Single nucleotide polymorphisms generated by genotyping by sequencing to characterize genome-wide diversity, linkage disequilibrium, and selective sweeps in cultivated watermelon

被引:60
作者
Nimmakayala, Padma [1 ]
Levi, Amnon [2 ]
Abburi, Lavanya [1 ]
Abburi, Venkata Lakshmi [1 ]
Tomason, Yan R. [1 ]
Saminathan, Thangasamy [1 ]
Vajja, Venkata Gopinath [1 ]
Malkaram, Sridhar [1 ]
Reddy, Rishi [1 ]
Wehner, Todd C. [3 ]
Mitchell, Sharon E. [4 ]
Reddy, Umesh K. [1 ]
机构
[1] West Virginia State Univ, Dept Biol, Gus R Douglass Inst, Dunbar, WV 25112 USA
[2] ARS, USDA, US Vegetable Lab, Charleston, SC 29414 USA
[3] N Carolina State Univ, Dept Hort Sci, Raleigh, NC 27695 USA
[4] Cornell Univ, Inst Biotechnol, Genom Div Facil, Ithaca, NY 14853 USA
来源
BMC GENOMICS | 2014年 / 15卷
关键词
Linkage disequilibrium; GWAS; Selective sweep; Population structure; Genotyping by sequencing; Watermelon; Citrullus lanatus var. lanatus; CITRULLUS-LANATUS; GENETIC DIVERSITY; POPULATION-STRUCTURE; ASSOCIATION; MODEL; ERA; DOMESTICATION; DISCOVERY; TRAITS; MAIZE;
D O I
10.1186/1471-2164-15-767
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: A large single nucleotide polymorphism (SNP) dataset was used to analyze genome-wide diversity in a diverse collection of watermelon cultivars representing globally cultivated, watermelon genetic diversity. The marker density required for conducting successful association mapping depends on the extent of linkage disequilibrium (LD) within a population. Use of genotyping by sequencing reveals large numbers of SNPs that in turn generate opportunities in genome-wide association mapping and marker-assisted selection, even in crops such as watermelon for which few genomic resources are available. In this paper, we used genome-wide genetic diversity to study LD, selective sweeps, and pairwise F-ST distributions among worldwide cultivated watermelons to track signals of domestication. Results: We examined 183 Citrullus lanatus var. lanatus accessions representing domesticated watermelon and generated a set of 11,485 SNP markers using genotyping by sequencing. With a diverse panel of worldwide cultivated watermelons, we identified a set of 5,254 SNPs with a minor allele frequency of >= 0.05, distributed across the genome. All ancestries were traced to Africa and an admixture of various ancestries constituted secondary gene pools across various continents. A sliding window analysis using pairwise FST values was used to resolve selective sweeps. We identified strong selection on chromosomes 3 and 9 that might have contributed to the domestication process. Pairwise analysis of adjacent SNPs within a chromosome as well as within a haplotype allowed us to estimate genome-wide LD decay. LD was also detected within individual genes on various chromosomes. Principal component and ancestry analyses were used to account for population structure in a genome-wide association study. We further mapped important genes for soluble solid content using a mixed linear model. Conclusions: Information concerning the SNP resources, population structure, and LD developed in this study will help in identifying agronomically important candidate genes from the genomic regions underlying selection and for mapping quantitative trait loci using a genome-wide association study in sweet watermelon.
引用
收藏
页数:14
相关论文
共 55 条
  • [1] Affymetrix Inc, 2007, BRLMM P GEN CALL MET
  • [2] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [3] Genetic signatures of strong recent positive selection at the lactase gene
    Bersaglieri, T
    Sabeti, PC
    Patterson, N
    Vanderploeg, T
    Schaffner, SF
    Drake, JA
    Rhodes, M
    Reich, DE
    Hirschhorn, JN
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2004, 74 (06) : 1111 - 1120
  • [4] Genome Wide Allele Frequency Fingerprints (GWAFFs) of Populations via Genotyping by Sequencing
    Byrne, Stephen
    Czaban, Adrian
    Studer, Bruno
    Panitz, Frank
    Bendixen, Christian
    Asp, Torben
    [J]. PLOS ONE, 2013, 8 (03):
  • [5] SNP genotyping reveals genetic diversity between cultivated landraces and contemporary varieties of tomato
    Corrado, Giandomenico
    Piffanelli, Pietro
    Caramante, Martina
    Coppola, Mariangela
    Rao, Rosa
    [J]. BMC GENOMICS, 2013, 14
  • [6] Phylogeography of the bitter apple, Citrullus colocynthis
    Dane, Fenny
    Liu, Jiarong
    Zhang, Cankui
    [J]. GENETIC RESOURCES AND CROP EVOLUTION, 2007, 54 (02) : 327 - 336
  • [7] Genotyping-by-Sequencing (GBS): A Novel, Efficient and Cost-Effective Genotyping Method for Cattle Using Next-Generation Sequencing
    De Donato, Marcos
    Peters, Sunday O.
    Mitchell, Sharon E.
    Hussain, Tanveer
    Imumorin, Ikhide G.
    [J]. PLOS ONE, 2013, 8 (05):
  • [8] Worldwide Patterns of Ancestry, Divergence, and Admixture in Domesticated Cattle
    Decker, Jared E.
    McKay, Stephanie D.
    Rolf, Megan M.
    Kim, JaeWoo
    Molina Alcala, Antonio
    Sonstegard, Tad S.
    Hanotte, Olivier
    Gotherstrom, Anders
    Seabury, Christopher M.
    Praharani, Lisa
    Babar, Masroor Ellahi
    de Almeida Regitano, Luciana Correia
    Yildiz, Mehmet Ali
    Heaton, Michael P.
    Liu, Wan-Sheng
    Lei, Chu-Zhao
    Reecy, James M.
    Saif-Ur-Rehman, Muhammad
    Schnabel, Robert D.
    Taylor, Jeremy F.
    [J]. PLOS GENETICS, 2014, 10 (03):
  • [9] The molecular genetics of crop domestication
    Doebley, John F.
    Gaut, Brandon S.
    Smith, Bruce D.
    [J]. CELL, 2006, 127 (07) : 1309 - 1321
  • [10] A Robust, Simple Genotyping-by-Sequencing (GBS) Approach for High Diversity Species
    Elshire, Robert J.
    Glaubitz, Jeffrey C.
    Sun, Qi
    Poland, Jesse A.
    Kawamoto, Ken
    Buckler, Edward S.
    Mitchell, Sharon E.
    [J]. PLOS ONE, 2011, 6 (05):