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Junmei CuiState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Xiaoyun DongState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Xiaodong CaoHybrid Rapeseed Research Center of Shaanxi Province, Yangling, Shaanxi, China.
Xuezhen YangSeed management station of Ping Liang, Pingliang, Gansu, China.
Ying WangState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Yongjie GongState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Ermei SaState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.
Xiaoxia WangState Key Laboratory of Aridland Crop Science/College of Agronomy, Gansu Agricultural University, Lanzhou, Gansu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Freezing stress is the main obstacle affecting the geographical distribution, growth, development, quality, and productivity of rapeseed (Brassica napus) in northern China. However, there is a little knowledge of rapeseed freezing tolerance mechanism. Here, 289 core germplasms collected from 36 countries were used to identify SNPs associated with freezing tolerance. We used RNA-seq data to narrow down the candidate genes identified by genome-wide association studies. The frequency distributions of phenotypic values and best linear unbiased estimates (BLUE) values for each trait conform to normal or approximately normal distributions, with good repeatability across various locations. The results showed that 594, 513, 7, and 45 SNPs were significantly associated with malondialdehyde, peroxidase, soluble protein, and relative electrolyte leakage, respectively. Based on these significantly associated SNPs, we identified 4,998 associated genes. Crossover analysis indicated that 73 genes were overlapped between GWAS and RNA-seq datasets, and 13 candidate genes involved in transmission and perception of freeze stress signals, lipid metabolism, reactive oxygen species (ROS) homeostasis, antifreeze proteins synthesis, and other metabolic processes. These results reveal novel genes associated with freezing tolerance in rapeseed, and provide a basis for further research and improvement of freezing tolerance in rapeseed.

Indexed as

Brassica napusFreezingGenes, PlantGenome-Wide Association StudyTranscriptomeGene Expression ProfilingGene Expression Regulation, PlantPlant ProteinsPolymorphism, Single NucleotidePlant Proteins

Identifiers

PMID40424269
PMCPMC12111304

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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.