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Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato
Protein content is a key quality trait for the potato starch industry. The objective of this study was to identify allele-specific quantitative trait loci (QTLs) for tuber protein content in cultivated potato (Solanum tuberosum L.) at the tetraploid level. We analysed 496 full-sib F(1) clones in a 3...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6390886/ https://www.ncbi.nlm.nih.gov/pubmed/30872859 http://dx.doi.org/10.1007/s10681-018-2331-z |
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author | Klaassen, Michiel T. Bourke, Peter M. Maliepaard, Chris Trindade, Luisa M. |
author_facet | Klaassen, Michiel T. Bourke, Peter M. Maliepaard, Chris Trindade, Luisa M. |
author_sort | Klaassen, Michiel T. |
collection | PubMed |
description | Protein content is a key quality trait for the potato starch industry. The objective of this study was to identify allele-specific quantitative trait loci (QTLs) for tuber protein content in cultivated potato (Solanum tuberosum L.) at the tetraploid level. We analysed 496 full-sib F(1) clones in a 3-year field trial to dissect the complex genetic architecture of soluble tuber protein content. Genotypic data from a 60K single nucleotide polymorphism (SNP) array was used for SNP dosage scoring, constructing homologue specific linkage maps and assembly of a dense integrated chromosomal linkage map. From the integrated map, probabilistic multi-locus identity-by-descent (IBD) haplotypes (alleles) were estimated and used to detect associations between the IBD haplotypes and the phenotypic trait values. Moderate levels of trait heritability were estimated between 40 and 74% that correspond with previous studies. Our contemporary naive analysis identified potential additive QTLs on chromosomes 2, 3, 5 (top arm) and 9 across the years. Moreover, cofactor QTL analysis identified two masked QTLs on chromosomes 1 and 5 (lower arm). The QTLs on chromosomes 2, 5 (lower arm) and 9 are reported here for the first time. The QTLs that we identified on chromosomes 1, 3 and 5 (top arm) show overlap with previous studies for protein content in potato. Collectively the naive QTLs explained 12 to 17% of the phenotypic variance. The underlying alleles of the QTLs provided both positive and negative effects on the phenotype. Our work uncovers the complex genetic architecture of this trait and describes potential breeding strategies for improvement. As protein has emerged as a high-value component from industrial potato starch production, the dissection of the genetic architecture and subsequent improvement of this trait by breeding has great economic and environmental relevance. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10681-018-2331-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6390886 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-63908862019-03-12 Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato Klaassen, Michiel T. Bourke, Peter M. Maliepaard, Chris Trindade, Luisa M. Euphytica Article Protein content is a key quality trait for the potato starch industry. The objective of this study was to identify allele-specific quantitative trait loci (QTLs) for tuber protein content in cultivated potato (Solanum tuberosum L.) at the tetraploid level. We analysed 496 full-sib F(1) clones in a 3-year field trial to dissect the complex genetic architecture of soluble tuber protein content. Genotypic data from a 60K single nucleotide polymorphism (SNP) array was used for SNP dosage scoring, constructing homologue specific linkage maps and assembly of a dense integrated chromosomal linkage map. From the integrated map, probabilistic multi-locus identity-by-descent (IBD) haplotypes (alleles) were estimated and used to detect associations between the IBD haplotypes and the phenotypic trait values. Moderate levels of trait heritability were estimated between 40 and 74% that correspond with previous studies. Our contemporary naive analysis identified potential additive QTLs on chromosomes 2, 3, 5 (top arm) and 9 across the years. Moreover, cofactor QTL analysis identified two masked QTLs on chromosomes 1 and 5 (lower arm). The QTLs on chromosomes 2, 5 (lower arm) and 9 are reported here for the first time. The QTLs that we identified on chromosomes 1, 3 and 5 (top arm) show overlap with previous studies for protein content in potato. Collectively the naive QTLs explained 12 to 17% of the phenotypic variance. The underlying alleles of the QTLs provided both positive and negative effects on the phenotype. Our work uncovers the complex genetic architecture of this trait and describes potential breeding strategies for improvement. As protein has emerged as a high-value component from industrial potato starch production, the dissection of the genetic architecture and subsequent improvement of this trait by breeding has great economic and environmental relevance. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10681-018-2331-z) contains supplementary material, which is available to authorized users. Springer Netherlands 2019-01-08 2019 /pmc/articles/PMC6390886/ /pubmed/30872859 http://dx.doi.org/10.1007/s10681-018-2331-z Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Klaassen, Michiel T. Bourke, Peter M. Maliepaard, Chris Trindade, Luisa M. Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato |
title | Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato |
title_full | Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato |
title_fullStr | Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato |
title_full_unstemmed | Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato |
title_short | Multi-allelic QTL analysis of protein content in a bi-parental population of cultivated tetraploid potato |
title_sort | multi-allelic qtl analysis of protein content in a bi-parental population of cultivated tetraploid potato |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6390886/ https://www.ncbi.nlm.nih.gov/pubmed/30872859 http://dx.doi.org/10.1007/s10681-018-2331-z |
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