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Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato
Association mapping using DNA-based markers is a novel tool in plant genetics for the analysis of complex traits. Potato tuber yield, starch content, starch yield and chip color are complex traits of agronomic relevance, for which carbohydrate metabolism plays an important role. At the functional le...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
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Springer-Verlag
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955219/ https://www.ncbi.nlm.nih.gov/pubmed/20603706 http://dx.doi.org/10.1007/s00122-010-1389-3 |
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author | Li, Li Paulo, Maria-João van Eeuwijk, Fred Gebhardt, Christiane |
author_facet | Li, Li Paulo, Maria-João van Eeuwijk, Fred Gebhardt, Christiane |
author_sort | Li, Li |
collection | PubMed |
description | Association mapping using DNA-based markers is a novel tool in plant genetics for the analysis of complex traits. Potato tuber yield, starch content, starch yield and chip color are complex traits of agronomic relevance, for which carbohydrate metabolism plays an important role. At the functional level, the genes and biochemical pathways involved in carbohydrate metabolism are among the best studied in plants. Quantitative traits such as tuber starch and sugar content are therefore models for association genetics in potato based on candidate genes. In an association mapping experiment conducted with a population of 243 tetraploid potato varieties and breeding clones, we previously identified associations between individual candidate gene alleles and tuber starch content, starch yield and chip quality. In the present paper, we tested 190 DNA markers at 36 loci scored in the same association mapping population for pairwise statistical epistatic interactions. Fifty marker pairs were associated mainly with tuber starch content and/or starch yield, at a cut-off value of q ≤ 0.20 for the experiment-wide false discovery rate (FDR). Thirteen marker pairs had an FDR of q ≤ 0.10. Alleles at loci encoding ribulose-bisphosphate carboxylase/oxygenase activase (Rca), sucrose phosphate synthase (Sps) and vacuolar invertase (Pain1) were most frequently involved in statistical epistatic interactions. The largest effect on tuber starch content and starch yield was observed for the paired alleles Pain1-8c and Rca-1a, explaining 9 and 10% of the total variance, respectively. The combination of these two alleles increased the means of tuber starch content and starch yield. Biological models to explain the observed statistical epistatic interactions are discussed. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00122-010-1389-3) contains supplementary material, which is available to authorized users. |
format | Text |
id | pubmed-2955219 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Springer-Verlag |
record_format | MEDLINE/PubMed |
spelling | pubmed-29552192010-10-29 Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato Li, Li Paulo, Maria-João van Eeuwijk, Fred Gebhardt, Christiane Theor Appl Genet Original Paper Association mapping using DNA-based markers is a novel tool in plant genetics for the analysis of complex traits. Potato tuber yield, starch content, starch yield and chip color are complex traits of agronomic relevance, for which carbohydrate metabolism plays an important role. At the functional level, the genes and biochemical pathways involved in carbohydrate metabolism are among the best studied in plants. Quantitative traits such as tuber starch and sugar content are therefore models for association genetics in potato based on candidate genes. In an association mapping experiment conducted with a population of 243 tetraploid potato varieties and breeding clones, we previously identified associations between individual candidate gene alleles and tuber starch content, starch yield and chip quality. In the present paper, we tested 190 DNA markers at 36 loci scored in the same association mapping population for pairwise statistical epistatic interactions. Fifty marker pairs were associated mainly with tuber starch content and/or starch yield, at a cut-off value of q ≤ 0.20 for the experiment-wide false discovery rate (FDR). Thirteen marker pairs had an FDR of q ≤ 0.10. Alleles at loci encoding ribulose-bisphosphate carboxylase/oxygenase activase (Rca), sucrose phosphate synthase (Sps) and vacuolar invertase (Pain1) were most frequently involved in statistical epistatic interactions. The largest effect on tuber starch content and starch yield was observed for the paired alleles Pain1-8c and Rca-1a, explaining 9 and 10% of the total variance, respectively. The combination of these two alleles increased the means of tuber starch content and starch yield. Biological models to explain the observed statistical epistatic interactions are discussed. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00122-010-1389-3) contains supplementary material, which is available to authorized users. Springer-Verlag 2010-07-06 2010 /pmc/articles/PMC2955219/ /pubmed/20603706 http://dx.doi.org/10.1007/s00122-010-1389-3 Text en © The Author(s) 2010 https://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited. |
spellingShingle | Original Paper Li, Li Paulo, Maria-João van Eeuwijk, Fred Gebhardt, Christiane Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
title | Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
title_full | Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
title_fullStr | Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
title_full_unstemmed | Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
title_short | Statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
title_sort | statistical epistasis between candidate gene alleles for complex tuber traits in an association mapping population of tetraploid potato |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955219/ https://www.ncbi.nlm.nih.gov/pubmed/20603706 http://dx.doi.org/10.1007/s00122-010-1389-3 |
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