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Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat
BACKGROUND: Genetic improvement of root system architecture is essential to improve water and nutrient use efficiency of crops or to boost their productivity under stress or non-optimal soil conditions. One hundred ninety-two Ethiopian durum wheat accessions comprising 167 historical landraces and 2...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789649/ https://www.ncbi.nlm.nih.gov/pubmed/33407083 http://dx.doi.org/10.1186/s12864-020-07320-4 |
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author | Alemu, Admas Feyissa, Tileye Maccaferri, Marco Sciara, Giuseppe Tuberosa, Roberto Ammar, Karim Badebo, Ayele Acevedo, Maricelis Letta, Tesfaye Abeyo, Bekele |
author_facet | Alemu, Admas Feyissa, Tileye Maccaferri, Marco Sciara, Giuseppe Tuberosa, Roberto Ammar, Karim Badebo, Ayele Acevedo, Maricelis Letta, Tesfaye Abeyo, Bekele |
author_sort | Alemu, Admas |
collection | PubMed |
description | BACKGROUND: Genetic improvement of root system architecture is essential to improve water and nutrient use efficiency of crops or to boost their productivity under stress or non-optimal soil conditions. One hundred ninety-two Ethiopian durum wheat accessions comprising 167 historical landraces and 25 modern cultivars were assembled for GWAS analysis to identify QTLs for root system architecture (RSA) traits and genotyped with a high-density 90 K wheat SNP array by Illumina. RESULTS: Using a non-roll, paper-based root phenotyping platform, a total of 2880 seedlings and 14,947 seminal roots were measured at the three-leaf stage to collect data for total root length (TRL), total root number (TRN), root growth angle (RGA), average root length (ARL), bulk root dry weight (RDW), individual root dry weight (IRW), bulk shoot dry weight (SDW), presence of six seminal roots per seedling (RT6) and root shoot ratio (RSR). Analysis of variance revealed highly significant differences between accessions for all RSA traits. Four major (− log(10)P ≥ 4) and 34 nominal (− log(10)P ≥ 3) QTLs were identified and grouped in 16 RSA QTL clusters across chromosomes. A higher number of significant RSA QTL were identified on chromosome 4B particularly for root vigor traits (root length, number and/or weight). CONCLUSIONS: After projecting the identified QTLs on to a high-density tetraploid consensus map along with previously reported RSA QTL in both durum and bread wheat, fourteen nominal QTLs were found to be novel and could potentially be used to tailor RSA in elite lines. The major RGA QTLs on chromosome 6AL detected in the current study and reported in previous studies is a good candidate for cloning the causative underlining sequence and identifying the beneficial haplotypes able to positively affect yield under water- or nutrient-limited conditions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-020-07320-4. |
format | Online Article Text |
id | pubmed-7789649 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-77896492021-01-07 Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat Alemu, Admas Feyissa, Tileye Maccaferri, Marco Sciara, Giuseppe Tuberosa, Roberto Ammar, Karim Badebo, Ayele Acevedo, Maricelis Letta, Tesfaye Abeyo, Bekele BMC Genomics Research Article BACKGROUND: Genetic improvement of root system architecture is essential to improve water and nutrient use efficiency of crops or to boost their productivity under stress or non-optimal soil conditions. One hundred ninety-two Ethiopian durum wheat accessions comprising 167 historical landraces and 25 modern cultivars were assembled for GWAS analysis to identify QTLs for root system architecture (RSA) traits and genotyped with a high-density 90 K wheat SNP array by Illumina. RESULTS: Using a non-roll, paper-based root phenotyping platform, a total of 2880 seedlings and 14,947 seminal roots were measured at the three-leaf stage to collect data for total root length (TRL), total root number (TRN), root growth angle (RGA), average root length (ARL), bulk root dry weight (RDW), individual root dry weight (IRW), bulk shoot dry weight (SDW), presence of six seminal roots per seedling (RT6) and root shoot ratio (RSR). Analysis of variance revealed highly significant differences between accessions for all RSA traits. Four major (− log(10)P ≥ 4) and 34 nominal (− log(10)P ≥ 3) QTLs were identified and grouped in 16 RSA QTL clusters across chromosomes. A higher number of significant RSA QTL were identified on chromosome 4B particularly for root vigor traits (root length, number and/or weight). CONCLUSIONS: After projecting the identified QTLs on to a high-density tetraploid consensus map along with previously reported RSA QTL in both durum and bread wheat, fourteen nominal QTLs were found to be novel and could potentially be used to tailor RSA in elite lines. The major RGA QTLs on chromosome 6AL detected in the current study and reported in previous studies is a good candidate for cloning the causative underlining sequence and identifying the beneficial haplotypes able to positively affect yield under water- or nutrient-limited conditions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-020-07320-4. BioMed Central 2021-01-06 /pmc/articles/PMC7789649/ /pubmed/33407083 http://dx.doi.org/10.1186/s12864-020-07320-4 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Alemu, Admas Feyissa, Tileye Maccaferri, Marco Sciara, Giuseppe Tuberosa, Roberto Ammar, Karim Badebo, Ayele Acevedo, Maricelis Letta, Tesfaye Abeyo, Bekele Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat |
title | Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat |
title_full | Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat |
title_fullStr | Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat |
title_full_unstemmed | Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat |
title_short | Genome-wide association analysis unveils novel QTLs for seminal root system architecture traits in Ethiopian durum wheat |
title_sort | genome-wide association analysis unveils novel qtls for seminal root system architecture traits in ethiopian durum wheat |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789649/ https://www.ncbi.nlm.nih.gov/pubmed/33407083 http://dx.doi.org/10.1186/s12864-020-07320-4 |
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