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Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions
BACKGROUND: Opportunity and challenges of the agriculture scenario of the next decades will face increasing demand for secure food through approaches able to minimize the input to cultivations. Large panels of tomato varieties represent a valuable resource of traits of interest under sustainable cul...
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/PMC8532347/ https://www.ncbi.nlm.nih.gov/pubmed/34686145 http://dx.doi.org/10.1186/s12870-021-03271-4 |
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author | Tripodi, Pasquale Soler, Salvador Campanelli, Gabriele Díez, María José Esposito, Salvatore Sestili, Sara Figàs, Maria R. Leteo, Fabrizio Casanova, Cristina Platani, Cristiano Soler, Elena Bertone, Aldo Pereira-Dias, Leandro Palma, Daniela Burguet, Resurrección Pepe, Andrea Rosa-Martínez, Elena Prohens, Jaime Cardi, Teodoro |
author_facet | Tripodi, Pasquale Soler, Salvador Campanelli, Gabriele Díez, María José Esposito, Salvatore Sestili, Sara Figàs, Maria R. Leteo, Fabrizio Casanova, Cristina Platani, Cristiano Soler, Elena Bertone, Aldo Pereira-Dias, Leandro Palma, Daniela Burguet, Resurrección Pepe, Andrea Rosa-Martínez, Elena Prohens, Jaime Cardi, Teodoro |
author_sort | Tripodi, Pasquale |
collection | PubMed |
description | BACKGROUND: Opportunity and challenges of the agriculture scenario of the next decades will face increasing demand for secure food through approaches able to minimize the input to cultivations. Large panels of tomato varieties represent a valuable resource of traits of interest under sustainable cultivation systems and for genome-wide association studies (GWAS). For mapping loci controlling the variation of agronomic, fruit quality, and root architecture traits, we used a heterogeneous set of 244 traditional and improved tomato accessions grown under organic field trials. Here we report comprehensive phenotyping and GWAS using over 37,300 SNPs obtained through double digest restriction-site associated DNA (dd-RADseq). RESULTS: A wide range of phenotypic diversity was observed in the studied collection, with highly significant differences encountered for most traits. A variable level of heritability was observed with values up to 69% for morphological traits while, among agronomic ones, fruit weight showed values above 80%. Genotype by environment analysis highlighted the strongest genotypic effect for aboveground traits compared to root architecture, suggesting that the hypogeal part of tomato plants has been a minor objective for breeding activities. GWAS was performed by a compressed mixed linear model leading to 59 significantly associated loci, allowing the identification of novel genes related to flower and fruit characteristics. Most genomic associations fell into the region surrounding SUN, OVATE, and MYB gene families. Six flower and fruit traits were associated with a single member of the SUN family (SLSUN31) on chromosome 11, in a region involved in the increase of fruit weight, locules number, and fruit fasciation. Furthermore, additional candidate genes for soluble solids content, fruit colour and shape were found near previously reported chromosomal regions, indicating the presence of synergic and multiple linked genes underlying the variation of these traits. CONCLUSIONS: Results of this study give new hints on the genetic basis of traits in underexplored germplasm grown under organic conditions, providing a framework for the development of markers linked to candidate genes of interest to be used in genomics-assisted breeding in tomato, in particular under low-input and organic cultivation conditions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-021-03271-4. |
format | Online Article Text |
id | pubmed-8532347 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-85323472021-10-25 Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions Tripodi, Pasquale Soler, Salvador Campanelli, Gabriele Díez, María José Esposito, Salvatore Sestili, Sara Figàs, Maria R. Leteo, Fabrizio Casanova, Cristina Platani, Cristiano Soler, Elena Bertone, Aldo Pereira-Dias, Leandro Palma, Daniela Burguet, Resurrección Pepe, Andrea Rosa-Martínez, Elena Prohens, Jaime Cardi, Teodoro BMC Plant Biol Research BACKGROUND: Opportunity and challenges of the agriculture scenario of the next decades will face increasing demand for secure food through approaches able to minimize the input to cultivations. Large panels of tomato varieties represent a valuable resource of traits of interest under sustainable cultivation systems and for genome-wide association studies (GWAS). For mapping loci controlling the variation of agronomic, fruit quality, and root architecture traits, we used a heterogeneous set of 244 traditional and improved tomato accessions grown under organic field trials. Here we report comprehensive phenotyping and GWAS using over 37,300 SNPs obtained through double digest restriction-site associated DNA (dd-RADseq). RESULTS: A wide range of phenotypic diversity was observed in the studied collection, with highly significant differences encountered for most traits. A variable level of heritability was observed with values up to 69% for morphological traits while, among agronomic ones, fruit weight showed values above 80%. Genotype by environment analysis highlighted the strongest genotypic effect for aboveground traits compared to root architecture, suggesting that the hypogeal part of tomato plants has been a minor objective for breeding activities. GWAS was performed by a compressed mixed linear model leading to 59 significantly associated loci, allowing the identification of novel genes related to flower and fruit characteristics. Most genomic associations fell into the region surrounding SUN, OVATE, and MYB gene families. Six flower and fruit traits were associated with a single member of the SUN family (SLSUN31) on chromosome 11, in a region involved in the increase of fruit weight, locules number, and fruit fasciation. Furthermore, additional candidate genes for soluble solids content, fruit colour and shape were found near previously reported chromosomal regions, indicating the presence of synergic and multiple linked genes underlying the variation of these traits. CONCLUSIONS: Results of this study give new hints on the genetic basis of traits in underexplored germplasm grown under organic conditions, providing a framework for the development of markers linked to candidate genes of interest to be used in genomics-assisted breeding in tomato, in particular under low-input and organic cultivation conditions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-021-03271-4. BioMed Central 2021-10-22 /pmc/articles/PMC8532347/ /pubmed/34686145 http://dx.doi.org/10.1186/s12870-021-03271-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 Tripodi, Pasquale Soler, Salvador Campanelli, Gabriele Díez, María José Esposito, Salvatore Sestili, Sara Figàs, Maria R. Leteo, Fabrizio Casanova, Cristina Platani, Cristiano Soler, Elena Bertone, Aldo Pereira-Dias, Leandro Palma, Daniela Burguet, Resurrección Pepe, Andrea Rosa-Martínez, Elena Prohens, Jaime Cardi, Teodoro Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
title | Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
title_full | Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
title_fullStr | Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
title_full_unstemmed | Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
title_short | Genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
title_sort | genome wide association mapping for agronomic, fruit quality, and root architectural traits in tomato under organic farming conditions |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8532347/ https://www.ncbi.nlm.nih.gov/pubmed/34686145 http://dx.doi.org/10.1186/s12870-021-03271-4 |
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