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PMID: 18215288 Published · epublish English Journal Article Research Support, Non-U.S. Gov't

Identification of single nucleotide polymorphisms and analysis of linkage disequilibrium in sunflower elite inbred lines using the candidate gene approach.

BMC plant biology ·Vol. 8 ·2008-01-23 ·Pages 7

Fusari CM, Lia VV, Hopp HE, Heinz RA, Paniego NB

Abstract

Association analysis is a powerful tool to identify gene loci that may contribute to phenotypic variation. This includes the estimation of nucleotide diversity, the assessment of linkage disequilibrium structure (LD) and the evaluation of selection processes. Trait mapping by allele association requires a high-density map, which could be obtained by the addition of Single Nucleotide Polymorphisms (SNPs) and short insertion and/or deletions (indels) to SSR and AFLP genetic maps. Nucleotide diversity analysis of randomly selected candidate regions is a promising approach for the success of association analysis and fine mapping in the sunflower genome. Moreover, knowledge of the distance over which LD persists, in agronomically meaningful sunflower accessions, is important to establish the density of markers and the experimental design for association analysis. A set of 28 candidate genes related to biotic and abiotic stresses were studied in 19 sunflower inbred lines. A total of 14,348 bp of sequence alignment was analyzed per individual. In average, 1 SNP was found per 69 nucleotides and 38 indels were identified in the complete data set. The mean nucleotide polymorphism was moderate (theta = 0.0056), as expected for inbred materials. The number of haplotypes per region ranged from 1 to 9 (mean = 3.54 +/- 1.88). Model-based population structure analysis allowed detection of admixed individuals within the set of accessions examined. Two putative gene pools were identified (G1 and G2), with a large proportion of the inbred lines being assigned to one of them (G1). Consistent with the absence of population sub-structuring, LD for G1 decayed more rapidly (r2 = 0.48 at 643 bp; trend line, pooled data) than the LD trend line for the entire set of 19 individuals (r2 = 0.64 for the same distance). Knowledge about the patterns of diversity and the genetic relationships between breeding materials could be an invaluable aid in crop improvement strategies. The relatively high frequency of SNPs within the elite inbred lines studied here, along with the predicted extent of LD over distances of 100 kbp (r2 approximately 0.1) suggest that high resolution association mapping in sunflower could be achieved with marker densities lower than those usually reported in the literature.

MeSH Terms
Breeding DNA Primers Helianthus/genetics Linkage Disequilibrium Polymerase Chain Reaction Polymorphism, Single Nucleotide
Chemicals
DNA Primers
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Fusari Corina M
Instituto Nacional de Tecnología Agropecuaria, Instituto de Biotecnología (CNIA), CC 25, Castelar (B1712WAA), Buenos Aires, Argentina. cfusari@cnia.inta.gov.ar
Lia Verónica V
Hopp H Esteban
Heinz Ruth A
Paniego Norma B
References (77)
77 references, click to expand
  1. Structure of linkage disequilibrium in plants.
    Annu Rev Plant Biol. 2003;54:357-74 PMID: 14502995
  2. Discovery of SNPs in soybean genotypes frequently used as the parents of mapping populations in the United States and Korea.
    J Hered. 2005 Sep-Oct;96(5):529-35 PMID: 15994422
  3. Overexpression of carnation S-adenosylmethionine decarboxylase gene generates a broad-spectrum tolerance to abiotic stresses in transgenic tobacco plants.
    Plant Cell Rep. 2006 Oct;25(10):1111-21 PMID: 16642382
  4. The extent of linkage disequilibrium in Arabidopsis thaliana.
    Nat Genet. 2002 Feb;30(2):190-3 PMID: 11780140
  5. Structure of linkage disequilibrium and phenotypic associations in the maize genome.
    Proc Natl Acad Sci U S A. 2001 Sep 25;98(20):11479-84 PMID: 11562485
  6. Development of a consensus linkage RFLP map of cultivated sunflower (Helianthus annuus L.).
    Theor Appl Genet. 1995 Jun;90(7-8):1079-86 PMID: 24173066
  7. Genome-wide analysis of LIM gene family in Populus trichocarpa, Arabidopsis thaliana, and Oryza sativa.
    DNA Res. 2007 Jun 30;14(3):103-16 PMID: 17573466
  8. Large-scale identification and analysis of genome-wide single-nucleotide polymorphisms for mapping in Arabidopsis thaliana.
    Genome Res. 2003 Jun;13(6A):1250-7 PMID: 12799357
  9. Crystal structure of T-protein of the glycine cleavage system. Cofactor binding, insights into H-protein recognition, and molecular basis for understanding nonketotic hyperglycinemia.
    J Biol Chem. 2004 Nov 26;279(48):50514-23 PMID: 15355973
  10. Generation and comparison of EST-derived SSRs and SNPs in barley (Hordeum vulgare L.).
    Hereditas. 2001;135(2-3):145-51 PMID: 12152327
  11. On the number of segregating sites in genetical models without recombination.
    Theor Popul Biol. 1975 Apr;7(2):256-76 PMID: 1145509
  12. Genotypic variation and identification of QTLs for agronomic traits, using AFLP and SSR markers in RILs of sunflower (Helianthus annuus L.).
    Theor Appl Genet. 2004 Nov;109(7):1353-60 PMID: 15365625
  13. Suppression of the cysteine protease, aleurain, delays floret senescence in Brassica oleracea.
    Plant Mol Biol. 2005 Mar;57(5):645-57 PMID: 15988561
  14. Programmed cell death, mitochondria and the plant hypersensitive response.
    Nature. 2001 Jun 14;411(6839):848-53 PMID: 11459068
  15. LIPID-TRANSFER PROTEINS IN PLANTS.
    Annu Rev Plant Physiol Plant Mol Biol. 1996 Jun;47:627-654 PMID: 15012303
  16. Microsatellites uncover extraordinary diversity in native American land races and wild populations of cultivated sunflower.
    Theor Appl Genet. 2003 Apr;106(6):990-1003 PMID: 12671746
  17. Patterns of nucleotide diversity in wild and cultivated sunflower.
    Genetics. 2006 May;173(1):321-30 PMID: 16322511
  18. Population structure and its effect on haplotype diversity and linkage disequilibrium surrounding the xa5 locus of rice (Oryza sativa L.).
    Genetics. 2003 Oct;165(2):759-69 PMID: 14573486
  19. Primer3 on the WWW for general users and for biologist programmers.
    Methods Mol Biol. 2000;132:365-86 PMID: 10547847
  20. Genome-wide SNP discovery and linkage analysis in barley based on genes responsive to abiotic stress.
    Mol Genet Genomics. 2005 Dec;274(5):515-27 PMID: 16244872
  21. Mutations that cause amino acid substitutions at the invariant positions in homeodomain of OSH3 KNOX protein suggest artificial selection during rice domestication.
    Genes Genet Syst. 2001 Dec;76(6):381-92 PMID: 11922107
  22. Characterisation of single nucleotide polymorphisms in sugarcane ESTs.
    Theor Appl Genet. 2006 Jul;113(2):331-43 PMID: 16791699
  23. Linkage disequilibrium in synthetic varieties of perennial ryegrass.
    Theor Appl Genet. 2007 Oct;115(6):837-47 PMID: 17701396
  24. Genome-wide mapping with biallelic markers in Arabidopsis thaliana.
    Nat Genet. 1999 Oct;23(2):203-7 PMID: 10508518
  25. Identification of three MADS-box genes expressed in sunflower capitulum.
    J Exp Bot. 2003 Jun;54(387):1637-9 PMID: 12730268
  26. The ubiquitin 26S proteasome proteolytic pathway.
    Annu Rev Plant Biol. 2004;55:555-90 PMID: 15377232
  27. Transcriptomic identification of candidate genes involved in sunflower responses to chilling and salt stresses based on cDNA microarray analysis.
    BMC Plant Biol. 2008 Jan 26;8:11 PMID: 18221554
  28. Mining single-nucleotide polymorphisms from hexaploid wheat ESTs.
    Genome. 2003 Jun;46(3):431-7 PMID: 12834059
  29. Identification and mapping of SNPs from ESTs in sunflower.
    Theor Appl Genet. 2005 Nov;111(8):1532-44 PMID: 16205907
  30. Complex SNP-related sequence variation in segmental genome duplications.
    Nat Genet. 2004 Aug;36(8):861-6 PMID: 15247918
  31. Genome-wide linkage disequilibrium analysis in bread wheat and durum wheat.
    Genome. 2007 Jun;50(6):557-67 PMID: 17632577
  32. Single-nucleotide polymorphisms detected in expressed sequence tags of melon (Cucumis melo L.).
    Genome. 2004 Apr;47(2):352-60 PMID: 15060588
  33. Redundancy based detection of sequence polymorphisms in expressed sequence tag data using autoSNP.
    Bioinformatics. 2003 Feb 12;19(3):421-2 PMID: 12584131
  34. Directed mutagenesis confirms the functional importance of positively selected sites in polygalacturonase inhibitor protein.
    Mol Biol Evol. 2005 Jul;22(7):1531-4 PMID: 15829620
  35. Single-nucleotide polymorphism analysis by MALDI-TOF mass spectrometry.
    Trends Biotechnol. 2000 Feb;18(2):77-84 PMID: 10652512
  36. Nucleotide polymorphism and linkage disequilibrium within and among natural populations of European aspen (Populus tremula L., Salicaceae).
    Genetics. 2005 Feb;169(2):945-53 PMID: 15489521
  37. Single nucleotide polymorphisms and linkage disequilibrium in sunflower.
    Genetics. 2007 Sep;177(1):457-68 PMID: 17660563
  38. Microsatellite isolation and characterization in sunflower (Helianthus annuus L.).
    Genome. 2002 Feb;45(1):34-43 PMID: 11908666
  39. SNP frequency, haplotype structure and linkage disequilibrium in elite maize inbred lines.
    BMC Genet. 2002 Oct 7;3:19 PMID: 12366868
  40. A QTL analysis of sunflower partial resistance to downy mildew ( Plasmopara halstedii) and black stem ( Phoma macdonaldii) by the use of recombinant inbred lines (RILs).
    Theor Appl Genet. 2002 Feb;104(2-3):490-496 PMID: 12582723
  41. Nucleotide diversity and linkage disequilibrium in loblolly pine.
    Proc Natl Acad Sci U S A. 2004 Oct 19;101(42):15255-60 PMID: 15477602
  42. High-definition genome profiling for genetic marker discovery.
    Trends Plant Sci. 2007 May;12(5):196-202 PMID: 17416547
  43. Evolutionary relationship of DNA sequences in finite populations.
    Genetics. 1983 Oct;105(2):437-60 PMID: 6628982
  44. Ultraviolet-B signalling: Arabidopsis brassinosteroid mutants are defective in UV-B regulated defence gene expression.
    Plant Physiol Biochem. 2004 Sep;42(9):687-94 PMID: 15474373
  45. Differential representation of sunflower ESTs in enriched organ-specific cDNA libraries in a small scale sequencing project.
    BMC Genomics. 2003 Sep 30;4(1):40 PMID: 14519210
  46. DnaSP version 3: an integrated program for molecular population genetics and molecular evolution analysis.
    Bioinformatics. 1999 Feb;15(2):174-5 PMID: 10089204
  47. The lowdown on linkage disequilibrium.
    Plant Cell. 2003 Jul;15(7):1502-6 PMID: 12837942
  48. The evolution of molecular markers--just a matter of fashion?
    Nat Rev Genet. 2004 Jan;5(1):63-9 PMID: 14666112
  49. A basic leucine zipper transcription factor, G-box-binding factor 1, regulates blue light-mediated photomorphogenic growth in Arabidopsis.
    J Biol Chem. 2006 Aug 4;281(31):22190-22199 PMID: 16638747
  50. Plant molecular diversity and applications to genomics.
    Curr Opin Plant Biol. 2002 Apr;5(2):107-11 PMID: 11856604
  51. A comparative genomics strategy for targeted discovery of single-nucleotide polymorphisms and conserved-noncoding sequences in orphan crops.
    Plant Physiol. 2006 Apr;140(4):1183-91 PMID: 16607031
  52. Patterns of DNA sequence polymorphism along chromosome 1 of maize (Zea mays ssp. mays L.).
    Proc Natl Acad Sci U S A. 2001 Jul 31;98(16):9161-6 PMID: 11470895
  53. Utilization of the three high-throughput SNP genotyping methods, the GOOD assay, Amplifluor and TaqMan, in diploid and polyploid plants.
    Theor Appl Genet. 2006 Apr;112(6):1115-24 PMID: 16453133
  54. Hahb-4, a sunflower homeobox-leucine zipper gene, is a developmental regulator and confers drought tolerance to Arabidopsis thaliana plants.
    Transgenic Res. 2005 Aug;14(4):429-40 PMID: 16201409
  55. Single-nucleotide polymorphisms in soybean.
    Genetics. 2003 Mar;163(3):1123-34 PMID: 12663549
  56. Inference of population structure using multilocus genotype data.
    Genetics. 2000 Jun;155(2):945-59 PMID: 10835412
  57. Simple sequence repeat map of the sunflower genome.
    Theor Appl Genet. 2002 Dec;105(8):1124-1136 PMID: 12582890
  58. Association of candidate genes with flowering time and water-soluble carbohydrate content in Lolium perenne (L.).
    Genetics. 2007 Sep;177(1):535-47 PMID: 17660575
  59. Comparative population genetics of the panicoid grasses: sequence polymorphism, linkage disequilibrium and selection in a diverse sample of sorghum bicolor.
    Genetics. 2004 May;167(1):471-83 PMID: 15166170
  60. The translational apparatus of Tortula ruralis: polysomal retention of transcripts encoding the ribosomal proteins RPS14, RPS16 and RPL23 in desiccated and rehydrated gametophytes.
    J Exp Bot. 2000 Oct;51(351):1655-62 PMID: 11053454
  61. Extreme population-dependent linkage disequilibrium detected in an inbreeding plant species, Hordeum vulgare.
    Genetics. 2006 Jan;172(1):557-67 PMID: 16219791
  62. Snipping polymorphisms from large EST collections in barley (Hordeum vulgare L.).
    Mol Genet Genomics. 2003 Oct;270(1):24-33 PMID: 12938038
  63. Methods for genotyping single nucleotide polymorphisms.
    Annu Rev Genomics Hum Genet. 2001;2:235-58 PMID: 11701650
  64. Applications of single nucleotide polymorphisms in crop genetics.
    Curr Opin Plant Biol. 2002 Apr;5(2):94-100 PMID: 11856602
  65. Statistical method for testing the neutral mutation hypothesis by DNA polymorphism.
    Genetics. 1989 Nov;123(3):585-95 PMID: 2513255
  66. Increased sedoheptulose-1,7-bisphosphatase activity in transgenic tobacco plants stimulates photosynthesis and growth from an early stage in development.
    Plant Physiol. 2005 May;138(1):451-60 PMID: 15863701
  67. Maize association population: a high-resolution platform for quantitative trait locus dissection.
    Plant J. 2005 Dec;44(6):1054-64 PMID: 16359397
  68. Cloning of genes whose expression is correlated with mitosis and localized in dividing cells in root caps of Pisum sativum L.
    Plant Mol Biol. 1997 Dec;35(6):1045-51 PMID: 9426627
  69. Large-scale identification of leaf senescence-associated genes.
    Plant J. 2003 Dec;36(5):629-42 PMID: 14617064
  70. Genome-wide searching of single-nucleotide polymorphisms among eight distantly and closely related rice cultivars (Oryza sativa L.) and a wild accession (Oryza rufipogon Griff.).
    DNA Res. 2006 Apr 30;13(2):43-51 PMID: 16766512
  71. Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies.
    Genetics. 2003 Aug;164(4):1567-87 PMID: 12930761
  72. Analysis of a chalcone synthase mutant in Ipomoea purpurea reveals a novel function for flavonoids: amelioration of heat stress.
    Mol Ecol. 2003 May;12(5):1113-24 PMID: 12694276
  73. The multigene family encoding germin-like proteins of barley. Regulation and function in Basal host resistance.
    Plant Physiol. 2006 Sep;142(1):181-92 PMID: 16844832
  74. Nucleotide diversity and linkage disequilibrium in 11 expressed resistance candidate genes in Lolium perenne.
    BMC Plant Biol. 2007 Aug 04;7:43 PMID: 17683574
  75. SNP discovery, validation, haplotype structure and linkage disequilibrium in full-length herbage nutritive quality genes of perennial ryegrass (Lolium perenne L.).
    Mol Genet Genomics. 2007 Nov;278(5):585-97 PMID: 17647019
  76. Mitochondrial ribosomal protein L41 mediates serum starvation-induced cell-cycle arrest through an increase of p21(WAF1/CIP1).
    Biochem Biophys Res Commun. 2005 Dec 16;338(2):1179-84 PMID: 16256947
  77. Assessment of linkage disequilibrium in potato genome with single nucleotide polymorphism markers.
    Genetics. 2006 Aug;173(4):2237-45 PMID: 16783002
Article Info
Journal
BMC plant biology
Abbr.
BMC Plant Biol
ISSN
1471-2229
Published
2008-01-23
Epub
2008-00-23
Pages
7
Language
English
Region
England
NLM ID
100967807
PMCID
PMC2266750
Subset
IM
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