Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>

A critical barrier to improving crop yield is the trade-off between seed weight (SW) and seed number (SN), which has been commonly reported in several crops, including <i>Brassica napus</i>. Despite the agronomic relevance of this issue, the molecular factors involved in the interaction...

Full description

Bibliographic Details
Main Authors: Javier Canales, José Verdejo, Gabriela Carrasco-Puga, Francisca M. Castillo, Anita Arenas-M, Daniel F. Calderini
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/22/9/4449
_version_ 1797536488006615040
author Javier Canales
José Verdejo
Gabriela Carrasco-Puga
Francisca M. Castillo
Anita Arenas-M
Daniel F. Calderini
author_facet Javier Canales
José Verdejo
Gabriela Carrasco-Puga
Francisca M. Castillo
Anita Arenas-M
Daniel F. Calderini
author_sort Javier Canales
collection DOAJ
description A critical barrier to improving crop yield is the trade-off between seed weight (SW) and seed number (SN), which has been commonly reported in several crops, including <i>Brassica napus</i>. Despite the agronomic relevance of this issue, the molecular factors involved in the interaction between SW and SN are largely unknown in crops. In this work, we performed a detailed transcriptomic analysis of 48 seed samples obtained from two rapeseed spring genotypes subjected to different source–sink (S–S) ratios in order to examine the relationship between SW and SN under different field conditions. A multifactorial analysis of the RNA-seq data was used to identify a group of 1014 genes exclusively regulated by the S–S ratio. We found that a reduction in the S–S ratio during seed filling induces the expression of genes involved in sucrose transport, seed weight, and stress responses. Moreover, we identified five co-expression modules that are positively correlated with SW and negatively correlated with SN. Interestingly, one of these modules was significantly enriched in transcription factors (TFs). Furthermore, our network analysis predicted several NAC TFs as major hubs underlying SW and SN compensation. Taken together, our study provides novel insights into the molecular factors associated with the SW–SN relationship in rapeseed and identifies TFs as potential targets when improving crop yield.
first_indexed 2024-03-10T12:01:24Z
format Article
id doaj.art-f6e9cfb5dcfc472eabe3707b4ebc765e
institution Directory Open Access Journal
issn 1661-6596
1422-0067
language English
last_indexed 2024-03-10T12:01:24Z
publishDate 2021-04-01
publisher MDPI AG
record_format Article
series International Journal of Molecular Sciences
spelling doaj.art-f6e9cfb5dcfc472eabe3707b4ebc765e2023-11-21T16:58:30ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-04-01229444910.3390/ijms22094449Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>Javier Canales0José Verdejo1Gabriela Carrasco-Puga2Francisca M. Castillo3Anita Arenas-M4Daniel F. Calderini5Institute of Biochemistry and Microbiology, Faculty of Sciences, Universidad Austral de Chile, 5110566 Valdivia, ChileGraduate School, Faculty of Agricultural Sciences, Universidad Austral de Chile, 5110566 Valdivia, ChilePlant Production and Plant Protection Institute, Faculty of Agricultural Sciences, Universidad Austral de Chile, 5110566 Valdivia, ChileInstitute of Biochemistry and Microbiology, Faculty of Sciences, Universidad Austral de Chile, 5110566 Valdivia, ChileInstitute of Biochemistry and Microbiology, Faculty of Sciences, Universidad Austral de Chile, 5110566 Valdivia, ChilePlant Production and Plant Protection Institute, Faculty of Agricultural Sciences, Universidad Austral de Chile, 5110566 Valdivia, ChileA critical barrier to improving crop yield is the trade-off between seed weight (SW) and seed number (SN), which has been commonly reported in several crops, including <i>Brassica napus</i>. Despite the agronomic relevance of this issue, the molecular factors involved in the interaction between SW and SN are largely unknown in crops. In this work, we performed a detailed transcriptomic analysis of 48 seed samples obtained from two rapeseed spring genotypes subjected to different source–sink (S–S) ratios in order to examine the relationship between SW and SN under different field conditions. A multifactorial analysis of the RNA-seq data was used to identify a group of 1014 genes exclusively regulated by the S–S ratio. We found that a reduction in the S–S ratio during seed filling induces the expression of genes involved in sucrose transport, seed weight, and stress responses. Moreover, we identified five co-expression modules that are positively correlated with SW and negatively correlated with SN. Interestingly, one of these modules was significantly enriched in transcription factors (TFs). Furthermore, our network analysis predicted several NAC TFs as major hubs underlying SW and SN compensation. Taken together, our study provides novel insights into the molecular factors associated with the SW–SN relationship in rapeseed and identifies TFs as potential targets when improving crop yield.https://www.mdpi.com/1422-0067/22/9/4449<i>Brassica napus</i>seed weightseed numbergene co-expressionnetwork analysistranscriptomics
spellingShingle Javier Canales
José Verdejo
Gabriela Carrasco-Puga
Francisca M. Castillo
Anita Arenas-M
Daniel F. Calderini
Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>
International Journal of Molecular Sciences
<i>Brassica napus</i>
seed weight
seed number
gene co-expression
network analysis
transcriptomics
title Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>
title_full Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>
title_fullStr Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>
title_full_unstemmed Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>
title_short Transcriptome Analysis of Seed Weight Plasticity in <i>Brassica napus</i>
title_sort transcriptome analysis of seed weight plasticity in i brassica napus i
topic <i>Brassica napus</i>
seed weight
seed number
gene co-expression
network analysis
transcriptomics
url https://www.mdpi.com/1422-0067/22/9/4449
work_keys_str_mv AT javiercanales transcriptomeanalysisofseedweightplasticityinibrassicanapusi
AT joseverdejo transcriptomeanalysisofseedweightplasticityinibrassicanapusi
AT gabrielacarrascopuga transcriptomeanalysisofseedweightplasticityinibrassicanapusi
AT franciscamcastillo transcriptomeanalysisofseedweightplasticityinibrassicanapusi
AT anitaarenasm transcriptomeanalysisofseedweightplasticityinibrassicanapusi
AT danielfcalderini transcriptomeanalysisofseedweightplasticityinibrassicanapusi