Genetic Diversity of a Maize Association Population with Restricted Phenology

Association analysis to identify genes and alleles underlying quantitative genetic variation is growing in value as the density of genotypic data increases. Association panels are often chosen to maximize molecular and phenotypic diversity, but traits measured at harvest require restricted phenology to obtain data on plants that mature within a comparable interval. The objective of this study was to characterize a set of inbred lines that will mature reliably in the upper midwestern United States for the purpose of assessing traits relevant to grain and stover yield as well as stover quality. A total of 1411 lines from the North Central Regional Plant Introduction Station, our program, and contributed by collaborators were grown in observation plots. A set of 627 lines were chosen based on flowering within the desired interval, production of viable seed, agronomic suitability, uniformity, and pedigree information. Flowering time ranged from 944 to 1645 growing degree days (GDD). Genotypic data for the 627 lines was obtained using a 1536 Illumina Golden-Gate assay. The panel offers deep replication of most Midwest dent alleles. There is a lesser representation of tropical alleles relative to other association panels but includes some Germplasm Enhancement of Maize (GEM)-derived lines and early flowering lines of tropical origin. The information described in this manuscript is anticipated to facilitate the use of this material for association genetic studies.

[1]  S. Kresovich,et al.  Sweet Sorghum Genetic Diversity and Association Mapping for Brix and Height , 2009 .

[2]  M. Warburton,et al.  RETRACTED ARTICLE: An analysis of population structure and linkage disequilibrium using multilocus data in 187 maize inbred lines , 2007, Molecular Breeding.

[3]  T. Rocheford,et al.  Dissection of Maize Kernel Composition and Starch Production by Candidate Gene Association , 2004, The Plant Cell Online.

[4]  Roberto Tuberosa,et al.  Conserved noncoding genomic sequences associated with a flowering-time quantitative trait locus in maize , 2007, Proceedings of the National Academy of Sciences.

[5]  A. Melchinger,et al.  Validation of Dwarf8 polymorphisms associated with flowering time in elite European inbred lines of maize (Zea mays L.) , 2005, Theoretical and Applied Genetics.

[6]  Edward S. Buckler,et al.  TASSEL: software for association mapping of complex traits in diverse samples , 2007, Bioinform..

[7]  M. Gore,et al.  Status and Prospects of Association Mapping in Plants , 2008 .

[8]  C. E. Terrill,et al.  Systematic procedures for calculating inbreeding coefficients. , 1949, The Journal of heredity.

[9]  H. Piepho,et al.  Association mapping reveals gene action and interactions in the determination of flowering time in barley , 2008, Theoretical and Applied Genetics.

[10]  P. Donnelly,et al.  Inference of population structure using multilocus genotype data. , 2000, Genetics.

[11]  P. McClean,et al.  Association mapping of iron deficiency chlorosis loci in soybean (Glycine max L. Merr.) advanced breeding lines , 2008, Theoretical and Applied Genetics.

[12]  Keyan Zhao,et al.  An Arabidopsis Example of Association Mapping in Structured Samples , 2006, PLoS genetics.

[13]  M. Bohn,et al.  Genetic Characterization of CIMMYT Inbred Maize Lines and Open Pollinated Populations Using Large Scale Fingerprinting Methods , 2002 .

[14]  J. Dudley,et al.  Evolution of North American Dent Corn from Public to Proprietary Germplasm , 2006 .

[15]  Jianbing Yan,et al.  Genetic Characterization and Linkage Disequilibrium Estimation of a Global Maize Collection Using SNP Markers , 2009, PloS one.

[16]  S. Tingey,et al.  Whole genome scan detects an allelic variant of fad2 associated with increased oleic acid levels in maize , 2007, Molecular Genetics and Genomics.

[17]  M. Sorrells,et al.  Association Mapping of Kernel Size and Milling Quality in Wheat (Triticum aestivum L.) Cultivars , 2006, Genetics.

[18]  C. Giauffret,et al.  Fine Mapping and Haplotype Structure Analysis of a Major Flowering Time Quantitative Trait Locus on Maize Chromosome 10 , 2009, Genetics.

[19]  E. Buckler,et al.  Structure of linkage disequilibrium in plants. , 2003, Annual review of plant biology.

[20]  C. F. Konzak,et al.  A Proposed Standard Method for Illustrating Pedigrees of Small Grain Varieties1 , 1968 .

[21]  John Doebley,et al.  Maize association population: a high-resolution platform for quantitative trait locus dissection. , 2005, The Plant journal : for cell and molecular biology.

[22]  J. Reif,et al.  Genetic Diversity Determined within and among CIMMYT Maize Populations of Tropical, Subtropical, and Temperate Germplasm by SSR Markers , 2004 .

[23]  M. McMullen,et al.  Association analysis of candidate genes for maysin and chlorogenic acid accumulation in maize silks , 2005, Theoretical and Applied Genetics.

[24]  Xianming Wei,et al.  Associations between DNA markers and resistance to diseases in sugarcane and effects of population substructure , 2006, Theoretical and Applied Genetics.

[25]  S. Muse,et al.  Genetic structure and diversity among maize inbred lines as inferred from DNA microsatellites. , 2003, Genetics.

[26]  J. Veyrieras,et al.  Maize Adaptation to Temperate Climate: Relationship Between Population Structure and Polymorphism in the Dwarf8 Gene , 2006, Genetics.

[27]  Keyan Zhao,et al.  Genome-Wide Association Mapping in Arabidopsis Identifies Previously Known Flowering Time and Pathogen Resistance Genes , 2005, PLoS genetics.

[28]  L. Pollak The History and Success of the public–private project on germplasm enhancement of maize (GEM) , 2003 .

[29]  F. Eeuwijk,et al.  Linkage Disequilibrium Mapping of Morphological, Resistance, and Other Agronomically Relevant Traits in Modern Spring Barley Cultivars , 2005, Molecular Breeding.

[30]  M. Purugganan,et al.  Molecular evidence on the origin and evolution of glutinous rice. , 2002, Genetics.

[31]  M. Reynolds,et al.  Association Analysis of Historical Bread Wheat Germplasm Using Additive Genetic Covariance of Relatives and Population Structure , 2007, Genetics.

[32]  M. McMullen,et al.  Genomic Screening for Artificial Selection during Domestication and Improvement in Maize , 2007, Annals of botany.

[33]  Kevin L. Gunderson,et al.  Highly parallel genomic assays , 2006, Nature Reviews Genetics.

[34]  T. Rocheford,et al.  Natural variation in maize architecture is mediated by allelic differences at the PINOID co-ortholog barren inflorescence2. , 2009, The Plant journal : for cell and molecular biology.

[35]  M. Purugganan,et al.  The Genetic Architecture of Shoot Branching in Arabidopsis thaliana: A Comparative Assessment of Candidate Gene Associations vs. Quantitative Trait Locus Mapping , 2007, Genetics.

[36]  J. Bennetzen,et al.  Assessment of genetic diversity in dent and popcorn (Zea mays L.) inbred lines using inter-simple sequence repeat (ISSR) amplification , 1995, Molecular Breeding.

[37]  R. Bernardo,et al.  RFLP-based estimates of parental contribution to F2- and BC1-derived maize inbreds , 1997, Theoretical and Applied Genetics.

[38]  M. Purugganan,et al.  Linkage Disequilibrium Mapping of Arabidopsis CRY2 Flowering Time Alleles Sequence data from this article have been deposited with the EMBL/GenBank Data Libraries under accession nos. AY576055, AY576271. , 2004, Genetics.

[39]  D. Botstein,et al.  Construction of a genetic linkage map in man using restriction fragment length polymorphisms. , 1980, American journal of human genetics.

[40]  Jianbing Yan,et al.  Natural Genetic Variation in Lycopene Epsilon Cyclase Tapped for Maize Biofortification , 2008, Science.

[41]  Yu Li,et al.  Population structure and linkage disequilibrium of a mini core set of maize inbred lines in China , 2008, Theoretical and Applied Genetics.

[42]  William L. Rooney,et al.  Community Resources and Strategies for Association Mapping in Sorghum , 2008 .

[43]  R. Jorgensen,et al.  Ribosomal DNA spacer-length polymorphisms in barley: mendelian inheritance, chromosomal location, and population dynamics. , 1984, Proceedings of the National Academy of Sciences of the United States of America.

[44]  M. McMullen,et al.  Genetic Properties of the Maize Nested Association Mapping Population , 2009, Science.

[45]  M. McMullen,et al.  A unified mixed-model method for association mapping that accounts for multiple levels of relatedness , 2006, Nature Genetics.

[46]  Kejun Liu,et al.  PowerMarker: an integrated analysis environment for genetic marker analysis , 2005, Bioinform..

[47]  H. Corke,et al.  Microsatellites, single nucleotide polymorphisms and a sequence tagged site in starch-synthesizing genes in relation to starch physicochemical properties in nonwaxy rice (Oryza sativa L.) , 2006, Theoretical and Applied Genetics.

[48]  M. Mikel Availability and Analysis of Proprietary Dent Corn Inbred Lines with Expired U.S. Plant Variety Protection , 2006 .

[49]  Zhiwu Zhang,et al.  Association Mapping: Critical Considerations Shift from Genotyping to Experimental Design , 2009, The Plant Cell Online.

[50]  Edward S. Buckler,et al.  Dwarf8 polymorphisms associate with variation in flowering time , 2001, Nature Genetics.

[51]  M. Kim,et al.  Association analysis using SSR markers to find QTL for seed protein content in soybean , 2008, Euphytica.

[52]  G. Eizenga,et al.  Association mapping of yield and its components in rice cultivars , 2007, Molecular Breeding.

[53]  J. Veyrieras,et al.  Key Impact of Vgt1 on Flowering Time Adaptation in Maize: Evidence From Association Mapping and Ecogeographical Information , 2008, Genetics.

[54]  Shirong Zhang,et al.  A phenylalanine in DGAT is a key determinant of oil content and composition in maize , 2008, Nature Genetics.