Vol.:(0123456789) 1 3
Theor Appl Genet (2017) 130:2203–2217
DOI 10.1007/s00122-017-2951-z
ORIGINAL ARTICLE
Genome‑wide association mapping of canopy wilting in diverse
soybean genotypes
Avjinder S. Kaler
1
· Jefery D. Ray
2
· William T. Schapaugh
3
· C. Andy King
1
·
Larry C. Purcell
1
Received: 11 April 2017 / Accepted: 10 July 2017 / Published online: 20 July 2017
© Springer-Verlag GmbH Germany 2017
group (MG) IV soybean genotypes was grown in four envi-
ronments to evaluate canopy wilting. Statistical analysis
of phenotype indicated wide variation for the trait, with
signiicant efects of genotype (G), environment (E), and
G × E interaction. Over 42,000 SNP markers were obtained
from the Illumina Ininium SoySNP50K iSelect SNP Bead-
chip. After iltration for quality control, 31,260 SNPs with
a minor allele frequency (MAF) ≥5% were used for asso-
ciation mapping using the Fixed and random model Cir-
culating Probability Uniication (FarmCPU) model. There
were 61 environment-speciic signiicant SNP-canopy wilt-
ing associations, and 21 SNPs that associated with canopy
wilting in more than one environment. There were 34 sig-
niicant SNPs associated with canopy wilting when aver-
aged across environments. Together, these SNPs tagged
23 putative loci associated with canopy wilting. Six of the
putative loci were located within previously reported chro-
mosomal regions that were associated with canopy wilt-
ing through bi-parental mapping. Several signiicant SNPs
were located within a gene or very close to genes that had
a reported biological connection to transpiration or water
transport. Favorable alleles from signiicant SNPs may be
an important resource for pyramiding genes to improve
drought tolerance and for identifying parental genotypes
for use in breeding programs.
Introduction
Soybean [Glycine max (L.) Merr.] is among the most widely
grown crops in the world and is valuable because of its high
oil and protein concentrations. The United States is the lead-
ing soybean-producing country, followed by Brazil, Argen-
tina, and China (USDA-FAS 2016). Over the last 60 years,
there has been an increasing trend in soybean yield in the
Abstract
Key message Genome‑wide association analysis iden‑
tiied 61 SNP markers for canopy wilting, which likely
tagged 51 diferent loci. Based on the allelic efects of the
signiicant SNPs, the slowest and fastest wilting geno‑
types were identiied.
Abstract Drought stress is a major global constraint for
crop production, and slow canopy wilting is a promis-
ing trait for improving drought tolerance. The objective
of this study was to identify genetic loci associated with
canopy wilting and to conirm those loci with previously
reported canopy wilting QTLs. A panel of 373 maturity
Communicated by Volker Hahn.
Electronic supplementary material The online version of this
article (doi:10.1007/s00122-017-2951-z) contains supplementary
material, which is available to authorized users.
* Larry C. Purcell
lpurcell@uark.edu
Avjinder S. Kaler
askaler@uark.edu
Jefery D. Ray
jef.ray@ars.usda.gov
William T. Schapaugh
wts@ksu.edu
C. Andy King
chking@uark.edu
1
Department of Crop, Soil, and Environmental Sciences,
University of Arkansas, Fayetteville, AR 72704, USA
2
Crop Genetics Research Unit, USDA-ARS, 141 Experimental
Station Road, Stoneville, MS 38776, USA
3
Department of Agronomy, Kansas State University,
Manhattan, KS 66506, USA