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Studying the genetic basis of drought tolerance in sorghum by managed stress trials and adjustments for phenological and plant height differences

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Abstract

Managed environments in the form of well watered and water stressed trials were performed to study the genetic basis of grain yield and stay green in sorghum with the objective of validating previously detected QTL. As variations in phenology and plant height may influence QTL detection for the target traits, QTL for flowering time and plant height were introduced as cofactors in QTL analyses for yield and stay green. All but one of the flowering time QTL were detected near yield and stay green QTL. Similar co-localization was observed for two plant height QTL. QTL analysis for yield, using flowering time/plant height cofactors, led to yield QTL on chromosomes 2, 3, 6, 8 and 10. For stay green, QTL on chromosomes 3, 4, 8 and 10 were not related to differences in flowering time/plant height. The physical positions for markers in QTL regions projected on the sorghum genome suggest that the previously detected plant height QTL, Sb-HT9-1, and Dw2, in addition to the maturity gene, Ma5, had a major confounding impact on the expression of yield and stay green QTL. Co-localization between an apparently novel stay green QTL and a yield QTL on chromosome 3 suggests there is potential for indirect selection based on stay green to improve drought tolerance in sorghum. Our QTL study was carried out with a moderately sized population and spanned a limited geographic range, but still the results strongly emphasize the necessity of corrections for phenology in QTL mapping for drought tolerance traits in sorghum.

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References

  • Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25:3389–3402

    Article  PubMed  CAS  Google Scholar 

  • Bhattramakki D, Dong J, Chhabra AK, Hart GE (2000) An integrated SSR and RFL linkage map of Sorghum bicolor (L.) Moench. Genome 43:988–1002

    PubMed  CAS  Google Scholar 

  • Boer MP, Wright D, Feng L, Podlich DW, Luo L, Cooper M, van Eeuwijk FA (2007) A mixed-model quantitative trait loci (QTL) analysis for multiple-environment trial data using environmental covariables for QTL-by-environment with an example in maize. Genetics 177:1801–1813

    Article  PubMed  Google Scholar 

  • Borrell AK, Hammer GL, Henzel RG (2000) Does maintaining green leaf area in sorghum improve yield under drought? II. Dry matter production and yield. Crop Sci 40:1037–1048

    Article  Google Scholar 

  • Brown SM, Hopkins MS, Mitchell SE, Senior ML, Wang TY, Duncan RR, Gonzales-Candelas F, Kresovitch S (1996) Multiple methods for the identification of polymorphic simple sequence repeats (SSRs) in sorghum [Sorghum bicolor (L.) Moench]. Theor Appl Genet 93:190–198

    Article  CAS  Google Scholar 

  • Brown PJ, Rooney WL, Franks C, Kresovich S (2008) Efficient mapping of plant height quantitative trait loci in a sorghum association population with introgressed dwarfing genes. Genetics 180:629–637

    Article  PubMed  Google Scholar 

  • Caniato FF, Guimarães CT, Schaffert RE, Alves VMC, Kochian LV, Borém A, Klein PE, Magalhaes JV (2007) Genetic diversity for aluminum tolerance in sorghum. Theor Appl Genet 114:863–876

    Article  PubMed  CAS  Google Scholar 

  • Clarke JM, DePauw RM, Townlet-Smith TF (1992) Evaluation of methods for quantification of drought tolerance in wheat. Crop Sci 32:723–728

    Article  Google Scholar 

  • Crasta OR, Xu WW, Rosenow DT, Mullet J, Nguyen HT (1999) Mapping of post-flowering drought resistance traits in grain sorghum: association between QTLs influencing premature senescence and maturity. Mol Gen Genet 262:579–588

    Article  PubMed  CAS  Google Scholar 

  • Cullis BR, Smith AB, Coombes NE (2006) On the design of early generation variety trials with correlated data. J Agric Biol Environ Stat 11:381–393

    Article  Google Scholar 

  • Doggett H (1988) Sorghum, 2nd edn. Wiley, New York

    Google Scholar 

  • Feltus FA, Hart GE, Schertz KF, Casa AM, Kresovich S, Abraham S, Klein PE, Brown PJ, Paterson AH (2006) Alignment of genetic maps and QTLs between inter- and intra-specific sorghum populations. Theor Appl Genet 112:1295–1305

    Article  PubMed  CAS  Google Scholar 

  • Haley CS, Knott SA (1992) A simple regression method for mapping quantitative trait loci in line crosses using flanking markers. Heredity 69:315–324

    Article  PubMed  CAS  Google Scholar 

  • Harris K, Subudhi PK, Borrell A, Jordan D, Rosenow D, Nguyen H, Klein P, Klein R, Mullet J (2007) Sorghum stay-green QTL individually reduce post-flowering drought-induced leaf senescence. J Exp Bot 58:327–338

    Article  PubMed  CAS  Google Scholar 

  • Hash CT, Bhasker Raj AG, Lindup S, Sharma A, Beniwal CR, Folkertsma RT, Mahalakshmi V, Zerbini E, Blümmel M (2003) Opportunities for marker-assisted selection (MAS) to improve the feed quality of crop residues in pearl millet and sorghum. Field Crops Res 84:79–88

    Article  Google Scholar 

  • Haussmann BIG, Mahalakshmi V, Reddy BVS, Seetharama N, Hash CT, Geiger HH (2002) QTL mapping of stay-green in two sorghum recombinant inbred populations. Theor Appl Genet 106:133–142

    PubMed  CAS  Google Scholar 

  • Jaccoud D, Peng K, Feinstein D, Kilian A (2001) Diversity arrays: a solid state technology for sequence information independent genotyping. Nucleic Acids Res 29:e25

    Article  PubMed  CAS  Google Scholar 

  • Jansen RC, Stam P (1994) High resolution of quantitative traits into multiple loci via interval mapping. Genetics 136:1447–1455

    PubMed  CAS  Google Scholar 

  • Jiang C, Zeng Z-B (1997) Mapping quantitative trait loci with dominant and missing markers in various crosses from two inbred lines. Genetica 101:47–58

    Article  PubMed  CAS  Google Scholar 

  • Johnson HW, Bernard RL (1962) Soybean genetics and breeding. Adv Agron 14:149–221

    Article  Google Scholar 

  • Jordan DR, Tao Y, Godwin ID, Henzell RG, Cooper M, McIntyre CL (2003) Prediction of hybrid performance in grain sorghum using RFLP markers. Theor Appl Genet 106:559–567

    PubMed  CAS  Google Scholar 

  • Kassahun B, Bidinger FR, Hash CT, Kuruvinashetti MS (2009) Stay-green expression in early generation sorghum [Sorghum bicolor (L.) Moench] QTL introgression lines. Euphytica 172:351–362

    Article  Google Scholar 

  • Kebede H, Subudhi PK, Rosenow DT, Nguyen HT (2001) Quantitative trait loci influencing drought tolerance in grain sorghum (Sorghum bicolor L. Moench). Theor Appl Genet 103:266–276

    Article  CAS  Google Scholar 

  • Kim J-S, Klein PE, Klein RR, Price HJ, Mullet JE, Stelly DM (2005) Chromosome identification and nomenclature of Sorghum bicolor. Genetics 169:1169–1173

    Article  PubMed  CAS  Google Scholar 

  • Klein RR, Mullet JE, Jordan DR, Miller FR, Rooney WL, Menz MA, Franks CD, Klein PE (2008) The effect of tropical sorghum conversion and inbred development on genome diversity as revealed by high-resolution genotyping. Crop Sci 48:S12–S26

    Google Scholar 

  • Kong L, Dong J, Hart GE (2000) Characteristics, linkage-map positions, and allelic differentiation of Sorghum bicolor (L.) Moench DNA simple-sequence repeats (SSRs). Theor Appl Genet 101:438–448

    Article  CAS  Google Scholar 

  • Korol AB, Ronin YI, Nevo E (1998) Approximate analysis of QTL-environment interaction with no limits on the number of environments. Genetics 148:2015–2028

    PubMed  CAS  Google Scholar 

  • Kosambi DD (1944) The estimation of map distance from recombination values. Ann Eugen 12:172–175

    Article  Google Scholar 

  • Lander ES, Botstein D (1989) Mapping mendelian factors underlying quantitative traits using RFLP linkage maps. Genetics 121:185–199

    PubMed  CAS  Google Scholar 

  • Lin Y-R, Schertz KF, Paterson H (1995) Comparative analysis of QTLs affecting plant height and maturity across the Poaceae, in reference to an interspecific sorghum population. Genetics 141:391–411

    PubMed  CAS  Google Scholar 

  • Ludlow MM, Muchow RC (1990) A critical evaluation of traits for improving crop yields in water-limited environments. Adv Agron 43:107–153

    Article  Google Scholar 

  • Lynch M, Walsh B (1998) Genetics and analysis of quantitative traits. Sinauer Associates, Sunderland

    Google Scholar 

  • Mace ES, Jordan DR (2010) Location of major effect genes in sorghum (Sorghum bicolor (L.) Moench). Theor Appl Genet 121:1339–1356

    Article  PubMed  CAS  Google Scholar 

  • Mace ES, Xia L, Jordan DR, Halloran K, Parh DK, Huttner E, Wenzl P, Kilian A (2008) DArT markers: diversity analyses and mapping in Sorghum bicolor. BMC Genomics 9:26

    Article  PubMed  Google Scholar 

  • Mace ES, Rami JF, Bouchet S, Klein PE, Klein RR, Kilian A, Wenzl P, Xia L, Halloran K, Jordan DR (2009) A consensus genetic map of sorghum that integrates multiple component maps and high-throughput Diversity Array Technology (DArT) markers. BMC Plant Biol 9:13

    Article  PubMed  Google Scholar 

  • Magalhaes JV, Garvin DF, Wang Y, Sorrells ME, Klein PE, Schaffert RE, Li L, Kochian LV (2004) Comparative mapping of a major aluminum tolerance gene in sorghum and other species in the Poaceae. Genetics 167:1905–1914

    Article  PubMed  CAS  Google Scholar 

  • Malosetti M, Voltas J, Romagosa I, Ullrich SE, van Eeuwijk FA (2004) Mixed models including environmental covariables for studying QTL by environment interaction. Euphytica 137:139–145

    Article  CAS  Google Scholar 

  • Margarido GRA, Souza AP, Garcia AAF (2007) OneMap: software for genetic mapping in outcrossing species. Hereditas 144:78–79

    Article  PubMed  CAS  Google Scholar 

  • Mullet JE, Klein RR, Klein PE (2001) Sorghum bicolor—an important species for comparative grass genomics and a source of beneficial genes for agriculture. Curr Opin Plant Biol 5:118–121

    Article  Google Scholar 

  • Multani DS, Briggs SP, Chamberlin MA, Blakeslee JJ, Murphy AS, Johal GS (2003) Loss of MDR transporter in compact stalks of maize br2 and sorghum dw3 mutants. Science 302:81–84

    Article  PubMed  CAS  Google Scholar 

  • Oakey H, Verbyla A, Pitchford W, Cullis B, Kuchel H (2006) Joint modeling of additive and non-additive genetic line effects in single field trials. Theor Appl Genet 113:809–819

    Article  PubMed  Google Scholar 

  • Patterson HD, Thompson R (1971) Recovery of inter-block information when block sizes are unequal. Biometrika 58:545–554

    Article  Google Scholar 

  • Payne RW, Harding SA, Murray DA, Soutar DM, Baird DB, Glaser AI, Channing IC, Welham SJ, Gilmour AR, Thompson R, Webster R (2010) GenStat release 13 reference manual, part 2 directives. VSN International, Hemel Hempstead

  • Peng J, Richards DE, Hartley NM, Murphy GP, Devos KM, Flintham JE, Beales J, Fish LJ, Worland AJ, Pelica F, Sudhakar D, Christou P, Snape JW, Gale MD, Harberd NP (1999) ‘Green revolution’ genes encode mutant gibberellin response modulators. Nature 400:256–261

    Article  PubMed  CAS  Google Scholar 

  • Piepho HP (2000) A mixed-model approach to mapping quantitative trait loci in barley on the basis of multiple environment data. Genetics 156:2043–2050

    Google Scholar 

  • Piepho HP (2005) Statistical tests for QTL and QTL-by-environment effects in segregating populations derived from line crosses. Theor Appl Genet 110:561–566

    Article  PubMed  CAS  Google Scholar 

  • Pinto RS, Reynolds MP, Mathews KL, McIntyre CL, Olivares-Villegas J-J, Chapman SC (2010) Heat and drought adaptive QTL in a wheat population designed to minimize confounding agronomic effects. Theor Appl Genet 121:1001–1021

    Article  PubMed  Google Scholar 

  • Quinby JR (1974) Sorghum improvement and the genetics of growth. Texas A&M University Press, College Station

    Google Scholar 

  • Rosenow DT, Clark LE (1995) Drought and lodging resistance for a quality sorghum crop. In: Proceedings of the 5th annual corn and sorghum industry research conference (Chicago, IL, 6-7 December 1995), American Seed Trade Association, Chicago, IL, pp 82–97

  • Rosenow DT, Ejeta G, Clark LE, Gilbert ML, Henzell RG, Borrell AK, Muchow RC (1996) Breeding for pre- and post-flowering drought stress resistance in sorghum. In: Rosenow DT, Yohe JM (eds) Proceedings of the international conference on genetic improvement of sorghum and pearl millet (Lubbock, TX, 22–27 September 1996), ICRISAT, Lubbock, India, pp 400–411

  • Saghai-Maroof MA, Soliman KM, Jorgensen RA, Allard RW (1984) Ribosomal DNA spacer length polymorphism in barley: mendelian inheritance, chromosomal location and population dynamics. Proc Natl Acad Sci USA 81:8014–8018

    Article  PubMed  CAS  Google Scholar 

  • Sanchez AC, Subudhi PK, Rosenow DT, Nguyen HT (2002) Mapping QTLs associated with drought resistance in sorghum (Sorghum bicolor L. Moench). Plant Mol Biol 48:713–726

    Article  PubMed  CAS  Google Scholar 

  • Srinivas G, Satish K, Madhusudhana R, Nagaraja Reddy R, Murali Mohan S, Seetharama N (2009) Identification of quantitative trait loci for agronomically important traits and their association with genic-microsatellite markers in sorghum. Theor Appl Genet 118:1439–1454

    Article  PubMed  CAS  Google Scholar 

  • Subudhi PK, Rosenow DT, Nguyen HT (2000) Quantitative trait loci for the stay green trait in sorghum (Sorghum bicolor L. Moench): consistency across genetic backgrounds and environments. Theor Appl Genet 101:733–741

    Article  CAS  Google Scholar 

  • Tao YZ, Henzell RG, Jordan DR, Butler DG, Kelly AM, McIntyre CL (2000) Identification of genomic regions associated with stay green in sorghum by testing RILs in multiple environments. Theor Appl Genet 100:1225–1232

    Article  CAS  Google Scholar 

  • Tuinstra MR, Grote EM, Goldsbrough PB, Ejeta G (1996) Identification of quantitative trait loci associated with pre-flowering drought tolerance in sorghum. Crop Sci 36:1337–1344

    Article  CAS  Google Scholar 

  • Tuinstra MR, Ejeta G, Goldsbrough PB (1998) Evaluation of near-isogenic sorghum lines contrasting for QTL markers associated with drought tolerance. Crop Sci 38:835–842

    Article  Google Scholar 

  • Tuinstra MR, Grote EM, Goldsbrough PB, Ejeta G (1997) Genetic analysis of post-flowering drought tolerance and components of grain development in Sorghum bicolor (L.) Moench. Mol Breed 3:439–448

    Article  CAS  Google Scholar 

  • Vargas M, van Eeuwijk FA, Crossa J, Ribaut J-M (2006) Mapping QTLs and QTL x environment interaction for CIMMYT maize drought stress program using factorial regression and partial least square methods. Theor Appl Genet 112:1009–1023

    Article  PubMed  CAS  Google Scholar 

  • Verbeke G, Molenberghs G (2000) Linear mixed models for longitudinal data. Springer-Verlag Inc., Berlin

    Google Scholar 

  • Xu W, Subudhi PK, Crasta OR, Rosenow DT, Mullet JE, Nguyen HT (2000) Molecular mapping of QTLs conferring stay-green in grain sorghum (Sorghum bicolor L. Moench). Genome 43:461–469

    PubMed  CAS  Google Scholar 

  • Zeng Z-B (1994) Precision mapping of quantitative trait loci. Genetics 136:1457–1468

    PubMed  CAS  Google Scholar 

Download references

Acknowledgments

We thank S. Chapman (CSIRO) and J. Jansen (Biometris, WUR) for valuable comments. We acknowledge financial support from the Embrapa Macroprograma 1 (Orygens Project) and 2 (CerealSeca Project). This work was partially-funded by the CGIAR Generation Challenge Programme (GCP) including project IBP 2.2.1 to FVE and MM. We are also thankful to the Fundação de Amparo à Pesquisa do Estado de Minas Gerais (FAPEMIG) for a post-doctoral fellowship granted to PKS and FFC and to The National Council for Scientific and Technological Development (CNPq) for support to JVM, CTG and AAFG.

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Correspondence to J. V. Magalhaes.

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Communicated by J. Yu.

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Sabadin, P.K., Malosetti, M., Boer, M.P. et al. Studying the genetic basis of drought tolerance in sorghum by managed stress trials and adjustments for phenological and plant height differences. Theor Appl Genet 124, 1389–1402 (2012). https://doi.org/10.1007/s00122-012-1795-9

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  • DOI: https://doi.org/10.1007/s00122-012-1795-9

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