Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing

Abstract Background Quinoa (Chenopodium quinoa Willd.) is a balanced nutritional crop, but its breeding improvement has been limited by the lack of information on its genetics and genomics. Therefore, it is necessary to obtain knowledge on genomic variation, population structure, and genetic diversi...

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Main Authors: Tifu Zhang, Minfeng Gu, Yuhe Liu, Yuanda Lv, Ling Zhou, Haiyan Lu, Shuaiqiang Liang, Huabin Bao, Han Zhao
Format: Article
Language:English
Published: BMC 2017-09-01
Series:BMC Genomics
Subjects:
SNP
Online Access:http://link.springer.com/article/10.1186/s12864-017-4093-8
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spelling doaj-a5811a5f18954541ad321663f0dff9a82020-11-24T21:08:44ZengBMCBMC Genomics1471-21642017-09-0118111510.1186/s12864-017-4093-8Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencingTifu Zhang0Minfeng Gu1Yuhe Liu2Yuanda Lv3Ling Zhou4Haiyan Lu5Shuaiqiang Liang6Huabin Bao7Han Zhao8Provincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesXinyang Agricultural Experiment Station of Yancheng CityDepartment of Crop Sciences, University of Illinois at Urbana-ChampaignProvincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesProvincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesProvincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesProvincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesProvincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesProvincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural SciencesAbstract Background Quinoa (Chenopodium quinoa Willd.) is a balanced nutritional crop, but its breeding improvement has been limited by the lack of information on its genetics and genomics. Therefore, it is necessary to obtain knowledge on genomic variation, population structure, and genetic diversity and to develop novel Insertion/Deletion (InDel) markers for quinoa by whole-genome re-sequencing. Results We re-sequenced 11 quinoa accessions and obtained a coverage depth between approximately 7× to 23× the quinoa genome. Based on the 1453-megabase (Mb) assembly from the reference accession Riobamba, 8,441,022 filtered bi-allelic single nucleotide polymorphisms (SNPs) and 842,783 filtered InDels were identified, with an estimated SNP and InDel density of 5.81 and 0.58 per kilobase (kb). From the genomic InDel variations, 85 dimorphic InDel markers were newly developed and validated. Together with the 62 simple sequence repeat (SSR) markers reported, a total of 147 markers were used for genotyping the 129 quinoa accessions. Molecular grouping analysis showed classification into two major groups, the Andean highland (composed of the northern and southern highland subgroups) and Chilean coastal, based on combined STRUCTURE, phylogenetic tree and PCA (Principle Component Analysis) analyses. Further analysis of the genetic diversity exhibited a decreasing tendency from the Chilean coast group to the Andean highland group, and the gene flow between subgroups was more frequent than that between the two subgroups and the Chilean coastal group. The majority of the variations (approximately 70%) were found through an analysis of molecular variation (AMOVA) due to the diversity between the groups. This was congruent with the observation of a highly significant FST value (0.705) between the groups, demonstrating significant genetic differentiation between the Andean highland type of quinoa and the Chilean coastal type. Moreover, a core set of 16 quinoa germplasms that capture all 362 alleles was selected using a simulated annealing method. Conclusions The large number of SNPs and InDels identified in this study demonstrated that the quinoa genome is enriched with genomic variations. Genetic population structure, genetic core germplasms and dimorphic InDel markers are useful resources for genetic analysis and quinoa breeding.http://link.springer.com/article/10.1186/s12864-017-4093-8QuinoaSNPInDelGenetic diversityPopulation structureCore germplasm
collection DOAJ
language English
format Article
sources DOAJ
author Tifu Zhang
Minfeng Gu
Yuhe Liu
Yuanda Lv
Ling Zhou
Haiyan Lu
Shuaiqiang Liang
Huabin Bao
Han Zhao
spellingShingle Tifu Zhang
Minfeng Gu
Yuhe Liu
Yuanda Lv
Ling Zhou
Haiyan Lu
Shuaiqiang Liang
Huabin Bao
Han Zhao
Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing
BMC Genomics
Quinoa
SNP
InDel
Genetic diversity
Population structure
Core germplasm
author_facet Tifu Zhang
Minfeng Gu
Yuhe Liu
Yuanda Lv
Ling Zhou
Haiyan Lu
Shuaiqiang Liang
Huabin Bao
Han Zhao
author_sort Tifu Zhang
title Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing
title_short Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing
title_full Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing
title_fullStr Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing
title_full_unstemmed Development of novel InDel markers and genetic diversity in Chenopodium quinoa through whole-genome re-sequencing
title_sort development of novel indel markers and genetic diversity in chenopodium quinoa through whole-genome re-sequencing
publisher BMC
series BMC Genomics
issn 1471-2164
publishDate 2017-09-01
description Abstract Background Quinoa (Chenopodium quinoa Willd.) is a balanced nutritional crop, but its breeding improvement has been limited by the lack of information on its genetics and genomics. Therefore, it is necessary to obtain knowledge on genomic variation, population structure, and genetic diversity and to develop novel Insertion/Deletion (InDel) markers for quinoa by whole-genome re-sequencing. Results We re-sequenced 11 quinoa accessions and obtained a coverage depth between approximately 7× to 23× the quinoa genome. Based on the 1453-megabase (Mb) assembly from the reference accession Riobamba, 8,441,022 filtered bi-allelic single nucleotide polymorphisms (SNPs) and 842,783 filtered InDels were identified, with an estimated SNP and InDel density of 5.81 and 0.58 per kilobase (kb). From the genomic InDel variations, 85 dimorphic InDel markers were newly developed and validated. Together with the 62 simple sequence repeat (SSR) markers reported, a total of 147 markers were used for genotyping the 129 quinoa accessions. Molecular grouping analysis showed classification into two major groups, the Andean highland (composed of the northern and southern highland subgroups) and Chilean coastal, based on combined STRUCTURE, phylogenetic tree and PCA (Principle Component Analysis) analyses. Further analysis of the genetic diversity exhibited a decreasing tendency from the Chilean coast group to the Andean highland group, and the gene flow between subgroups was more frequent than that between the two subgroups and the Chilean coastal group. The majority of the variations (approximately 70%) were found through an analysis of molecular variation (AMOVA) due to the diversity between the groups. This was congruent with the observation of a highly significant FST value (0.705) between the groups, demonstrating significant genetic differentiation between the Andean highland type of quinoa and the Chilean coastal type. Moreover, a core set of 16 quinoa germplasms that capture all 362 alleles was selected using a simulated annealing method. Conclusions The large number of SNPs and InDels identified in this study demonstrated that the quinoa genome is enriched with genomic variations. Genetic population structure, genetic core germplasms and dimorphic InDel markers are useful resources for genetic analysis and quinoa breeding.
topic Quinoa
SNP
InDel
Genetic diversity
Population structure
Core germplasm
url http://link.springer.com/article/10.1186/s12864-017-4093-8
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