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Genetic distance among doubled haploid maize lines and their testcross performance under drought stress and non-stress conditions

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Abstract

In contrast to conventional inbreeding that takes up to seven generations to develop inbred lines, the doubled haploid (DH) technology allows production of inbred lines in two generations. The objectives of the present study were to: (a) evaluate testcross performance of 45 doubled haploid lines under drought stress and non-stress conditions (b) estimate heritabilities for grain yield and other traits and (c) to assess the genetic distance and relationship among the DH lines using 163,080 SNPs generated using genotyping-by-sequencing (GBS). The 45 hybrid and five checks were evaluated using a 10 × 5 alpha lattice in six drought stress and nine well-watered environments in Kenya, Uganda, and Tanzania. Differences in trait means between the drought stress and well-watered conditions were significant for all measured traits except for anthesis date. Genetic variances for grain yield, grain moisture, plant height and ear height were high under well-watered environments while genetic variance for anthesis date, root lodging and stalk lodging were high under drought stress environments. Combined analyses across drought stress and well-watered environments showed that ten top hybrids produced 1.6–2.2 t/ha grain yield under well-watered condition and 1–1.4 t/ha under drought stress condition higher than the mean of the commercial checks. Genetic distance between pairwise comparisons of the 38 of the 45 DH lines ranged from 0.07 to 0.48, and the overall average distance was 0.36. Both cluster and principal coordinate analysis using the genetic distance matrix calculated from 163,080 SNPs showed two major groups and the patterns of group was in agreement with their pedigree. Thirteen (13) of the best hybrids are currently in National Performance Trials testing, an important step towards commercialization in Kenya, Tanzania and Uganda.

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References

  • Badu-Apraku B, Akinwale RO, Ajala SO, Menkir A, Fakorede MAB, Oyekunle M (2011) Relationships among traits of tropical early maize cultivars in contrasting environments. Agron J 103:717–729

    Article  Google Scholar 

  • Bänziger M, Araus J (2007) Recent advances in breeding maize for drought and salinity stress tolerance. In: Jenks MA, Hasegawa PM, Jain SM (eds) Advances in molecular breeding toward drought and salt tolerant crops. Springer, Dordrecht, pp 587–601

    Chapter  Google Scholar 

  • Bänziger M, Cooper M (2001) Breeding for low input conditions and consequences for participatory plant breeding: examples from tropical maize and wheat. Euphytica 122:503–519

    Article  Google Scholar 

  • Bänziger M, Betrán FJ, Lafitte HR (1997) Efficiency of high-Nitrogen selection environments for improving maize for low-Nitrogen target environments. Crop Sci 37:1110–1117

    Article  Google Scholar 

  • Bänziger M, Edmeades GO, Lafitte HR (1999) Selection for drought tolerance increases maize yields across a range of Nitrogen levels. Crop Sci 39:1035–1040

    Article  Google Scholar 

  • Bertan I, Carvalho FIFD, Oliveira ACD (2007) Parental selection strategies in plant breeding programs. J Crop Sci Biotechnol 10:211–222

    Google Scholar 

  • Betrán FJ, Ribaut J-M, Beck D, Gonzalez-de-Leon D (2003) Genetic diversity, specific combining ability, and heterosis in tropical maize under stress and nonstress environments. Crop Sci 43:797–806

    Article  Google Scholar 

  • Beyene Y, Mugo S, Pillay K, Tefera T, Ajanga S, Njoka S, Karaya H, Gakunga J (2011) Testcross performance of doubled haploid maize lines derived from tropical adapted backcross populations. Maydica 56:351–358

    Google Scholar 

  • Blum A (1988) Plant breeding for stress environments. CRC, Boca Raton

    Google Scholar 

  • Bolaños J, Edmeades GO (1996) The importance of the anthesis-silking interval in breeding for drought tolerance in tropical maize. Field Crops Res 48:65–80

    Article  Google Scholar 

  • Bordes J, Charmet G, Vaulx RD, Pollacsek M, Beckert M, Gallais A, Lapierre A (2007) Doubled-haploid versus single-seed descent and S1-family variation for testcross performance in a maize population. Euphytica 154:41–51

    Article  Google Scholar 

  • Bradbury PJ, Zhang Z, Kroon DE, Kroon TM, Casstevens, Ramdoss Y et al (2007) TASSEL: software for association mapping of complex traits in diverse samples. Bioinformatics 23:2633–2635

    Article  PubMed  CAS  Google Scholar 

  • Byrne PF, Bolaños J, Edmeades GO, Eaton DL (1995) Gains from selection under drought versus multilocation testing in related tropical maize populations. Crop Sci 35:63

    Article  Google Scholar 

  • Campos H, Cooper M, Habben JE et al (2004) Improving drought tolerance in maize: a view from industry. Field Crops Res 90:19–34

    Article  Google Scholar 

  • Duvick DN (1997) What is yield? In: Edmeades GO, Bänziger M, Mickelson HR, and Peña-Valdivia CB (eds) Developing drought and low N-tolerant maize. proceedings of a symposium,25–29 March 1996. CIMMYT, Mexico, p 332–335

  • Duvick DN (2001) Biotechnology in the 1930s: the development of hybrid maize. Nat Rev Genet 2:69–74

    Article  PubMed  CAS  Google Scholar 

  • Duvick DN, Cassman KG (1999) Post–green revolution trends in yield potential of temperate maize in the north-central United States. Crop Sci 39:1622

    Article  Google Scholar 

  • Duvick DN, Smith JSC, Cooper M (2004) Long-term selection in a commercial hybrid maize breeding program. In: Janick J (ed) Plant breeding reviews. Wiley, Oxford, pp 109–151

    Google Scholar 

  • Edmeades GO, Bolan˜os J, Chapman SC, Lafitte HR, Banziger M (1999) Selection improves drought tolerance in tropical maize populations. Crop Sci 39:1306

    Article  Google Scholar 

  • Edmeades GO, Bänziger M, Campos H, Schussler J (2006) Improving tolerance to abiotic stresses in staple crops: a random or planned process? In: Lamkey KR, Lee M (eds) Plant Breeding: The Arnel R. Hallauer International Symposium. Blackwell, Ames, pp 293–309

    Google Scholar 

  • Elshire RJ, Glaubitz JC, Sun Q et al (2011) A robust, simple genotyping-by-sequencing (GBS) approach for high diversity species. PLoS ONE 6:e19379

    Article  PubMed  CAS  Google Scholar 

  • Falconer DS, Mackay TFC (1996) Introduction to quantitative genetics, 4th edn. Longman Scientific & Technical, Burnt Mill, Harlow

    Google Scholar 

  • Forster BP, Thomas WTB (2004) Doubled haploids in genetics and plant breeding. In: Janick J (ed) Plant breeding reviews. Wiley, Oxford, pp 57–88

    Google Scholar 

  • Heisey PW, Edmeades GO (1999) CIMMYT 1997/98 world maize facts and trends; maize production in drought-stressed environments: technical options and research resource allocation. CIMMYT, Mexico

    Google Scholar 

  • Johnson SS, Gaedelmann JL (1989) Influence of water stress on grain yield response to recurrent selection in maize. Crop Sci 29:558–564

    Article  Google Scholar 

  • Lafitte HR, Bänziger M (1997) Maize population improvement for low soil N: selection gains and the identification of secondary traits. Proceedings of a symposium. CIMMYT, El Batan (Mexico), pp 485–489

  • Lafitte HR, Edmeades GO (1994) Improvement for tolerance to low soil nitrogen in tropical maize I. selection criteria. Field Crops Res 39:1–14

    Article  Google Scholar 

  • Lloyd SJ, Kovats RS, Chalabi Z (2011) Climate change, crop yields, and under nutrition: development of a model to quantify the impact of climate scenarios on child undernutrition. Environ Health Perspect 119:1817–1823

    Article  PubMed  Google Scholar 

  • Lobell DB, Field CB (2007) Global scale climate-crop yield relationships and the impacts of recent warming. Environ Res Let 2:014002

    Article  Google Scholar 

  • Magorokosho C, Vivek B, MacRobert J (2008) Characterization of maize germplasm grown in eastern and Southern Africa: results of the 2007 regional trials coordinated by CIMMYT. CIMMYT, Harare

    Google Scholar 

  • Menkir A, Ajala SO, Kamara AY, Meseka SK (2006) Progress in breeing tropical maize for adaptation to sub-optimal soil nitrogen at IITA. 42nd Annual Illinois Corn Breeders’ School: 6–7 March 2006: University of Illinois at Urbana-Champaign

  • Ribaut J-M, Hoisington DA, Deutsch JA et al (1996) Identification of quantitative trait loci under drought conditions in tropical maize. 1. flowering parameters and the anthesis-silking interval. Theor Appl Genet 92:905–914

    Article  CAS  Google Scholar 

  • Rosielle AA, Hamblin J (1981) Theoretical aspects of selection for yield in stress and non-stress environment1. Crop Sci 21:943

    Article  Google Scholar 

  • SAS (2003) SAS® 9.2 for Windows. Cary NC

  • Seitz G (2005) The use of doubled haploids in corn breeding. 41st Annual Illinois Corn Breeders School, 7–8 March 2005. University of Illinois at Urbana-Champaign, Urbana, Illinois, pp 1–7

  • Semagn K, Beyene Y, Makumbi D, Mugo S, Prasanna BM, Magorokosho, Atlin G (2012) Quality control genotyping for assessment of genetic identity and purity in diverse tropical maize inbred lines. Theor Appl Genet. doi:10.1007/s00122-012-1928-1

    PubMed  Google Scholar 

  • Shiferaw B, Prasanna BM, Hellin J, Bänziger M (2011) Crops that feed the world 6. Past successes and future challenges to the role played by maize in global food security. Food Secur 3:307–327

    Article  Google Scholar 

  • Smale M, Byerlee D, Jayne T (2011) Maize revolutions in sub-Saharan Africa. The World Bank Development Research Group, Agriculture and Rural Development Team, pp 34

  • Tamura K, Dudley J, Nei M, Kumar S (2007) MEGA4: molecular evolutionary genetics analysis (mega) software version 4.0. Mol Biol Evol 24:1596–1599

    Article  PubMed  CAS  Google Scholar 

  • Tollenaar M, Wu J (1999) Yield improvement in temperate maize is attributable to greater stress tolerance. Crop Sci 39:1597

    Article  Google Scholar 

  • Weber VS, Melchinger AE, Magorokosho C, Makumbi D, Banziger M, Atlin G (2012) Efficiency of managed-stress screening of elite maize hybrids under drought and low Nitrogen for yield under rainfed conditions in Southern Africa. Crop Sci 52:1011–1020

    Article  Google Scholar 

  • Westgate ME, Forcella F, Reicosky DC, Somsen J (1997) Rapid canopy closure for maize production in the northern US corn belt: radiation-use efficiency and grain yield. Field Crops Res 49:249–258

    Article  Google Scholar 

  • Wilde K, Burger H, Prigge V, Presterl T, Schmidt W, Ouzunova M, Geiger HH (2010) Testcross performance of doubled-haploid lines developed from European flint maize landraces. Plant Breed 129:181–185

    Article  CAS  Google Scholar 

Download references

Acknowledgments

The research reported in this paper was supported by the Bill and Melinda Gates and the Howard G Buffet Foundations through the Water Efficient Maize for Africa project. The authors would like to thank, Joel Mbithi, Patrick Gichobi, David Karuri and Gabriel Ambani for data collection at the various experimental sites.

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Correspondence to Yoseph Beyene.

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Beyene, Y., Mugo, S., Semagn, K. et al. Genetic distance among doubled haploid maize lines and their testcross performance under drought stress and non-stress conditions. Euphytica 192, 379–392 (2013). https://doi.org/10.1007/s10681-013-0867-5

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