Skip to main content
Log in

Genomewide association study for seeding emergence and tiller number using SNP markers in an elite winter wheat population

  • REVIEW ARTICLE
  • Published:
Journal of Genetics Aims and scope Submit manuscript

Abstract

Seeding emergence and tiller number are the most important traits for wheat (Triticum aestivum L.) yield, but the inheritance of seeding emergence and tillering is poorly understood. We conducted a genomewide association study focussing on seeding emergence and tiller number at different growth stages with a panel of 205 elite winter wheat accessions. The population was genotyped with a high-density Illumina iSelect 90K SNPs assay. A total of 31 loci were found to be associated with seeding emergence rate (SER) and tiller number in different growth stages. Loci distributed among 12 chromosomes accounted for 5.35 to 11.33% of the observed phenotypic variation. With this information, 10 stable SNPs were identified for eventual development of cleaved amplified polymorphic sequence markers for SER and tiller number in different growth stages. Additionally, a set of elite alleles were identified, such as Ra_c14761_1348-T, which may increase SER by 13.35%, and Excalibur_c11045_236-A and BobWhite_c8436_391-T, which may increase the rate of available tillering by 14.78 and 8.47%, respectively. These results should provide valuable information for marker-assisted selection and parental selection in wheat breeding programmes.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Figure 1
Figure 2
Figure 3

Similar content being viewed by others

References

  • Akhunov E., Nicolet C. and Dvorak J. 2009 Single nucleotide polymorphism genotyping in polyploid wheat with the Illumina GoldenGate assay. Theor. Appl. Genet. 119, 507–517.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Botwright T. L., Condon A. G., Rebetzke G. J. and Richards R. A. 2002 Field evaluation of early vigor for genetic improvement of grain yield in wheat. Aust. J. Agric. Res. 53, 1137–1145.

    Article  Google Scholar 

  • Cervantes-Ortiz F., García-De G., Carballo-Carballo A., Bergvinson D., Crossa J. L., Mendoza-Elos M. et al. 2007 Seedling vigor inheritance and its relationship to adult plant traits in inbred tropical maize lines. Agrociencia 41, 425–433.

    Google Scholar 

  • Chen X. J., Min D. H., Tauqeer A. Y. and Hu Y. G. 2012 Genetic diversity, population structure and linkage disequilibrium in elite Chinese winter wheat investigated with SSR markers. PLoS One 7, e44510.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cockram J., White J., Zuluaga D. L., Smith D., Comadran J., Macaulay M. et al. 2010 Genomewide association mapping to candidate polymorphism resolution in the unsequenced barley genome. Proc. Natl. Acad. Sci. USA 107, 21611–21616.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Deng S., Wu X., Wu Y., Zhou R., Wang H., Jia J. and Liu S. 2011 Characterization and precise mapping of a QTL increasing spike number with pleiotropic effects in wheat. Theor. Appl. Genet. 122, 281–289.

    Article  PubMed  Google Scholar 

  • Edwards D. and Batley J. 2010 Plant genome sequencing: applications for crop improvement. Plant Biotechnol. 8, 2–9.

    Article  CAS  Google Scholar 

  • Edwards D., Batley J. and Snowdon R. J. 2012 Accessing complex crop genomes with next-generation sequencing. Theor. Appl. Genet. 126, 1–11.

    Article  PubMed  Google Scholar 

  • Eric M., James J. M., Frank A. M., Benjamin N. and Stephen V. F. 2011 Genome-wide association study of blood pressure response to methylphenidate treatment of attention-deficit/hyperactivity disorder. Prog. Neuro-Psychopharm. Biol. Psychiat. 35, 466–472.

    Article  Google Scholar 

  • Evanno G., Regnaut S. and Goudet J. 2005 Detecting the number of clusters of individuals using the software STRUCTURE: a simulation study. Mol. Ecol. 14, 2611–2620.

    Article  CAS  PubMed  Google Scholar 

  • Evers J. B., Vos J., Andrieu B. and Struik P. C. 2006 Cessation of tillering in spring wheat in relation to light interception and red: far-red ratio. Ann. Bot. 97, 649–658.

    Article  PubMed  PubMed Central  Google Scholar 

  • Famoso A. N., Zhao K., Clark R. T., Tung C. W. and Wright M. H. 2011 Genetic architecture of aluminum tolerance in rice (Oryza sativa) determined through genome-wide association analysis and QTL mapping. PLoS Genet. 7, e1002221.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fan J. B., Gunderson K. L., Bibikova M., Yeakley J. M., Chen J., Wickham Garcia E. et al. 2006 Illumina universal bead arrays. Methods Enzymol. 410, 57–73.

    Article  CAS  PubMed  Google Scholar 

  • Gerrard D. T., Fricke C., Edward D. A., Edwards D. R. and Chapman T. 2013 Genome-wide responses of female fruit flies subjected to divergent mating regimes. PLoS One 8, e68136.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gupta P. K., Rustgi S. and Mir R. R. 2008 Array-based high-throughput DNA markers for crop improvement. Heredity 101, 5–18.

    Article  CAS  PubMed  Google Scholar 

  • Hodges T. 1991 Predicting crop phenology. CRC Press, Boca Raton, USA.

    Google Scholar 

  • Huang X. H., Wei X. H., Sang T., Zhao Q., Feng Q., Zhao Y. et al. 2010 Genome-wide association studies of 14 agronomic traits in rice landraces. Nat. Gene 42, 961–967.

    Article  CAS  Google Scholar 

  • Huang X. H., Zhao Y., Wei X. H., Li C. Y. and Wang A. H. 2012 Genome-wide association study of flowering time and grain yield traits in a worldwide collection of rice germplasm. Nat. Genet. 44, 32–39.

    Article  Google Scholar 

  • Ingvarsson P. K. and Nathaniel R. S. 2011 Association genetics of complex traits in plants. New Phytol. 189, 909–922.

    Article  PubMed  Google Scholar 

  • Ismail A. M., Johnson D. E., Ella E. S., Vergara G. V. and Baltazar A. M. 2012 Adaptation to flooding during emergence and seedling growth in rice and weeds, and implications for crop establishment. AoB Plant. pls019, 1–18.

  • Kato K., Miura H. and Sawada S. 2000 Mapping QTLs controlling grain yield and its components on chromosome 5A of wheat. Theor. Appl. Genet. 101, 1114–1121.

    Article  CAS  Google Scholar 

  • Kuraparthy V., Sood S., Dhaliwal H. S., Chhuneja P. and Gill B. S. 2007 Identification and mapping of a tiller inhibition gene (tin3) in wheat. Theor. Appl. Genet. 114, 285–294.

    Article  CAS  PubMed  Google Scholar 

  • Landjeva S., Lohwasser U. and Borner A. 2010 Genetic mapping within the wheat D genome reveals QTL for germination, seed vigor and longevity, and early seedling growth. Euphytica 171, 129–143.

    Article  Google Scholar 

  • Le G. J., Bordes J., Ravel C., Heumez E. and Faure S. 2012 Genome-wide association analysis to identify chromosomal regions determining components of earliness in wheat. Theor. Appl. Genet. 124, 597–611.

    Article  Google Scholar 

  • Li F., Chen B. Y., Xu K. and Wu X. M. 2014a Genome-wide association study dissects the genetic architecture of seed weight and seed quality in Rapeseed (Brassica napus L.). DNA Res. 21, 355–367.

    Article  PubMed  PubMed Central  Google Scholar 

  • Li X. M., Chen X. M., Xiao Y. G., Xia X. C., Wang D. S., He Z. H. et al. 2014b Identification of QTLs for seedling vigor in winter wheat. Euphytica 198, 199–209.

    Article  CAS  Google Scholar 

  • Li Y. X., Wang Y., Shi Y. S., Song Y. C., Wang T. Y. and Li Y. 2009 Correlation analysis and QTL mapping for traits of kernel structure and yield components in maize. Scientia Agric. Sin. 2, 408–418.

    Google Scholar 

  • Li Z., Peng T., Xie Q., Han S. and Tian J. 2010 Mapping of QTL for tiller number at different stages of growth in wheat using double haploid and immortalized F 2 populations. J. Genet. 89, 405–415.

    Article  Google Scholar 

  • Liu K. and Muse S. V. 2005 PowerMarker: an integrated analysis environment for genetic marker analysis. Bioinformatics 21, 2128–2129.

    Article  CAS  PubMed  Google Scholar 

  • Liu X., Li R., Chang X. and Jing R. 2013 Mapping QTLs for seedling root traits in a doubled haploid wheat population under different water regimes. Euphytica 189, 51–66.

    Article  Google Scholar 

  • Ludwig F. and Asseng S. 2010 Potential benefits of early vigor and changes in phenology in wheat to adapt to warmer and drier climates. Agric. Syst. 103, 127–136.

    Article  Google Scholar 

  • Myles S., Peiffer J., Brown P. J., Ersoz E. S., Zhang Z., Costich D. E. et al. 2009 Association mapping: critical considerations shift from genotyping to experimental design. Plant Cell 21, 2194–2202.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Pritchard J., Stephens M. and Donnelly P. 2000 Inference of population structure using multilocus genotype data. Genetics 155, 945–959.

    CAS  PubMed  PubMed Central  Google Scholar 

  • Rafalski A. 2002 Applications of single nucleotide polymorphisms in crop genetics. Curr. Opin. Plant Biol. 5, 94–100.

    Article  CAS  PubMed  Google Scholar 

  • Rebetzke G. J., Appels R., Morrison A., Richards R. A., McDonald G., Ellis M. H. et al. 2001 Quantitative trait loci on chromosome 4B for coleoptile length and early vigor in wheat (Triticum aestivum L.). Aust. J. Agric. Res. 52, 1221–1234.

    Article  CAS  Google Scholar 

  • Rebetzke G. J., Bruce S. E. and Kirkegaard J. A. 2005 Longer coleoptiles improve emergence through crop residues to increase seedling number and biomass in wheat. Plant Soil 272, 87–100.

    Article  CAS  Google Scholar 

  • Risch N. and Merikangas K. 1996 The future of genetic studies of complex human diseases. Science 80, 1516–1517.

    Article  Google Scholar 

  • Setter T. L., Yan J. B., Warburton M., Ribaut J. M. and Xu Y. B. 2011 Genetic association mapping identifies single nucleotide polymorphisms in genes that affect abscisic acid levels in maize floral tissues during drought. J. Exp. Bot. 62, 701–716.

    Article  CAS  PubMed  Google Scholar 

  • Somers D. J., Banks T., De Pauw R., Fox S., Clarke J., Pozniak C. and McCartney C. 2007 Genome-wide linkage disequilibrium analysis in bread wheat and durum wheat. Genome 50, 557–567.

    Article  CAS  PubMed  Google Scholar 

  • Spielmeyer W., Hyles J., Joaquim P., Azanza F., Bonnett D., Ellis M. E. et al. 2007 A QTL on chromosome 6A in bread wheat (Triticum aestivum) is associated with longer coleoptiles, greater seedling vigour and final plant height. Theor. Appl. Genet. 115, 59–66.

    Article  CAS  PubMed  Google Scholar 

  • Sukumaran S. and Yu J. 2014 Association mapping of genetic resources: achievements and future perspectives. In Genomics of plant genetic resources, pp. 207–235. Springer, Dordrecht, The Netherlands.

  • Sukumaran S., Dreisigacker S., Lopes M., Chavez P. and Reynolds M. P. 2014 Genome-wide association study for grain yield and related traits in an elite spring wheat population grown in temperate irrigated environments. Theor. Appl. Genet. (doi:10.1007/s00122-014-2435-3).

  • Wang S., Wong D., Forrest K., Allen A., Chao S. and Huang E. 2014 Characterization of polyploid wheat genomic diversity using a high-density 90,000 SNP array. Plant Biotechnol. J. 12, 787–796.

  • Waugh R., Jannink J. L., Muehlbauer G. J. and Ramsay L. 2009 The emergence of whole genome association scans in barley. Curr. Opin. Plant Biol. 12, 218–222.

    Article  CAS  PubMed  Google Scholar 

  • Wilson L. M., Whitt S. R., Ibanez A. M., Rocheford T. R., Goodman M. M. and Buckler E. S. 2004 Dissection of maize kernel composition and starch production by candidate gene associations. Plant Cell 16, 2719–2733.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Würschum T., Maurer H. P., Kraft T., Janssen G., Nilsson C. and Reif J. C. 2011 Genome-wide association mapping of agronomic traits in sugar beet. Theor. Appl. Genet. 123, 1121–1131.

    Article  PubMed  Google Scholar 

  • Xiao Y. G., Liu J. J., Xia X. C., Chen X. M., Reynolds M. P. and He Z. H. 2013 Genetic analysis of early vigour in winter wheat using digital imaging. Acta Agron. Sin. 39, 1935–1943.

    Article  CAS  Google Scholar 

  • Yu J. M. and Buckler E. S. 2006 Genetic association mapping and genome organization of maize. Curr. Opin. Biotech. 17, 155–160.

    Article  CAS  PubMed  Google Scholar 

  • Yang G. H., Xing Y. Z., Li S., Ding J. Z., Yue B., Deng K. et al. 2006 Molecular dissection of developmental behavior of tiller number and plant height and their relationship in rice (Oryza sativa L.). Hereditas 143, 236–245.

    Article  PubMed  Google Scholar 

  • Yang L., Shao H., Wu Q. X., Yu J., Ran C. F., Li L. Q. et al. 2013 QTLs mapping and epistasis analysis for the number of tillers and spike number per plant. J. Triticeae Crops 33, 875–882.

    CAS  Google Scholar 

  • Zanke C., Ling J., Plieske J., Kollers S., Ebmeye E., Korzun V. et al. 2014 Genetic architecture of main effect QTL for heading date in European winter wheat. Plant Genet. Genomics, doi:10.3389/fpls.2014.00217.

  • Zhang J., Hao C., Ren Q., Chang X., Liu G. and Jing R. 2011 Association mapping of dynamic developmental plant height in common wheat. Planta 234, 891–902.

    Article  CAS  PubMed  Google Scholar 

  • Zhang K. P., Wang J. J., Zhang L. Y., Rong C. W., Zhao F. W., Peng T. et al. 2013 Association analysis of genomic loci important for grain weight control in elite common wheat varieties cultivated with variable water and fertiliser supply. PLoS One 8, e57853.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhu Y. L., Song Q. J., Hyten D. L., Van C. P., Matukumalli L. K., Grimm D. R. et al. 2003 Single-nucleotide polymorphisms in soybean. Genetics 163, 1123–1134.

  • Zhu C., Gore M., Buckler E. S. and Yu J. 2008 Status and prospects of association mapping in plants. Plant Genome 1, 5–20.

    Article  CAS  Google Scholar 

Download references

Acknowledgements

This research was supported by the Shandong Provincial Agriculture Liangzhong Project Foundation of China (2014 no. 96) and National Natural Science Foundation of China (no. 31171554).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to JI CHUN TIAN.

Additional information

Corresponding editor: Umesh C. Lavania

[Chen G. F., Wu R. G., Li D. M., Yu H. X., Deng Z. and Tian J. C. 2017 Genomewide association study for seeding emergence and tiller number using SNP markers in an elite winter wheat population. J. Genet. 96, xx–xx]

Electronic supplementary material

Below is the link to the electronic supplementary material.

(PDF 340 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

CHEN, G.F., WU, R.G., LI, D.M. et al. Genomewide association study for seeding emergence and tiller number using SNP markers in an elite winter wheat population. J Genet 96, 177–186 (2017). https://doi.org/10.1007/s12041-016-0731-1

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12041-016-0731-1

Keywords

Navigation