An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus

Lodging is a persistent problem which severely reduce yield and impair seed quality in rapeseed (Brassica napus L.). Enhancing stem strength (SS) has proven to be an effective approach to decrease lodging risk. In the present study, four interrelated stem lodging-related traits, including stem break...

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Published in:Frontiers in Plant Science
Main Authors: Hongge Li, Xi Cheng, Liping Zhang, Jihong Hu, Fugui Zhang, Biyun Chen, Kun Xu, Guizhen Gao, Hao Li, Lixia Li, Qian Huang, Zaiyun Li, Guixin Yan, Xiaoming Wu
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2018
Subjects:
Online Access:https://doi.org/10.3389/fpls.2018.00796
https://doaj.org/article/b74aed268c2a42fb9fc97eb82c3270a5
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spelling ftdoajarticles:oai:doaj.org/article:b74aed268c2a42fb9fc97eb82c3270a5 2023-05-15T16:07:20+02:00 An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus Hongge Li Xi Cheng Liping Zhang Jihong Hu Fugui Zhang Biyun Chen Kun Xu Guizhen Gao Hao Li Lixia Li Qian Huang Zaiyun Li Guixin Yan Xiaoming Wu 2018-06-01T00:00:00Z https://doi.org/10.3389/fpls.2018.00796 https://doaj.org/article/b74aed268c2a42fb9fc97eb82c3270a5 EN eng Frontiers Media S.A. https://www.frontiersin.org/article/10.3389/fpls.2018.00796/full https://doaj.org/toc/1664-462X 1664-462X doi:10.3389/fpls.2018.00796 https://doaj.org/article/b74aed268c2a42fb9fc97eb82c3270a5 Frontiers in Plant Science, Vol 9 (2018) Brassica napus L stem lodging-related traits genome-wide association study gene co-expression network candidate genes Plant culture SB1-1110 article 2018 ftdoajarticles https://doi.org/10.3389/fpls.2018.00796 2022-12-31T13:34:36Z Lodging is a persistent problem which severely reduce yield and impair seed quality in rapeseed (Brassica napus L.). Enhancing stem strength (SS) has proven to be an effective approach to decrease lodging risk. In the present study, four interrelated stem lodging-related traits, including stem breaking resistance (SBR), stem diameter (SD), SS, and lodging coefficient (LC), were investigated among 472 rapeseed accessions. A genome-wide association study (GWAS) using Brassica 60K SNP array for stem lodging-related traits identified 67 significantly associated quantitative trait loci (QTLs) and 71 candidate genes. In parallel, a gene co-expression network based on transcriptome sequencing was constructed. The module associated with cellulose biosynthesis was highlighted. By integrating GWAS and gene co-expression network analysis, some promising candidate genes, such as ESKIMO1 (ESK1, BnaC08g26920D), CELLULOSE SYNTHASE 6 (CESA6, BnaA09g06990D), and FRAGILE FIBER 8 (FRA8, BnaC04g39510D), were prioritized for further research. These findings revealed the genetic basis underlying stem lodging and provided worthwhile QTLs and genes information for genetic improvement of stem lodging resistance in B. napus. Article in Journal/Newspaper eskimo* Directory of Open Access Journals: DOAJ Articles Frontiers in Plant Science 9
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Brassica napus L
stem lodging-related traits
genome-wide association study
gene co-expression network
candidate genes
Plant culture
SB1-1110
spellingShingle Brassica napus L
stem lodging-related traits
genome-wide association study
gene co-expression network
candidate genes
Plant culture
SB1-1110
Hongge Li
Xi Cheng
Liping Zhang
Jihong Hu
Fugui Zhang
Biyun Chen
Kun Xu
Guizhen Gao
Hao Li
Lixia Li
Qian Huang
Zaiyun Li
Guixin Yan
Xiaoming Wu
An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus
topic_facet Brassica napus L
stem lodging-related traits
genome-wide association study
gene co-expression network
candidate genes
Plant culture
SB1-1110
description Lodging is a persistent problem which severely reduce yield and impair seed quality in rapeseed (Brassica napus L.). Enhancing stem strength (SS) has proven to be an effective approach to decrease lodging risk. In the present study, four interrelated stem lodging-related traits, including stem breaking resistance (SBR), stem diameter (SD), SS, and lodging coefficient (LC), were investigated among 472 rapeseed accessions. A genome-wide association study (GWAS) using Brassica 60K SNP array for stem lodging-related traits identified 67 significantly associated quantitative trait loci (QTLs) and 71 candidate genes. In parallel, a gene co-expression network based on transcriptome sequencing was constructed. The module associated with cellulose biosynthesis was highlighted. By integrating GWAS and gene co-expression network analysis, some promising candidate genes, such as ESKIMO1 (ESK1, BnaC08g26920D), CELLULOSE SYNTHASE 6 (CESA6, BnaA09g06990D), and FRAGILE FIBER 8 (FRA8, BnaC04g39510D), were prioritized for further research. These findings revealed the genetic basis underlying stem lodging and provided worthwhile QTLs and genes information for genetic improvement of stem lodging resistance in B. napus.
format Article in Journal/Newspaper
author Hongge Li
Xi Cheng
Liping Zhang
Jihong Hu
Fugui Zhang
Biyun Chen
Kun Xu
Guizhen Gao
Hao Li
Lixia Li
Qian Huang
Zaiyun Li
Guixin Yan
Xiaoming Wu
author_facet Hongge Li
Xi Cheng
Liping Zhang
Jihong Hu
Fugui Zhang
Biyun Chen
Kun Xu
Guizhen Gao
Hao Li
Lixia Li
Qian Huang
Zaiyun Li
Guixin Yan
Xiaoming Wu
author_sort Hongge Li
title An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus
title_short An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus
title_full An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus
title_fullStr An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus
title_full_unstemmed An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in Brassica napus
title_sort integration of genome-wide association study and gene co-expression network analysis identifies candidate genes of stem lodging-related traits in brassica napus
publisher Frontiers Media S.A.
publishDate 2018
url https://doi.org/10.3389/fpls.2018.00796
https://doaj.org/article/b74aed268c2a42fb9fc97eb82c3270a5
genre eskimo*
genre_facet eskimo*
op_source Frontiers in Plant Science, Vol 9 (2018)
op_relation https://www.frontiersin.org/article/10.3389/fpls.2018.00796/full
https://doaj.org/toc/1664-462X
1664-462X
doi:10.3389/fpls.2018.00796
https://doaj.org/article/b74aed268c2a42fb9fc97eb82c3270a5
op_doi https://doi.org/10.3389/fpls.2018.00796
container_title Frontiers in Plant Science
container_volume 9
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