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Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing

BACKGROUND: Discovering a genome-wide set of avocado (Persea americana Mill.) single nucleotide polymorphisms and characterizing the diversity of germplasm collection is a powerful tool for breeding. However, discovery is a costly process, due to loss of loci that are proven to be non-informative wh...

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Autores principales: Rubinstein, Mor, Eshed, Ravit, Rozen, Ada, Zviran, Tali, Kuhn, David N., Irihimovitch, Vered, Sherman, Amir, Ophir, Ron
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6521498/
https://www.ncbi.nlm.nih.gov/pubmed/31092188
http://dx.doi.org/10.1186/s12864-019-5672-7
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author Rubinstein, Mor
Eshed, Ravit
Rozen, Ada
Zviran, Tali
Kuhn, David N.
Irihimovitch, Vered
Sherman, Amir
Ophir, Ron
author_facet Rubinstein, Mor
Eshed, Ravit
Rozen, Ada
Zviran, Tali
Kuhn, David N.
Irihimovitch, Vered
Sherman, Amir
Ophir, Ron
author_sort Rubinstein, Mor
collection PubMed
description BACKGROUND: Discovering a genome-wide set of avocado (Persea americana Mill.) single nucleotide polymorphisms and characterizing the diversity of germplasm collection is a powerful tool for breeding. However, discovery is a costly process, due to loss of loci that are proven to be non-informative when genotyping the germplasm. RESULTS: Our study on a collection of 100 accessions comprised the three race types, Guatemalan, Mexican, and West Indian. To increase the chances of discovering polymorphic loci, three pools of genomic DNA, one from each race, were sequenced and the reads were aligned to a reference transcriptome. In total, 507,917 polymorphic loci were identified in the entire collection. Of these, 345,617 were observed in all three pools, 117,692 in two pools, 44,552 in one of the pools, and only 56 (0.0001%) were homozygous in the three pools but for different alleles. The polymorphic loci were validated using 192 randomly selected SNPs by genotyping the accessions within each pool. The sensitivity of polymorphic locus prediction ranged from 0.77 to 0.94. The correlation between the allele frequency estimated from the pooled sequences and actual allele frequency from genotype calling of individual accessions was r = 0.8. A subset of 109 SNPs were then used to evaluate the genetic relationships among avocado accessions and the genetic diversity of the collection. The three races were distinctly clustered by projecting the genetic variation on a PCA plot. As expected, by estimating the kinship coefficient for all the accessions, many of the cultivars from the California breeding program were closely related to each other, especially, the Hass-like ones. The green-skin avocados, e.g., ‘Bacon’, ‘Zutano’, ‘Ettinger’ and ‘Fuerte’ were also closely related to each other. CONCLUSIONS: A framework for SNP discovery and genetically characterizing of a breeder‘s accessions was described. Sequencing pools of gDNA is a cost-effective approach to create a genome-wide stock of polymorphic loci for a breeding program. Reassessing the botanical and the genetic knowledge about the germplasm accessions is valuable for future breeding. Kinship analysis may be used as a first step in finding a parental candidates in a parentage analyses. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-019-5672-7) contains supplementary material, which is available to authorized users.
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spelling pubmed-65214982019-05-23 Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing Rubinstein, Mor Eshed, Ravit Rozen, Ada Zviran, Tali Kuhn, David N. Irihimovitch, Vered Sherman, Amir Ophir, Ron BMC Genomics Research Article BACKGROUND: Discovering a genome-wide set of avocado (Persea americana Mill.) single nucleotide polymorphisms and characterizing the diversity of germplasm collection is a powerful tool for breeding. However, discovery is a costly process, due to loss of loci that are proven to be non-informative when genotyping the germplasm. RESULTS: Our study on a collection of 100 accessions comprised the three race types, Guatemalan, Mexican, and West Indian. To increase the chances of discovering polymorphic loci, three pools of genomic DNA, one from each race, were sequenced and the reads were aligned to a reference transcriptome. In total, 507,917 polymorphic loci were identified in the entire collection. Of these, 345,617 were observed in all three pools, 117,692 in two pools, 44,552 in one of the pools, and only 56 (0.0001%) were homozygous in the three pools but for different alleles. The polymorphic loci were validated using 192 randomly selected SNPs by genotyping the accessions within each pool. The sensitivity of polymorphic locus prediction ranged from 0.77 to 0.94. The correlation between the allele frequency estimated from the pooled sequences and actual allele frequency from genotype calling of individual accessions was r = 0.8. A subset of 109 SNPs were then used to evaluate the genetic relationships among avocado accessions and the genetic diversity of the collection. The three races were distinctly clustered by projecting the genetic variation on a PCA plot. As expected, by estimating the kinship coefficient for all the accessions, many of the cultivars from the California breeding program were closely related to each other, especially, the Hass-like ones. The green-skin avocados, e.g., ‘Bacon’, ‘Zutano’, ‘Ettinger’ and ‘Fuerte’ were also closely related to each other. CONCLUSIONS: A framework for SNP discovery and genetically characterizing of a breeder‘s accessions was described. Sequencing pools of gDNA is a cost-effective approach to create a genome-wide stock of polymorphic loci for a breeding program. Reassessing the botanical and the genetic knowledge about the germplasm accessions is valuable for future breeding. Kinship analysis may be used as a first step in finding a parental candidates in a parentage analyses. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-019-5672-7) contains supplementary material, which is available to authorized users. BioMed Central 2019-05-15 /pmc/articles/PMC6521498/ /pubmed/31092188 http://dx.doi.org/10.1186/s12864-019-5672-7 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. 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.
spellingShingle Research Article
Rubinstein, Mor
Eshed, Ravit
Rozen, Ada
Zviran, Tali
Kuhn, David N.
Irihimovitch, Vered
Sherman, Amir
Ophir, Ron
Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing
title Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing
title_full Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing
title_fullStr Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing
title_full_unstemmed Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing
title_short Genetic diversity of avocado (Persea americana Mill.) germplasm using pooled sequencing
title_sort genetic diversity of avocado (persea americana mill.) germplasm using pooled sequencing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6521498/
https://www.ncbi.nlm.nih.gov/pubmed/31092188
http://dx.doi.org/10.1186/s12864-019-5672-7
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