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Genome-wide association study using cellular traits identifies a new regulator of root development in Arabidopsis

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Abstract

With the increased availability of high-resolution sequence information, genome-wide association (GWA) studies have become feasible in a number of species1,2,3,4,5,6,7,8. The vast majority of these studies are conducted in human populations, where it is difficult to provide strong evidence for the functional involvement of unknown genes that are identified using GWA. Here we used the model organism Arabidopsis thaliana to combine high-throughput confocal microscopy imaging of traits at the cellular level, GWA and expression analyses to identify genomic regions that are associated with developmental cell–type traits. We identify and characterize a new F-box gene, KUK, that regulates meristem and cell length. We further show that polymorphisms in the coding sequence are the major causes of KUK allele–dependent natural variation in root development. This work demonstrates the feasibility of GWA using cellular traits to identify causal genes for basic biological processes such as development.

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Figure 1: Root traits at the cellular level.
Figure 2: GWA data.
Figure 3: The role of KUK.
Figure 4: Allele dependency of KUK function and protein localization.

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  • 26 November 2013

    In the version of this article initially published online, there was an error in the final paragraph of the main text. Specifically, the phrase "previously known regulators" should have appeared as "previously unknown regulators." The error has been corrected for the print, PDF and HTML versions of this article.

References

  1. Parker, C.C., Sokoloff, G., Cheng, R. & Palmer, A.A. Genome-wide association for fear conditioning in an advanced intercross mouse line. Behav. Genet. 42, 437–448 (2012).

    Article  Google Scholar 

  2. Jordan, K.W. et al. Genome-wide association for sensitivity to chronic oxidative stress in Drosophila melanogaster. PLoS ONE 7, e38722 (2012).

    Article  CAS  Google Scholar 

  3. Mu, J. et al. Plasmodium falciparum genome-wide scans for positive selection, recombination hot spots and resistance to antimalarial drugs. Nat. Genet. 42, 268–271 (2010).

    Article  CAS  Google Scholar 

  4. Tian, F. et al. Genome-wide association study of leaf architecture in the maize nested association mapping population. Nat. Genet. 43, 159–162 (2011).

    Article  CAS  Google Scholar 

  5. Huang, X. et al. Genome-wide association studies of 14 agronomic traits in rice landraces. Nat. Genet. 42, 961–967 (2010).

    Article  CAS  Google Scholar 

  6. Gregersen, V.R. et al. Genome-wide association scan and phased haplotype construction for quantitative trait loci affecting boar taint in three pig breeds. BMC Genomics 13, 22 (2012).

    Article  CAS  Google Scholar 

  7. Atwell, S. et al. Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines. Nature 465, 627–631 (2010).

    Article  CAS  Google Scholar 

  8. Klein, R.J. et al. Complement factor H polymorphism in age-related macular degeneration. Science 308, 385–389 (2005).

    Article  CAS  Google Scholar 

  9. Li, Y., Huang, Y., Bergelson, J., Nordborg, M. & Borevitz, J.O. Association mapping of local climate-sensitive quantitative trait loci in Arabidopsis thaliana. Proc. Natl. Acad. Sci. USA 107, 21199–21204 (2010).

    Article  CAS  Google Scholar 

  10. Chao, D.Y. et al. Genome-wide association studies identify heavy metal ATPase3 as the primary determinant of natural variation in leaf cadmium in Arabidopsis thaliana. PLoS Genet. 8, e1002923 (2012).

    Article  CAS  Google Scholar 

  11. Baxter, I. et al. A coastal cline in sodium accumulation in Arabidopsis thaliana is driven by natural variation of the sodium transporter AtHKT1;1. PLoS Genet. 6, e1001193 (2010).

    Article  Google Scholar 

  12. Ideker, T., Dutkowski, J. & Hood, L. Boosting signal-to-noise in complex biology: prior knowledge is power. Cell 144, 860–863 (2011).

    Article  CAS  Google Scholar 

  13. Brady, S.M. et al. A high-resolution root spatiotemporal map reveals dominant expression patterns. Science 318, 801–806 (2007).

    Article  CAS  Google Scholar 

  14. Busch, W. et al. A microfluidic device and computational platform for high-throughput live imaging of gene expression. Nat. Methods 9, 1101–1106 (2012).

    Article  CAS  Google Scholar 

  15. Horton, M.W. et al. Genome-wide patterns of genetic variation in worldwide Arabidopsis thaliana accessions from the RegMap panel. Nat. Genet. 44, 212–216 (2012).

    Article  CAS  Google Scholar 

  16. Kang, H.M. et al. Efficient control of population structure in model organism association mapping. Genetics 178, 1709–1723 (2008).

    Article  Google Scholar 

  17. Yu, J. et al. A unified mixed-model method for association mapping that accounts for multiple levels of relatedness. Nat. Genet. 38, 203–208 (2006).

    Article  CAS  Google Scholar 

  18. Seren, Ü. et al. GWAPP: a web application for genome-wide association mapping in Arabidopsis. Plant Cell 24, 4793–4805 (2012).

    Article  CAS  Google Scholar 

  19. Brachi, B. et al. Linkage and association mapping of Arabidopsis thaliana flowering time in nature. PLoS Genet. 6, e1000940 (2010).

    Article  Google Scholar 

  20. Skowyra, D., Craig, K.L., Tyers, M., Elledge, S.J. & Harper, J.W. F-box proteins are receptors that recruit phosphorylated substrates to the SCF ubiquitin-ligase complex. Cell 91, 209–219 (1997).

    Article  CAS  Google Scholar 

  21. Bai, C. et al. SKP1 connects cell cycle regulators to the ubiquitin proteolysis machinery through a novel motif, the F-box. Cell 86, 263–274 (1996).

    Article  CAS  Google Scholar 

  22. Birnbaum, K. et al. A gene expression map of the Arabidopsis root. Science 302, 1956–1960 (2003).

    Article  CAS  Google Scholar 

  23. Dello Ioio, R. et al. A genetic framework for the control of cell division and differentiation in the root meristem. Science 322, 1380–1384 (2008).

    Article  CAS  Google Scholar 

  24. Mouchel, C.F., Briggs, G.C. & Hardtke, C.S. Natural genetic variation in Arabidopsis identifies BREVIS RADIX, a novel regulator of cell proliferation and elongation in the root. Genes Dev. 18, 700–714 (2004).

    Article  CAS  Google Scholar 

  25. Alonso, J.M. et al. Genome-wide insertional mutagenesis of Arabidopsis thaliana. Science 301, 653–657 (2003).

    Article  Google Scholar 

  26. Murray, M.G. & Thompson, W.F. Rapid isolation of high molecular weight plant DNA. Nucleic Acids Res. 8, 4321–4325 (1980).

    Article  CAS  Google Scholar 

  27. Schindelin, J. et al. Fiji: an open-source platform for biological-image analysis. Nat. Methods 9, 676–682 (2012).

    Article  CAS  Google Scholar 

  28. Hu, T.T. et al. The Arabidopsis lyrata genome sequence and the basis of rapid genome size change. Nat. Genet. 43, 476–481 (2011).

    Article  Google Scholar 

  29. Voight, B.F., Kudaravalli, S., Wen, X. & Pritchard, J.K. A map of recent positive selection in the human genome. PLoS Biol. 4, e72 (2006).

    Article  Google Scholar 

  30. Günther, T. & Schmid, K.J. Improved haplotype-based detection of ongoing selective sweeps towards an application in Arabidopsis thaliana. BMC Res. Notes 4, 232 (2011).

    Article  Google Scholar 

  31. Gautier, M. & Vitalis, R. rehh: an R package to detect footprints of selection in genome-wide SNP data from haplotype structure. Bioinformatics 28, 1176–1177 (2012).

    Article  CAS  Google Scholar 

  32. Hellens, R.P., Edwards, E.A., Leyland, N.R., Bean, S. & Mullineaux, P.M. pGreen: a versatile and flexible binary Ti vector for Agrobacterium-mediated plant transformation. Plant Mol. Biol. 42, 819–832 (2000).

    Article  CAS  Google Scholar 

  33. Weigel, D. & Glazebrook, J. In planta transformation of Arabidopsis. CSH Protoc. 2006, pii: pdb.prot4668 (2006).

    Google Scholar 

  34. Ruxton, G.D. The unequal variance t-test is an underused alternative to Student's t-test and the Mann-Whitney U test. Behav. Ecol. 17, 688–690 (2006).

    Article  Google Scholar 

  35. Benjamini, Y. & Hochberg, Y. Controlling the false discovery rate—a practical and powerful approach to multiple testing. J. R. Stat. Soc., B 57, 289–300 (1995).

    Google Scholar 

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Acknowledgements

We are grateful for assistance in the GWA analysis and access to software from A. Korte, Ü. Seren, B. Vilhjalmsson and M. Nordborg and for technical assistance from B. Wohlrab and C. Göschl. We thank P. Benfey, T. Greb, M. Nordborg, L. Valledor, A. Korte, D. Filiault and members of the Busch laboratory for valuable discussions and critical reading of the manuscript. We thank V. Nizhynska, P. Korte and M. Nordborg (Gregor Mendel Institute, Vienna, Austria) for donating seeds for natural accession, S. Waidmann, P. Sánchez and J. Agustí (Gregor Mendel Institute, Vienna, Austria) for materials and advice on vectors and cloning and T. Friese for manuscript editing. This research was supported by funds from the Austrian Academy of Science through the Gregor Mendel Institute and a European Molecular Biology Organization (EMBO) long-term fellowship to T.T.

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T.T. carried out the population genetic analyses. S.B.S. performed the experiments with the transgenic KUK lines. M.M. performed the phenotyping, trait quantification, qRT-PCRs and cloning. W.B. conducted KUK-YFP reporter line analyses. W.B. and M.M. conceived the experiments, analyzed the data and wrote the paper.

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Correspondence to Wolfgang Busch.

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The authors declare no competing financial interests.

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Meijón, M., Satbhai, S., Tsuchimatsu, T. et al. Genome-wide association study using cellular traits identifies a new regulator of root development in Arabidopsis. Nat Genet 46, 77–81 (2014). https://doi.org/10.1038/ng.2824

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