Molecular-Marker-Facilitated Investigations of Quantitative-Trait Loci in Maize. I. Numbers, Genomic Distribution and Types of Gene Action

1 United States Department of Agriculture, Agricultural Research Service, and Genetics Department, North Carolina State University, Raleigh, North Carolina 27695-7614

Individual genetic factors which underlie variation in quantitative traits of maize were investigated in each of two F2 populations by examining the mean trait expressions of genotypic classes at each of 17–20 segregating marker loci. It was demonstrated that the trait expression of marker locus classes could be interpreted in terms of genetic behavior at linked quantitative trait loci (QTLs). For each of 82 traits evaluated, QTLs were detected and located to genomic sites. The numbers of detected factors varied according to trait, with the average trait significantly influenced by almost two-thirds of the marked genomic sites. Most of the detected associations between marker loci and quantitative traits were highly significant, and could have been detected with fewer than the 1800–1900 plants evaluated in each population. The cumulative, simple effects of marker-linked regions of the genome explained between 8 and 40% of the phenotypic variation for a subset of 25 traits evaluated. Single marker loci accounted for between 0.3% and 16% of the phenotypic variation of traits. Individual plant heterozygosity, as measured by marker loci, was significantly associated with variation in many traits. The apparent types of gene action at the QTLs varied both among traits and between loci for given traits, although overdominance appeared frequently, especially for yield-related traits. The prevalence of apparent overdominance may reflect the effects of multiple QTLs within individual marker-linked regions, a situation which would tend to result in overestimation of dominance. Digenic epistasis did not appear to be important in determining the expression of the quantitative traits evaluated. Examination of the effects of marked regions on the expression of pairs of traits suggests that genomic regions vary in the direction and magnitudes of their effects on trait correlations, perhaps providing a means of selecting to dissociate some correlated traits. Marker-facilitated investigations appear to provide a powerful means of examining aspects of the genetic control of quantitative traits. Modifications of the methods employed herein will allow examination of the stability of individual gene effects in varying genetic backgrounds and environments.

Submitted on August 9, 1986
Accepted on January 26, 1987




This article has been cited by other articles:


Home page
Plant Physiol.Home page
S. P. Moose and R. H. Mumm
Molecular Plant Breeding as the Foundation for 21st Century Crop Improvement
Plant Physiology, July 1, 2008; 147(3): 969 - 977.
[Full Text] [PDF]


Home page
GeneticsHome page
A. E. Melchinger, H. F. Utz, H.-P. Piepho, Z.-B. Zeng, and C. C. Schon
The Role of Epistasis in the Manifestation of Heterosis: A Systems-Oriented Approach
Genetics, November 1, 2007; 177(3): 1815 - 1825.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
W. H. Briggs, M. D. McMullen, B. S. Gaut, and J. Doebley
Linkage Mapping of Domestication Loci in a Large Maize Teosinte Backcross Resource
Genetics, November 1, 2007; 177(3): 1915 - 1928.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
E. Frascaroli, M. A. Cane, P. Landi, G. Pea, L. Gianfranceschi, M. Villa, M. Morgante, and M. E. Pe
Classical Genetic and Quantitative Trait Loci Analyses of Heterosis in a Maize Hybrid Between Two Elite Inbred Lines
Genetics, May 1, 2007; 176(1): 625 - 644.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
P. Dhungana, K. M. Eskridge, P. S. Baenziger, B. T. Campbell, K. S. Gill, and I. Dweikat
Analysis of Genotype-by-Environment Interaction in Wheat Using a Structural Equation Model and Chromosome Substitution Lines
Crop Sci., March 1, 2007; 47(2): 477 - 484.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
P. Ynturi, J. N. Jenkins, J. C. McCarty Jr., O. A. Gutierrez, and S. Saha
Association of Root-Knot Nematode Resistance Genes with Simple Sequence Repeat Markers on Two Chromosomes in Cotton
Crop Sci., November 21, 2006; 46(6): 2670 - 2674.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
R. L. Phillips
Genetic Tools from Nature and the Nature of Genetic Tools
Crop Sci., September 8, 2006; 46(5): 2245 - 2252.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
L. A. Robertson-Hoyt, M. P. Jines, P. J. Balint-Kurti, C. E. Kleinschmidt, D. G. White, G. A. Payne, C. M. Maragos, T. L. Molnar, and J. B. Holland
QTL Mapping for Fusarium Ear Rot and Fumonisin Contamination Resistance in Two Maize Populations
Crop Sci., June 20, 2006; 46(4): 1734 - 1743.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
B. Roman-Aviles and J. D. Kelly
Identification of Quantitative Trait Loci Conditioning Resistance to Fusarium Root Rot in Common Bean
Crop Sci., August 1, 2005; 45(5): 1881 - 1890.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
N. de Leon, J. G. Coors, and S. M. Kaeppler
Genetic Control of Prolificacy and Related Traits in the Golden Glow Maize Population: II. Genotypic Analysis
Crop Sci., May 27, 2005; 45(4): 1370 - 1378.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
K. Liu, M. Goodman, S. Muse, J. S. Smith, E. Buckler, and J. Doebley
Genetic Structure and Diversity Among Maize Inbred Lines as Inferred From DNA Microsatellites
Genetics, December 1, 2003; 165(4): 2117 - 2128.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
K. D. Jermstad, D. L. Bassoni, K. S. Jech, G. A. Ritchie, N. C. Wheeler, and D. B. Neale
Mapping of Quantitative Trait Loci Controlling Adaptive Traits in Coastal Douglas Fir. III. Quantitative Trait Loci-by-Environment Interactions
Genetics, November 1, 2003; 165(3): 1489 - 1506.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
B. T. Campbell, P. S. Baenziger, K. S. Gill, K. M. Eskridge, H. Budak, M. Erayman, I. Dweikat, and Y. Yen
Identification of QTLs and Environmental Interactions Associated with Agronomic Traits on Chromosome 3A of Wheat
Crop Sci., July 1, 2003; 43(4): 1493 - 1505.
[Abstract] [Full Text] [PDF]


Home page
Proc. Natl. Acad. Sci. USAHome page
J. Hua, Y. Xing, W. Wu, C. Xu, X. Sun, S. Yu, and Q. Zhang
Single-locus heterotic effects and dominance by dominance interactions can adequately explain the genetic basis of heterosis in an elite rice hybrid
PNAS, March 4, 2003; 100(5): 2574 - 2579.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
J.-L. Jannink
Selection Dynamics and Limits under Additive x Additive Epistatic Gene Action
Crop Sci., March 1, 2003; 43(2): 489 - 497.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
S. Xu
Estimating Polygenic Effects Using Markers of the Entire Genome
Genetics, February 1, 2003; 163(2): 789 - 801.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
A. J. Leon, F. H. Andrade, and M. Lee
Genetic Analysis of Seed-Oil Concentration across Generations and Environments in Sunflower
Crop Sci., January 1, 2003; 43(1): 135 - 140.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
J. P. Hua, Y. Z. Xing, C. G. Xu, X. L. Sun, S. B. Yu, and Q. Zhang
Genetic Dissection of an Elite Rice Hybrid Revealed That Heterozygotes Are Not Always Advantageous for Performance
Genetics, December 1, 2002; 162(4): 1885 - 1895.
[Abstract] [Full Text] [PDF]


Home page
Crop Sci.Home page
P. Yue, D. A. Sleper, and P. R. Arelli
Mapping Resistance to Multiple Races of Heterodera glycines in Soybean PI 89772
Crop Sci., September 1, 2001; 41(5): 1589 - 1595.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
B. Bost, D. de Vienne, F. Hospital, L. Moreau, and C. Dillmann
Genetic and Nongenetic Bases for the L-Shaped Distribution of Quantitative Trait Loci Effects
Genetics, April 1, 2001; 157(4): 1773 - 1787.
[Abstract] [Full Text]


Home page
Crop Sci.Home page
D. J. Brouwer, S. H. Duke, and T. C. Osborn
Mapping Genetic Factors Associated with Winter Hardiness, Fall Growth, and Freezing Injury in Autotetraploid Alfalfa
Crop Sci., September 1, 2000; 40(5): 1387 - 1396.
[Abstract] [Full Text]


Home page
Crop Sci.Home page
A.J. Leon, F.H. Andrade, and M. Lee
Genetic Mapping of Factors Affecting Quantitative Variation for Flowering in Sunflower
Crop Sci., March 1, 2000; 40(2): 404 - 407.
[Abstract] [Full Text]


Home page
GeneticsHome page
T. Yamamoto, H. Lin, T. Sasaki, and M. Yano
Identification of Heading Date Quantitative Trait Locus Hd6 and Characterization of Its Epistatic Interactions With Hd2 in Rice Using Advanced Backcross Progeny
Genetics, February 1, 2000; 154(2): 885 - 891.
[Abstract] [Full Text]


Home page
GeneticsHome page
B. Bost, C. Dillmann, and D. de Vienne
Fluxes and Metabolic Pools as Model Traits for Quantitative Genetics. I. The L-Shaped Distribution of Gene Effects
Genetics, December 1, 1999; 153(4): 2001 - 2012.
[Abstract] [Full Text]


Home page
Crop Sci.Home page
C. W. Stuber, M. Polacco, and M.L. Senior
Synergy of Empirical Breeding, Marker-Assisted Selection, and Genomics to Increase Crop Yield Potential
Crop Sci., November 1, 1999; 39(6): 1571 - 1583.
[Abstract] [Full Text]


Home page
Crop Sci.Home page
R. Bernardo
Marker-Assisted Best Linear Unbiased Prediction of Single-Cross Performance
Crop Sci., September 1, 1999; 39(5): 1277 - 1282.
[Abstract] [Full Text]


Home page
Crop Sci.Home page
G. Jung, P.W. Skroch, J. Nienhuis, D.P. Coyne, E. Arnaud-Santana, H.M. Ariyarathne, and J.M. Marita
Confirmation of QTL Associated with Common Bacterial Blight Resistance in Four Different Genetic Backgrounds in Common Bean
Crop Sci., September 1, 1999; 39(5): 1448 - 1455.
[Abstract] [Full Text]


Home page
GeneticsHome page
H. A. Orr
Testing Natural Selection vs. Genetic Drift in Phenotypic Evolution Using Quantitative Trait Locus Data
Genetics, August 1, 1998; 149(4): 2099 - 2104.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
C. Xie, D. D. G. Gessler, and S. Xu
Combining Different Line Crosses for Mapping Quantitative Trait Loci Using the Identical by Descent-Based Variance Component Method
Genetics, June 1, 1998; 149(2): 1139 - 1146.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
Empirical Nonparametric Bootstrap Strategies in Quantitative Trait Loci Mapping: Conditioning on the Genetic Model
Genetics, January 1, 1998; 148(1): 525 - 536.



Home page
Genome ResHome page
A H Paterson
Molecular dissection of quantitative traits: progress and prospects.
Genome Res., November 1, 1995; 5(4): 321 - 333.
[Abstract] [PDF]


Home page
J PsychopharmacolHome page
R. Plomin, G. E. McClearn, and G. Gora-Maslak
Quantitative trait loci and psychopharmacology
J Psychopharmacol, January 1, 1991; 5(1): 1 - 9.
[Abstract] [PDF]


Home page
J PsychopharmacolHome page
D. Goldman and M. R. Filling-Katz
Identifying genes determining trait differences in behavior and drug response: a comment on 'Quantitative trait loci and psychopharmacology'
J Psychopharmacol, January 1, 1991; 5(1): 11 - 17.
[Abstract] [PDF]


Home page
ScienceHome page
R Plomin
The role of inheritance in behavior
Science, April 13, 1990; 248(4952): 183 - 188.
[Abstract] [PDF]