Abstract
Kernel oil content in maize is a complex quantitative trait. Phenotypic variation in kernel oil content can be dissected into its component traits such as oil metabolism and physical characteristics of the kernel, including embryo size and embryo-to-endosperm weight ratio (EEWR). To characterize quantitative trait loci (QTL) for kernel oil content, a recombinant inbred population derived from a cross between normal line B73 and high-oil line By804 was genotyped using 228 molecular markers and phenotyped for kernel oil content and its component traits [embryo oil content, embryo oil concentration, EEWR, embryo volume, embryo width, embryo length, and embryo width-to-length ratio (EWLR)]. A total of 58 QTL were identified for kernel oil content and its component traits in 26 genomic regions across all chromosomes. Eight main-effect QTL were identified for kernel oil content, embryo oil content, embryo oil concentration, EEWR, embryo weight, and EWLR, each accounting for over 10 % of the phenotypic variation in six genomic regions. Over 90 % of QTL identified for kernel oil content co-localized with QTL for component traits, validating their molecular contribution to kernel oil content. On chromosome 1, the QTL that had the largest effect on kernel oil content (qKO1-1) was associated with embryo width; on chromosome 9, the QTL for kernel oil content (qKO9) was related to EEWR (qEEWR9). Embryo oil concentration and embryo width were identified as the most important component traits controlling the second largest QTL for kernel oil content on chromosome 6 (qKO6) and a minor QTL for kernel oil content on chromosome 5 (qKO5-2), respectively. The dissection of kernel oil QTL will facilitate future cloning and/or functional validation of kernel oil content, and help to elucidate the genetic basis of kernel oil content in maize.
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References
Alrefai R, Berke TG, Rocheford TR (1995) Quantitative trait locus analysis of fatty acid concentration in maize. Genome 38:894–901
Benitez JA, Gernat AG, Murillo JG, Araba M (1999) The use of high oil corn in broiler diets. Poultry Sci 78:861–865
Berke T, Rocheford TR (1995) Quantitative trait loci for flowering, plant and ear height, and kernel traits in maize. Crop Sci 35:1542–1549
Doerge RW, Churchill GA (1996) Permutation tests for multiple loci affecting a quantitative character. Genetics 142:285–294
Dudley JW (1977) Seventy-six generation of selection for oil and protein percentage in maize. In: Pollak E (ed) Proceedings of International Conference on Quantitative Genetics. Iowa State Univ Press, Ames, pp 459–473
Dudley JW, Lambert RJ (2004) 100 generations of selection for oil and protein in corn. Plant Breed Rev 24:79–110
Goldman IL, Rocheford TR, Dudley JW (1994) Molecular markers associated with maize kernel oil concentration in an Illinois high protein × Illinois low protein cross. Crop Sci 34:908–915
Han Y, Parsons CM, Alexander DE (1987) Nutritive value of high oil for poultry. Poultry Sci 66:103–111
Han J, Wang HW, Chen SJ (2008) QTL mapping of kernel oil content of chromosome 6 in a high oil maize mutant (Zea mays L.) Genes. Genomics 30:373–382
Holland JB, Nyquist WE, Cervantes-Martínez CT (2003) Estimating and interpreting heritability for plant breeding: an update. Plant Breed Rev 22:9–111
Lambert RJ (2001) High-oil corn hybrids. In: Hallau AR (ed) Special corn. CRC Press Inc, Boca Raton, pp 131–153
Lambert RJ, Alexander DE, Mejaya IJ (2004) Single kernel selection for increased grain oil in maize synthetics and high-oil hybrid development. Plant Breed Rev 24:153–175
Laurie CC, Chasalow SD, LeDeaux JR, McCarroll R, Bush D, Hauge B, Lai CQ, Clark D, Rocheford TR, Dudley JW (2004) The genetic architecture of response to long-term artificial selection for oil concentration in the maize kernel. Genetics 168:2141–2155
Li L, Li H, Li JY, Xu ST, Yang XH, Li JS, Yan JB (2010) A genome-wide survey of maize lipid-related genes: candidate genes mining, digital gene expression profiling and co-location with QTL for maize kernel oil. Sci China Life Sci 53:690–700
Lincoln SE, Daly MJ, Lander ES (1993) Constructing genetic linkage maps with MAPMAKER/EXP Version 3.0: A tutorial and reference manual. A Whitehead Institute for Biomedical Research Technical Report
Mangolin CA, de Souza Jr CL, Garcia AAF, Garcia AF, Sibov ST, de Souza AP (2004) Mapping QTLs for kernel oil content in a tropical maize population. Euphytica 137:251–259
O’Quinn PR, Nelssen JL, Goodband RD, Knabe DA, Woodworth JC, Tokach RD, Lohrmann TT (2000) Nutritional value of a genetically improved high-lysine, high-oil corn for young pigs. J Anim Sci 78:2144–2149
Song XF, Song TM, Dai JR, Rocheford TR, Li JS (2004) QTL mapping of kernel oil concentration with high-oil maize by SSR markers. Maydica 49:41–48
Val DL, Schwartz SH, Kerns MR, Deikman J (2009) Development of a high oil trait for maize. In: Kriz AL, Larkins BA (eds) Molecular genetic approaches to maize improvement. Springer, Berlin, pp 303–323
Wang CS, Rutledge JJ, Gianola D (1994) Bayesian analysis of mixed linear models via Gibbs sampling with an application to litter size in Iberian pigs. Genet Sel Evol 26:91–115
Wassom JJ, Mikkelineni V, Bohn MO, Rocheford TR (2008a) QTL for fatty acid composition of maize kernel oil in Illinois high oil × B73 backcross-derived lines. Crop Sci 48:69–78
Wassom JJ, Wong JC, Martinez E, King JJ, DeBaene J, Hotchkiss JR, Mikkilineni V, Bohnh MO, Rocheford TR (2008b) QTL associated with maize kernel oil, protein, and starch concentrations; kernel mass; and grain yield in Illinois high oil × B73 backcross-derived lines. Crop Sci 48:243–252
Yang J, Zhu J, Williams RW (2007) Mapping the genetic architecture of complex traits in experimental populations. Bioinformatics 23:1527–1536
Yang J, Hu CC, Hu H, Yu RD, Xia Z, Ye XZ, Zhu J (2008) QTLNetwork: mapping and visualizing genetic architecture of complex traits in experimental populations. Bioinformatics 24:721–723
Yang XH, Guo YQ, Yan JB, Zhang J, Song TM, Rocheford T, Li JS (2010) Major and minor QTL and epistasis contribute to fatty acid compositions and oil concentration in high-oil maize. Theor Appl Genet 120:665–678
Zhang J, Lu XQ, Song XF, Yan JB, Song TM, Dai JR, Rocheford T, Li JS (2008) Mapping quantitative trait loci for oil, starch, and protein concentrations in grain with high-oil maize by SSR markers. Euphytica 162:335–344
Zheng PZ, Allen WB, Roesler K, Williams ME, Zhang SR, Li JM, Glassman K, Ranch J, Nubel D, Solawetz W, Bhattramakki D, Llaca V, Deschamps S, Zhong GY, Tarczynski MC, Shen B (2008) A phenylalanine in DGAT is a key determinant of oil content and composition in maize. Nat Genet 40:367–372
Acknowledgments
Helpful comments on the early manuscript from Dr. Jill Cairns are appreciated. The authors gratefully thank Martin Bohn and three anonymous reviewers for their valuable suggestions. Financial support was provided by the National Natural Science Foundation of China (31101156), the Chinese High Technology Project (2012AA101104) and NSFC-CIMMYT project (30821140352).
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Communicated by M. Bohn.
X. Yang and H. Ma contributed equally.
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Yang, X., Ma, H., Zhang, P. et al. Characterization of QTL for oil content in maize kernel. Theor Appl Genet 125, 1169–1179 (2012). https://doi.org/10.1007/s00122-012-1903-x
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DOI: https://doi.org/10.1007/s00122-012-1903-x