Association mapping in an elite maize breeding population

作者: Liu WenXin Liu WenXin , M Gowda , J Steinhoff , HP Maurer , T Würschum

DOI: 10.1007/S00122-011-1631-7

关键词: GeneticsBiologyQuantitative trait locusPlant breedingPopulationGenetic architectureSingle-nucleotide polymorphismPopulation stratificationAssociation mappingBreeding program

摘要: Association mapping (AM) is a powerful approach to dissect the genetic architecture of quantitative traits. The main goal our study was empirically compare several statistical methods AM using data an elite maize breeding program with respect QTL detection power and possibility correct for population stratification. These models were based on inclusion cofactors (Model A), effect B), SNP effects nested within populations C). A total 930 testcross progenies field-evaluated grain yield moisture in multi-location trials fingerprinted 425 markers. For yield, stratification effectively controlled by Model A. high ratio variance among versus populations, B should be applied order avoid potential false positives. C revealed large differences allele substitution trait-associated SNPs across multiple plant populations. This heterogeneous have severe impact genomic selection studies, where are often assumed independent background.

参考文章(46)
Zhao-Bang Zeng, Precision mapping of quantitative trait loci. Genetics. ,vol. 136, pp. 1457- 1468 ,(1994) , 10.1093/GENETICS/136.4.1457
T. H. E. Meuwissen, M. E. Goddard, B. J. Hayes, Prediction of Total Genetic Value Using Genome-Wide Dense Marker Maps Genetics. ,vol. 157, pp. 1819- 1829 ,(2001) , 10.1093/GENETICS/157.4.1819
Richard Frankham, Introduction to quantitative genetics (4th edn) Trends in Genetics. ,vol. 12, pp. 280- ,(1996) , 10.1016/0168-9525(96)81458-2
Jochen C. Reif, Sonia Hamrit, Martin Heckenberger, Wolfgang Schipprack, Hans Peter Maurer, Martin Bohn, Albrecht E. Melchinger, Trends in genetic diversity among European maize cultivars and their parental components during the past 50 years Theoretical and Applied Genetics. ,vol. 111, pp. 838- 845 ,(2005) , 10.1007/S00122-005-0004-5
Jochen C. Reif, Wenxin Liu, Manje Gowda, Hans Peter Maurer, Jens Möhring, Sandra Fischer, Axel Schechert, Tobias Würschum, Genetic basis of agronomically important traits in sugar beet (Beta vulgaris L.) investigated with joint linkage association mapping. Theoretical and Applied Genetics. ,vol. 121, pp. 1489- 1499 ,(2010) , 10.1007/S00122-010-1405-7
D. Habier, R. L. Fernando, J. C. M. Dekkers, The Impact of Genetic Relationship Information on Genome-Assisted Breeding Values Genetics. ,vol. 177, pp. 2389- 2397 ,(2007) , 10.1534/GENETICS.107.081190
Delphine Van Inghelandt, Jochen C. Reif, Baldev S. Dhillon, Pascal Flament, Albrecht E. Melchinger, Extent and genome-wide distribution of linkage disequilibrium in commercial maize germplasm. Theoretical and Applied Genetics. ,vol. 123, pp. 11- 20 ,(2011) , 10.1007/S00122-011-1562-3
Rex Bernardo, Jianming Yu, Prospects for genomewide selection for quantitative traits in maize Crop Science. ,vol. 47, pp. 1082- 1090 ,(2007) , 10.2135/CROPSCI2006.11.0690