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PMID: 18202393 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Genetic design and statistical power of nested association mapping in maize.

Genetics ·Vol. 178 ·No. 1 ·2008-01-00 ·Pages 539-51

Yu J, Holland JB, McMullen MD, Buckler ES

Abstract

We investigated the genetic and statistical properties of the nested association mapping (NAM) design currently being implemented in maize (26 diverse founders and 5000 distinct immortal genotypes) to dissect the genetic basis of complex quantitative traits. The NAM design simultaneously exploits the advantages of both linkage analysis and association mapping. We demonstrated the power of NAM for high-power cost-effective genome scans through computer simulations based on empirical marker data and simulated traits with different complexities. With common-parent-specific (CPS) markers genotyped for the founders and the progenies, the inheritance of chromosome segments nested within two adjacent CPS markers was inferred through linkage. Genotyping the founders with additional high-density markers enabled the projection of genetic information, capturing linkage disequilibrium information, from founders to progenies. With 5000 genotypes, 30-79% of the simulated quantitative trait loci (QTL) were precisely identified. By integrating genetic design, natural diversity, and genomics technologies, this new complex trait dissection strategy should greatly facilitate endeavors to link molecular variation with phenotypic variation for various complex traits.

MeSH Terms
Chromosome Mapping Genetic Markers Genome, Plant/genetics Genotype Inbreeding Models, Genetic Polymorphism, Genetic Quantitative Trait Loci/genetics Zea mays/genetics
Chemicals
Genetic Markers
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Yu Jianming
Institute for Genomic Diversity, Cornell University, Ithaca, New York 14853-2703, USA.
Holland James B
McMullen Michael D
Buckler Edward S
References (64)
64 references, click to expand
  1. Prediction of identity by descent probabilities from marker-haplotypes.
    Genet Sel Evol. 2001 Nov-Dec;33(6):605-34 PMID: 11742632
  2. Genome sequence, comparative analysis and haplotype structure of the domestic dog.
    Nature. 2005 Dec 8;438(7069):803-19 PMID: 16341006
  3. Access to the maize genome: an integrated physical and genetic map.
    Plant Physiol. 2002 Jan;128(1):9-12 PMID: 11788746
  4. Dissection of maize kernel composition and starch production by candidate gene association.
    Plant Cell. 2004 Oct;16(10):2719-33 PMID: 15377761
  5. The pattern of polymorphism in Arabidopsis thaliana.
    PLoS Biol. 2005 Jul;3(7):e196 PMID: 15907155
  6. Bayesian shrinkage estimation of quantitative trait loci parameters.
    Genetics. 2005 May;170(1):465-80 PMID: 15781696
  7. Simultaneous detection and fine mapping of quantitative trait loci in mice using heterogeneous stocks.
    Genetics. 2002 Apr;160(4):1609-18 PMID: 11973314
  8. Advanced sequencing technologies: methods and goals.
    Nat Rev Genet. 2004 May;5(5):335-44 PMID: 15143316
  9. Mouse inbred strain sequence information and yin-yang crosses for quantitative trait locus fine mapping.
    Genetics. 2005 Feb;169(2):849-54 PMID: 15520253
  10. Quantitative trait Loci analysis using the false discovery rate.
    Genetics. 2005 Oct;171(2):783-90 PMID: 15956674
  11. The genetic architecture of quantitative traits.
    Annu Rev Genet. 2001;35:303-39 PMID: 11700286
  12. Mapping quantitative trait loci with dominant and missing markers in various crosses from two inbred lines.
    Genetica. 1997;101(1):47-58 PMID: 9465409
  13. Genetic structure and diversity among maize inbred lines as inferred from DNA microsatellites.
    Genetics. 2003 Dec;165(4):2117-28 PMID: 14704191
  14. Identification of genetic factors contributing to heterosis in a hybrid from two elite maize inbred lines using molecular markers.
    Genetics. 1992 Nov;132(3):823-39 PMID: 1468633
  15. In silico method for inferring genotypes in pedigrees.
    Nat Genet. 2006 Sep;38(9):1002-4 PMID: 16921375
  16. Genetic architecture of complex traits in plants.
    Curr Opin Plant Biol. 2007 Apr;10(2):156-61 PMID: 17291822
  17. The use of MassARRAY technology for high throughput genotyping.
    Adv Biochem Eng Biotechnol. 2002;77:57-74 PMID: 12227737
  18. The Collaborative Cross, a community resource for the genetic analysis of complex traits.
    Nat Genet. 2004 Nov;36(11):1133-7 PMID: 15514660
  19. Anchoring 9,371 maize expressed sequence tagged unigenes to the bacterial artificial chromosome contig map by two-dimensional overgo hybridization.
    Plant Physiol. 2004 Apr;134(4):1317-26 PMID: 15020742
  20. Molecular dissection of a quantitative trait locus: a phenylalanine-to-tyrosine substitution in the transmembrane domain of the bovine growth hormone receptor is associated with a major effect on milk yield and composition.
    Genetics. 2003 Jan;163(1):253-66 PMID: 12586713
  21. The effects of artificial selection on the maize genome.
    Science. 2005 May 27;308(5726):1310-4 PMID: 15919994
  22. Strategies for mapping and cloning quantitative trait genes in rodents.
    Nat Rev Genet. 2005 Apr;6(4):271-86 PMID: 15803197
  23. Dwarf8 polymorphisms associate with variation in flowering time.
    Nat Genet. 2001 Jul;28(3):286-9 PMID: 11431702
  24. Construction of multilocus genetic linkage maps in humans.
    Proc Natl Acad Sci U S A. 1987 Apr;84(8):2363-7 PMID: 3470801
  25. Model choice in gene mapping: what and why.
    Trends Genet. 2002 Jun;18(6):301-7 PMID: 12044359
  26. Evidence from mtDNA sequences that common laboratory strains of inbred mice are descended from a single female.
    Nature. 1982 Jan 14;295(5845):163-5 PMID: 6276756
  27. Genetic dissection of complex traits.
    Science. 1994 Sep 30;265(5181):2037-48 PMID: 8091226
  28. The allelic architecture of human disease genes: common disease-common variant...or not?
    Hum Mol Genet. 2002 Oct 1;11(20):2417-23 PMID: 12351577
  29. The beauty of admixture.
    Nat Genet. 2005 Feb;37(2):118-9 PMID: 15678141
  30. Genetic dissection of intermated recombinant inbred lines using a new genetic map of maize.
    Genetics. 2006 Nov;174(3):1671-83 PMID: 16951074
  31. Epistasis: too often neglected in complex trait studies?
    Nat Rev Genet. 2004 Aug;5(8):618-25 PMID: 15266344
  32. Linkage analysis of quantitative trait loci in multiple line crosses.
    Genetica. 2002 Apr;114(3):217-30 PMID: 12206360
  33. The genetic architecture of response to long-term artificial selection for oil concentration in the maize kernel.
    Genetics. 2004 Dec;168(4):2141-55 PMID: 15611182
  34. Bayesian model selection for genome-wide epistatic quantitative trait loci analysis.
    Genetics. 2005 Jul;170(3):1333-44 PMID: 15911579
  35. Joint linkage and linkage disequilibrium mapping of quantitative trait loci in natural populations.
    Genetics. 2002 Feb;160(2):779-92 PMID: 11861578
  36. Efficiency of marker-assisted selection in the improvement of quantitative traits.
    Genetics. 1990 Mar;124(3):743-56 PMID: 1968875
  37. The future of genetic studies of complex human diseases.
    Science. 1996 Sep 13;273(5281):1516-7 PMID: 8801636
  38. Gene duplication and exon shuffling by helitron-like transposons generate intraspecies diversity in maize.
    Nat Genet. 2005 Sep;37(9):997-1002 PMID: 16056225
  39. Genome-wide association studies: theoretical and practical concerns.
    Nat Rev Genet. 2005 Feb;6(2):109-18 PMID: 15716907
  40. Expanding the genetic map of maize with the intermated B73 x Mo17 (IBM) population.
    Plant Mol Biol. 2002 Mar-Apr;48(5-6):453-61 PMID: 11999829
  41. Comparison of false discovery rate methods in identifying genes with differential expression.
    Genomics. 2005 Oct;86(4):495-503 PMID: 16054333
  42. Genealogies of mouse inbred strains.
    Nat Genet. 2000 Jan;24(1):23-5 PMID: 10615122
  43. Mapping and analysis of quantitative trait loci in experimental populations.
    Nat Rev Genet. 2002 Jan;3(1):43-52 PMID: 11823790
  44. Genome-wide association studies for common diseases and complex traits.
    Nat Rev Genet. 2005 Feb;6(2):95-108 PMID: 15716906
  45. Genetic dissection of complex traits: guidelines for interpreting and reporting linkage results.
    Nat Genet. 1995 Nov;11(3):241-7 PMID: 7581446
  46. Mapping quantitative trait loci using multiple families of line crosses.
    Genetics. 1998 Jan;148(1):517-24 PMID: 9475760
  47. Biased estimators of quantitative trait locus heritability and location in interval mapping.
    Heredity (Edinb). 2005 Dec;95(6):476-84 PMID: 16189542
  48. Bayesian association-based fine mapping in small chromosomal segments.
    Genetics. 2005 Jan;169(1):427-39 PMID: 15371355
  49. Power of in silico QTL mapping from phenotypic, pedigree, and marker data in a hybrid breeding program.
    Theor Appl Genet. 2005 Apr;110(6):1061-7 PMID: 15754207
  50. Fine mapping of a quantitative trait locus for twinning rate using combined linkage and linkage disequilibrium mapping.
    Genetics. 2002 May;161(1):373-9 PMID: 12019251
  51. Domestic-animal genomics: deciphering the genetics of complex traits.
    Nat Rev Genet. 2004 Mar;5(3):202-12 PMID: 14970822
  52. The genomes of recombinant inbred lines.
    Genetics. 2005 Feb;169(2):1133-46 PMID: 15545647
  53. Combining data from multiple inbred line crosses improves the power and resolution of quantitative trait loci mapping.
    Genetics. 2005 Mar;169(3):1699-709 PMID: 15654110
  54. Estimating polygenic effects using markers of the entire genome.
    Genetics. 2003 Feb;163(2):789-801 PMID: 12618414
  55. Mapping multiple Quantitative Trait Loci by Bayesian classification.
    Genetics. 2005 Apr;169(4):2305-18 PMID: 15520261
  56. Accurate multiplex polony sequencing of an evolved bacterial genome.
    Science. 2005 Sep 9;309(5741):1728-32 PMID: 16081699
  57. More about quantitative trait locus mapping with diallel designs.
    Genet Res. 2000 Apr;75(2):243-7 PMID: 10816981
  58. Maize association population: a high-resolution platform for quantitative trait locus dissection.
    Plant J. 2005 Dec;44(6):1054-64 PMID: 16359397
  59. Joint linkage and linkage disequilibrium mapping in natural populations.
    Genetics. 2001 Feb;157(2):899-909 PMID: 11157006
  60. Molecular and functional diversity of maize.
    Curr Opin Plant Biol. 2006 Apr;9(2):172-6 PMID: 16459128
  61. Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies.
    Genetics. 2003 Aug;164(4):1567-87 PMID: 12930761
  62. Power of tests for QTL detection using replicated progenies derived from a diallel cross.
    Theor Appl Genet. 1993 Sep;86(8):1014-22 PMID: 24194011
  63. A unified mixed-model method for association mapping that accounts for multiple levels of relatedness.
    Nat Genet. 2006 Feb;38(2):203-8 PMID: 16380716
  64. Using mating designs to uncover QTL and the genetic architecture of complex traits.
    Heredity (Edinb). 2006 Feb;96(2):139-49 PMID: 16304603
Article Info
Journal
Genetics
Abbr.
Genetics
ISSN
0016-6731
Published
2008-01-00
Pages
539-51
Language
English
Region
United States
NLM ID
0374636
PMCID
PMC2206100
Subset
IM
Analysis Services
Analysis Services

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