Skip to main content

Advertisement

Log in

Heterotic responses among crosses of IITA and CIMMYT early white maize inbred lines under multiple stress environments

  • Published:
Euphytica Aims and scope Submit manuscript

Abstract

Two major constraints militating against the achievement of food security in West Africa (WA) are recurrent drought and poor soil fertility. Seventeen early maturing maize inbreds from IITA and CIMMYT were used as parents to produce 136 diallel crosses which were evaluated along with four checks in contrasting environments at four locations for 2 year in Nigeria. The objectives of the study were to (i) examine the combining ability of the lines under drought, low soil nitrogen (low N), optimal and across environments; (ii) classify the inbreds into heterotic groups using the specific combining ability (SCA) effects of grain yield, heterotic group’s specific and general combining ability (HSGCA), the heterotic grouping based on general combining ability (GCA) of multiple traits (HGCAMT) and the molecular-based genetic distance methods; (iii) compare the efficiencies of the four heterotic grouping methods in classifying the inbreds and identifying the best testers; and (iv) examine the performance of the inbreds in hybrid combinations across environments. Sum of squares for GCA of inbreds for grain yield and other measured traits were larger than those of the SCA in all environments. The relative importance of GCA to SCA effects for grain yield and other traits increased from stress to nonstress environments with the additive genetic effects accounting for the major portion of the total genetic variation under all research environments. The HSGCA method classified the lines into three groups and was the most efficient because it had the highest breeding efficiency (40 %) in the test environments followed by the HGCAMT, SNP marker-based and the SCA effects of grain yield methods. Inbred TZEI 19 was identified as the best tester across research environments based on HSGCA method. Hybrids ENT 11 × TZEI 19 and TZEI 1 × TZEI 19 were the most outstanding and should be tested extensively in on-farm trials and commercialized.

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.

Institutional subscriptions

Fig. 1
Fig. 2

Similar content being viewed by others

References

  • Akinwale RO, Badu-Apraku B, Fakorede MAB, Vroh-Bi I (2014) Heterotic grouping of tropical early-maturing maize inbred lines based on combining ability in Striga-infested and Striga-free environments and the use of SSR markers for genotyping. Field Crops Res 156:48–62

    Article  Google Scholar 

  • Badu-Apraku B, Oyekunle M (2012) Genetic analysis of grain yield and other traits of extra-early yellow maize inbreds and hybrid performance under contrasting environments. Field Crops Res 129:99–110

    Article  Google Scholar 

  • Badu-Apraku B, Lum AF, Akinwale RO, Oyekunle M (2011a) Biplot analysis of diallel crosses of early maturing tropical yellow maize inbreds in stress and nonstress environments. Crop Sci 51:173–188. doi:10.2135/cropsci2010.06.0366

    Article  Google Scholar 

  • Badu-Apraku B, Oyekunle M, Akinwale RO, Lum AF (2011b) Combining ability of early-maturing white maize inbreds under stress and nonstress environments. Agron J 103:544–557

    Article  Google Scholar 

  • Badu-Apraku B, Fakorede Menkir A, Ajala MAB, Ajala SO, Ellis-Jones J (2012) Building partnerships and encouraging innovation for sustainable maize production: the West and Central Africa Collaborative Maize Research Network, achievements and impact. IITA, Ibadan

    Google Scholar 

  • Badu-Apraku B, Oyekunle M, Fakorede MAB, Vroh I, Akinwale RO, Aderounmu M (2013) Combining ability, heterotic patterns and genetic diversity of extra-early yellow inbreds under contrasting environments. Euphytica 192:413–433

    Article  CAS  Google Scholar 

  • Badu-Apraku B, Gedil M, Annor B, Talabi AO, Oyekunle M, Akinwale RO, Fakorede MAB, Fasanmade TY, Akaogu IC (2015). Genetics of tolerance to drought and low soil nitrogen in IITA and CIMMYT early yellow maize inbreds. J Agron Crop Sci (unpublished)

  • Baker RJ (1978) Issues in diallel analysis. Crop Sci 18:535–536

    Article  Google Scholar 

  • Balestre M, Von Pinho RG, Souza JC, Lima JL (2008) Comparison of maize similarity and dissimilarity genetic coefficients based on microsatellite markers. Genet Mol Res 7:695–705

    Article  CAS  PubMed  Google Scholar 

  • Bänziger M, Lafitte HR (1997) Efficiency of secondary traits for improving maize for low-nitrogen target environments. Crop Sci 37:1110–1117

    Article  Google Scholar 

  • Bänziger M, Betran FJ, Laffite HR (1997) Efficiency of high-nitrogen selection environments for improving maize for low-nitrogen target environments. Crop Sci 37:1103–1109

    Article  Google Scholar 

  • Banziger M, Edmeades GO, Beck D, Bellon M (2000) Breeding for drought and nitrogen stress tolerance in maize. From theory to practice. CIMMYT, Mexico

    Google Scholar 

  • Beck D L, Betrán FJ, Banzigiger M, Edmeades GO, Ribaut JM, Willcox M, Vasal SK, Ortega C A (1996) Progress in developing drought and low soil nitrogen tolerance in maize. In: Proceedings of the 51st annual corn and sorghum research conference, Chicago, 10–11 Dec 1996. ASTA, Washington, pp. 85–111

  • Below FE, Brandau PS, Lambert RJ Teyker RH (1997) Combining ability for N use efficiency in maize. In: Edmeades GO, Banziger M, Mickeisen HR Pena-Valdivia, CB (eds) Drought and low-N tolerant maize: Proceedings of a symposium, Elbatan, Mexico, 25–29 March 1996. CIMMYT, Mexico, D.F. pp 316–319

  • Benchimol LL, De Souza CL, Garcia AAF, Kono PMS, Mangolin CA, Barbosa AMM, Coelho ASG, De Souza AP (2008) Genetic diversity in tropical maize inbred lines: heterotic group assignment and hybrid performance determined by RFLP markers. Plant Breed 119:491–496

    Article  Google Scholar 

  • Betrán JF, Ribaut JM, Beck DL, Gonzalez de Leon D (2003) Genetic analysis of inbred and hybrid grain yield under stress and non-stress environments in tropical maize. Crop Sci 43:807–817

    Article  Google Scholar 

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

    Article  CAS  PubMed  Google Scholar 

  • Bremner JM, Mulvaney CS (1982) Nitrogen-total. p. 595–624. In: Page AL et al. (ed) Methods of soil analysis, part 2, 2nd ed. Agron. Monogr. 9. ASA and SSSA, Madison

  • Crossa J (1990) Statistical analyses of multilocation trials. Adv Agron 44:55–85

    Article  Google Scholar 

  • Edmeades GO, Bolanõs J, Lafitte HR (1992) Progress in breeding for drought tolerance in maize. In: Wilkinson D (ed) Proceedings of the 47th annual corn and sorghum industrial research conference. ASTA, Washington, DC, pp 93–111

    Google Scholar 

  • Elshire RJ, Glaubitz JC, Sun Q, Poland JA, Kawamoto K (2011) A robust, simple genotyping-by-sequencing (GBS) approach for high diversity species. PLoS One 6(5):e19379

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Fan XM, Chen HM, Tan J, Xu CX, Zhang YM, Huang YX, Kang MS (2008) A new maize heterotic pattern between temperate and tropical germplasms. Agron J 100:917–923

    Article  Google Scholar 

  • Fan XM, Zhang YM, Yao WH, Chen HM, Tan J, Xu CX, Han XL, Luo LM, Kang MS (2009) Classifying maize inbred lines into heterotic groups using a factorial mating design. Agron J 101:106–112

    Article  Google Scholar 

  • Gauch HG, Zobel RW (1988) Predictive and postdictive success of statistical analyses of yield trials. Theor Appl Genet 76:1–10

    Article  PubMed  Google Scholar 

  • Griffing B (1956) Concept of general and specific combining ability in relation to diallel crossing systems. Aust J Biol Sci 9:463–493

    Google Scholar 

  • Gutierrez-Gaitan MA, Cortez-Mendoza H, Wathika EN, Gardner CO, Oyervides-Garcia M, Hallauer AR, Darrah LL (1986) Test cross evaluation of Mexican maize populations. Crop Sci 26:99–104

    Article  Google Scholar 

  • Hall AJ, Villela F, Trapani N, Chimenti C (1982) The effect of water stress and genotype on the dynamics of pollen-shedding and silking in maize. Field Crops Res 5:349–363

    Article  Google Scholar 

  • Hamblin MT, Warburton ML, Buckler ES (2007) Empirical comparison of Simple Sequence Repeats and single nucleotide polymorphisms in assessment of maize diversity and relatedness. PLoS One 2:e1367

    Article  PubMed Central  PubMed  Google Scholar 

  • Hung HY, Holland JB (2012) Diallel analysis of resistance to fusarium ear rot and fumonium contamination in maize. Crop Sci. doi:10.2135/cropsci2012.03.0154

    Google Scholar 

  • Ifie BE (2013) Genetic analysis of Striga resistance and low soil nitrogen tolerance in early maturing maize (Zea mays L.) inbred lines. PhD Thesis, University of Ghana Legon. West Africa Centre for Crop Improvement/School of Agriculture/College of Agriculture and Consumer Sciences

  • Ifie BE, Badu-Apraku B, Gracen V, Danquah EY (2015) Genetic analysis of grain yield of IITA and CIMMYT early-maturing maize inbreds under Striga-infested and low-soil nitrogen environments. Crop Sci 55:610–623. doi:10.2135/cropsci2014.07.0470

    Article  Google Scholar 

  • Kling JG, Oikeh SO, Akintoye HA, Heuberger HT, Horst WJ (1997) Potential for developing nitrogen-use efficient maize for low input agricultural systems in the moist savannas of Africa. In: Edmeades GO, Bänziger MH, Mickelson R, Peña-Valdivia CB (eds) Proceedings of an international symposium on developing drought- and N-efficient Maize. Mexico, CIMMYT, pp 490–501

    Google Scholar 

  • Lanza LLB, de Souza Jr CL, Ottoboni LMM, Vieira MLC, de Souza AP (1997) Genetic distance of inbred lines and prediction of maize singlecross performance using RAPD markers. Theor Appl Genet 94:1023–1030. doi:10.1007/s001220050510

    Article  CAS  Google Scholar 

  • Liu K, Muse SV (2005) Power marker: integrated analysis environment for genetic marker data. Bioinformatics 21:2128–2129

    Article  CAS  PubMed  Google Scholar 

  • Makumbi D, Betrán FJ, Bänziger M, Ribaut J (2011) Combining ability, heterosis and genetic diversity in tropical maize (Zea mays L.) under stress and non-stress conditions. Euphytica 180:143–162

    Article  Google Scholar 

  • Menkir A, Adetimirin VO, Yallou CG, Gedil M (2010) Relationship of genetic diversity of inbred lines with different reactions to Striga hermonthica (Del.) Benth and the performance of their crosses. Crop Sci 50:602–611

    Article  Google Scholar 

  • Meseka SK, Menkir A, Ibrahim AES, Ajala SO (2006) Genetic analysis of performance of maize inbred lines selected for tolerance to drought under low nitrogen. Maydica 51:487–495

    Google Scholar 

  • Moss GI, Downey LA (1971) Influence of drought on female gametophyte development in corn (Zea mays L.) and subsequent grain yield. Crop Sci 11:368–371

    Article  Google Scholar 

  • Rogers JS (1972) Measures of genetic similarity and genetic distance. Studies in genetics VII. Univ Tex Publ 7213:145–153

    Google Scholar 

  • Sadeghi SM, Samizadeh H, Amiri E, Ashouri M (2011) Additive main effects and multiplicative interactions (AMMI) analysis of dry leaf yield in tobacco hybrids across environments. Afr J Biotech 10:4358–4364

    Google Scholar 

  • Saghai-Maroof MA, Soliman KM, Jorgenson R, Allward RW (1984) Ribosomal DNA spacer length polymorphisms in barley: Mendelian inheritance, chromosomal location and population dynamics. Proceedings of National Academy of Science 81:8014–8018

    Article  CAS  Google Scholar 

  • SAS Institute Inc. (2011) Base SAS® 9.3 Procedures Guide. Cary, NC: SAS Institute Inc.

  • Schnable PS, Ware D, Fulton RS, Stein JC, Wei F et al (2009) The B73 maize genome: complexity, diversity, and dynamics. Science 326(5956):1112–1115

    Article  CAS  PubMed  Google Scholar 

  • Semagn K, Magorokosho C, Vivek BS, Makumbi D, Beyene Y, Mugo S, Prasanna BM, Warburton ML (2012) Molecular characterization of diverse CIMMYT maize inbred lines from eastern and southern Africa using single nucleotide polymorphic markers. BMC Genom 13:113

    Article  CAS  Google Scholar 

  • Semagn K, Babu R, Hearne S, Olsen M (2014) Single nucleotide polymorphism genotyping using Kompetitive Allele Specific PCR (KASP): overview of the technology and its application in crop improvement. Mol Breed 33:1–14

    Article  CAS  Google Scholar 

  • Shieh GJ, Thseng FS (2006) Genetic diversity of Tainan white maize inbred lines and prediction of single cross hybrid performance using RAPD markers. Euphytica 124:307–313. doi:10.1023/A:1015753820623

    Article  Google Scholar 

  • Suwarno WB, Pixley KV, Palacios-Rojas N, Kaeppler SM, Babu R (2014) Formation of heterotic groups and understanding genetic effects in a provitamin A biofortified maize breeding program. Crop Sci 54:14–24

    Article  Google Scholar 

  • Thomas H, Howarth CJ (2000) Five ways to stay green. J Exp Bot 51:329–337

    Article  CAS  PubMed  Google Scholar 

  • Vasal SK, Srinivasan G, Pandey S, González F, Crossa J, Beck DL (1993) Heterosis and combining ability of CIMMYT’s quality protein maize germplasm: I. Lowland tropical. Crop Sci 33:46–51

    Article  Google Scholar 

  • Yan W (2001) GGE biplot: a Windows application for graphical analysis of multi-environment trial data and other types of two-way data. Agron J 93:1111–1118

    Article  Google Scholar 

  • Zhang Y, Kang MS, Lamkey KR (2005) DIALLEL-SAS: a comprehensive program for Griffing’s and Gardner–Eberthart analyses. Agron J 97:1097–1106

    Article  Google Scholar 

  • Zobel RW, Wright MJ, Gauch HG (1988) Statistical analysis of a yield trial. Agron J 80:388–393

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to B. Badu-Apraku.

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Badu-Apraku, B., Fakorede, M.A.B., Gedil, M. et al. Heterotic responses among crosses of IITA and CIMMYT early white maize inbred lines under multiple stress environments. Euphytica 206, 245–262 (2015). https://doi.org/10.1007/s10681-015-1506-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10681-015-1506-0

Keywords

Navigation