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Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.)
BACKGROUND: Understanding mechanisms of sugar accumulation and composition is essential to determining fruit quality and maintaining a desirable balance of sugars in plant storage organs. The major sugars in mature Rosaceae fruits are sucrose, fructose, glucose, and sorbitol. Among these, sucrose an...
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/PMC8369641/ https://www.ncbi.nlm.nih.gov/pubmed/34399685 http://dx.doi.org/10.1186/s12870-021-03130-2 |
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author | Nishio, Sogo Hayashi, Takeshi Shirasawa, Kenta Saito, Toshihiro Terakami, Shingo Takada, Norio Takeuchi, Yukie Moriya, Shigeki Itai, Akihiko |
author_facet | Nishio, Sogo Hayashi, Takeshi Shirasawa, Kenta Saito, Toshihiro Terakami, Shingo Takada, Norio Takeuchi, Yukie Moriya, Shigeki Itai, Akihiko |
author_sort | Nishio, Sogo |
collection | PubMed |
description | BACKGROUND: Understanding mechanisms of sugar accumulation and composition is essential to determining fruit quality and maintaining a desirable balance of sugars in plant storage organs. The major sugars in mature Rosaceae fruits are sucrose, fructose, glucose, and sorbitol. Among these, sucrose and fructose have high sweetness, whereas glucose and sorbitol have low sweetness. Japanese pear has extensive variation in individual sugar contents in mature fruit. Increasing total sugar content and that of individual high-sweetness sugars is a major target of breeding programs. The objective of this study was to identify quantitative trait loci (QTLs) associated with fruit traits including individual sugar accumulation, to infer the candidate genes underlying the QTLs, and to assess the potential of genomic selection for breeding pear fruit traits. RESULTS: We evaluated 10 fruit traits and conducted genome-wide association studies (GWAS) for 106 cultivars and 17 breeding populations (1112 F1 individuals) using 3484 tag single-nucleotide polymorphisms (SNPs). By implementing a mixed linear model and a Bayesian multiple-QTL model in GWAS, 56 SNPs associated with fruit traits were identified. In particular, a SNP located close to acid invertase gene PPAIV3 on chromosome 7 and a newly identified SNP on chromosome 11 had quite large effects on accumulation of sucrose and glucose, respectively. We used ‘Golden Delicious’ doubled haploid 13 (GDDH13), an apple reference genome, to infer the candidate genes for the identified SNPs. In the region flanking the SNP on chromosome 11, there is a tandem repeat of early responsive to dehydration (ERD6)-like sugar transporter genes that might play a role in the phenotypes observed. CONCLUSIONS: SNPs associated with individual sugar accumulation were newly identified at several loci, and candidate genes underlying QTLs were inferred using advanced apple genome information. The candidate genes for the QTLs are conserved across Pyrinae genomes, which will be useful for further fruit quality studies in Rosaceae. The accuracies of genomic selection for sucrose, fructose, and glucose with genomic best linear unbiased prediction (GBLUP) were relatively high (0.67–0.75), suggesting that it would be possible to select individuals having high-sweetness fruit with high sucrose and fructose contents and low glucose content. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-021-03130-2. |
format | Online Article Text |
id | pubmed-8369641 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-83696412021-08-18 Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) Nishio, Sogo Hayashi, Takeshi Shirasawa, Kenta Saito, Toshihiro Terakami, Shingo Takada, Norio Takeuchi, Yukie Moriya, Shigeki Itai, Akihiko BMC Plant Biol Research BACKGROUND: Understanding mechanisms of sugar accumulation and composition is essential to determining fruit quality and maintaining a desirable balance of sugars in plant storage organs. The major sugars in mature Rosaceae fruits are sucrose, fructose, glucose, and sorbitol. Among these, sucrose and fructose have high sweetness, whereas glucose and sorbitol have low sweetness. Japanese pear has extensive variation in individual sugar contents in mature fruit. Increasing total sugar content and that of individual high-sweetness sugars is a major target of breeding programs. The objective of this study was to identify quantitative trait loci (QTLs) associated with fruit traits including individual sugar accumulation, to infer the candidate genes underlying the QTLs, and to assess the potential of genomic selection for breeding pear fruit traits. RESULTS: We evaluated 10 fruit traits and conducted genome-wide association studies (GWAS) for 106 cultivars and 17 breeding populations (1112 F1 individuals) using 3484 tag single-nucleotide polymorphisms (SNPs). By implementing a mixed linear model and a Bayesian multiple-QTL model in GWAS, 56 SNPs associated with fruit traits were identified. In particular, a SNP located close to acid invertase gene PPAIV3 on chromosome 7 and a newly identified SNP on chromosome 11 had quite large effects on accumulation of sucrose and glucose, respectively. We used ‘Golden Delicious’ doubled haploid 13 (GDDH13), an apple reference genome, to infer the candidate genes for the identified SNPs. In the region flanking the SNP on chromosome 11, there is a tandem repeat of early responsive to dehydration (ERD6)-like sugar transporter genes that might play a role in the phenotypes observed. CONCLUSIONS: SNPs associated with individual sugar accumulation were newly identified at several loci, and candidate genes underlying QTLs were inferred using advanced apple genome information. The candidate genes for the QTLs are conserved across Pyrinae genomes, which will be useful for further fruit quality studies in Rosaceae. The accuracies of genomic selection for sucrose, fructose, and glucose with genomic best linear unbiased prediction (GBLUP) were relatively high (0.67–0.75), suggesting that it would be possible to select individuals having high-sweetness fruit with high sucrose and fructose contents and low glucose content. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-021-03130-2. BioMed Central 2021-08-16 /pmc/articles/PMC8369641/ /pubmed/34399685 http://dx.doi.org/10.1186/s12870-021-03130-2 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 Nishio, Sogo Hayashi, Takeshi Shirasawa, Kenta Saito, Toshihiro Terakami, Shingo Takada, Norio Takeuchi, Yukie Moriya, Shigeki Itai, Akihiko Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) |
title | Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) |
title_full | Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) |
title_fullStr | Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) |
title_full_unstemmed | Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) |
title_short | Genome-wide association study of individual sugar content in fruit of Japanese pear (Pyrus spp.) |
title_sort | genome-wide association study of individual sugar content in fruit of japanese pear (pyrus spp.) |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8369641/ https://www.ncbi.nlm.nih.gov/pubmed/34399685 http://dx.doi.org/10.1186/s12870-021-03130-2 |
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