Cargando…

Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice

Number of spikelets per panicle (NSP) is a key trait to increase yield potential in rice (O. sativa). The architecture of the rice inflorescence which is mainly determined by the length and number of primary (PBL and PBN) and secondary (SBL and SBN) branches can influence NSP. Although several genes...

Descripción completa

Detalles Bibliográficos
Autores principales: Rebolledo, Maria C., Peña, Alexandra L., Duitama, Jorge, Cruz, Daniel F., Dingkuhn, Michael, Grenier, Cecile, Tohme, Joe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5029283/
https://www.ncbi.nlm.nih.gov/pubmed/27703460
http://dx.doi.org/10.3389/fpls.2016.01384
_version_ 1782454490652213248
author Rebolledo, Maria C.
Peña, Alexandra L.
Duitama, Jorge
Cruz, Daniel F.
Dingkuhn, Michael
Grenier, Cecile
Tohme, Joe
author_facet Rebolledo, Maria C.
Peña, Alexandra L.
Duitama, Jorge
Cruz, Daniel F.
Dingkuhn, Michael
Grenier, Cecile
Tohme, Joe
author_sort Rebolledo, Maria C.
collection PubMed
description Number of spikelets per panicle (NSP) is a key trait to increase yield potential in rice (O. sativa). The architecture of the rice inflorescence which is mainly determined by the length and number of primary (PBL and PBN) and secondary (SBL and SBN) branches can influence NSP. Although several genes controlling panicle architecture and NSP in rice have been identified, there is little evidence of (i) the genetic control of panicle architecture and NSP in different environments and (ii) the presence of stable genetic associations with panicle architecture across environments. This study combines image phenotyping of 225 accessions belonging to a genetic diversity array of indica rice grown under irrigated field condition in two different environments and Genome Wide Association Studies (GWAS) based on the genotyping of the diversity panel, providing 83,374 SNPs. Accessions sown under direct seeding in one environement had reduced Panicle Length (PL), NSP, PBN, PBL, SBN, and SBL compared to those established under transplanting in the second environment. Across environments, NSP was significantly and positively correlated with PBN, SBN and PBL. However, the length of branches (PBL and SBL) was not significantly correlated with variables related to number of branches (PBN and SBN), suggesting independent genetic control. Twenty- three GWAS sites were detected with P ≤ 1.0E-04 and 27 GWAS sites with p ≤ 5.9E−04. We found 17 GWAS sites related to NSP, 10 for PBN and 11 for SBN, 7 for PBL and 11 for SBL. This study revealed new regions related to NSP, but only three associations were related to both branching number (PBN and SBN) and NSP. Two GWAS sites associated with SBL and SBN were stable across contrasting environments and were not related to genes previously reported. The new regions reported in this study can help improving NSP in rice for both direct seeded and transplanted conditions. The integrated approach of high-throughput phenotyping, multi-environment field trials and GWAS has the potential to dissect complex traits, such as NSP, into less complex traits and to match single nucleotide polymorphisms with relevant function under different environments, offering a potential use for molecular breeding.
format Online
Article
Text
id pubmed-5029283
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-50292832016-10-04 Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice Rebolledo, Maria C. Peña, Alexandra L. Duitama, Jorge Cruz, Daniel F. Dingkuhn, Michael Grenier, Cecile Tohme, Joe Front Plant Sci Plant Science Number of spikelets per panicle (NSP) is a key trait to increase yield potential in rice (O. sativa). The architecture of the rice inflorescence which is mainly determined by the length and number of primary (PBL and PBN) and secondary (SBL and SBN) branches can influence NSP. Although several genes controlling panicle architecture and NSP in rice have been identified, there is little evidence of (i) the genetic control of panicle architecture and NSP in different environments and (ii) the presence of stable genetic associations with panicle architecture across environments. This study combines image phenotyping of 225 accessions belonging to a genetic diversity array of indica rice grown under irrigated field condition in two different environments and Genome Wide Association Studies (GWAS) based on the genotyping of the diversity panel, providing 83,374 SNPs. Accessions sown under direct seeding in one environement had reduced Panicle Length (PL), NSP, PBN, PBL, SBN, and SBL compared to those established under transplanting in the second environment. Across environments, NSP was significantly and positively correlated with PBN, SBN and PBL. However, the length of branches (PBL and SBL) was not significantly correlated with variables related to number of branches (PBN and SBN), suggesting independent genetic control. Twenty- three GWAS sites were detected with P ≤ 1.0E-04 and 27 GWAS sites with p ≤ 5.9E−04. We found 17 GWAS sites related to NSP, 10 for PBN and 11 for SBN, 7 for PBL and 11 for SBL. This study revealed new regions related to NSP, but only three associations were related to both branching number (PBN and SBN) and NSP. Two GWAS sites associated with SBL and SBN were stable across contrasting environments and were not related to genes previously reported. The new regions reported in this study can help improving NSP in rice for both direct seeded and transplanted conditions. The integrated approach of high-throughput phenotyping, multi-environment field trials and GWAS has the potential to dissect complex traits, such as NSP, into less complex traits and to match single nucleotide polymorphisms with relevant function under different environments, offering a potential use for molecular breeding. Frontiers Media S.A. 2016-09-20 /pmc/articles/PMC5029283/ /pubmed/27703460 http://dx.doi.org/10.3389/fpls.2016.01384 Text en Copyright © 2016 Rebolledo, Pena, Duitama, Cruz, Dingkuhn, Grenier and Tohme. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
Rebolledo, Maria C.
Peña, Alexandra L.
Duitama, Jorge
Cruz, Daniel F.
Dingkuhn, Michael
Grenier, Cecile
Tohme, Joe
Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice
title Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice
title_full Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice
title_fullStr Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice
title_full_unstemmed Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice
title_short Combining Image Analysis, Genome Wide Association Studies and Different Field Trials to Reveal Stable Genetic Regions Related to Panicle Architecture and the Number of Spikelets per Panicle in Rice
title_sort combining image analysis, genome wide association studies and different field trials to reveal stable genetic regions related to panicle architecture and the number of spikelets per panicle in rice
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5029283/
https://www.ncbi.nlm.nih.gov/pubmed/27703460
http://dx.doi.org/10.3389/fpls.2016.01384
work_keys_str_mv AT rebolledomariac combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice
AT penaalexandral combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice
AT duitamajorge combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice
AT cruzdanielf combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice
AT dingkuhnmichael combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice
AT greniercecile combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice
AT tohmejoe combiningimageanalysisgenomewideassociationstudiesanddifferentfieldtrialstorevealstablegeneticregionsrelatedtopaniclearchitectureandthenumberofspikeletsperpanicleinrice