TY - JOUR
T1 - Genome-wide association of drought-related and biomass traits with HapMap SNPs in Medicago truncatula
AU - Kang, Yun
AU - Sakiroglu, Muhammet
AU - Krom, Nicholas
AU - Stanton-Geddes, John
AU - Wang, Mingyi
AU - Lee, Yi Ching
AU - Young, Nevin D.
AU - Udvardi, Michael
N1 - Publisher Copyright:
& Sons Ltd.
Copyright:
Copyright 2015 Elsevier B.V., All rights reserved.
PY - 2015/10/1
Y1 - 2015/10/1
N2 - Improving drought tolerance of crop plants is a major goal of plant breeders. In this study, we characterized biomass and drought-related traits of 220 Medicago truncatulaHapMap accessions. Characterized traits included shoot biomass, maximum leaf size, specific leaf weight, stomatal density, trichome density and shoot carbon-13 isotope discrimination (δ13C) of well-watered M.truncatula plants, and leaf performance in vitro under dehydration stress. Genome-wide association analyses were carried out using the general linear model (GLM), the standard mixed linear model (MLM) and compressed MLM (CMLM) in TASSEL, which revealed significant overestimation of P-values by CMLM. For each trait, candidate genes and chromosome regions containing SNP markers were found that are in significant association with the trait. For plant biomass, a 0.5 Mbp region on chromosome 2 harbouring a plasma membrane intrinsic protein, PIP2, was discovered that could potentially be targeted to increase dry matter yield. A protein disulfide isomerase-like protein was found to be tightly associated with both shoot biomass and leaf size. A glutamate-cysteine ligase and an aldehyde dehydrogenase family protein with Arabidopsis homologs strongly expressed in the guard cells were two of the top genes identified by stomata density genome-wide association studies analysis.
AB - Improving drought tolerance of crop plants is a major goal of plant breeders. In this study, we characterized biomass and drought-related traits of 220 Medicago truncatulaHapMap accessions. Characterized traits included shoot biomass, maximum leaf size, specific leaf weight, stomatal density, trichome density and shoot carbon-13 isotope discrimination (δ13C) of well-watered M.truncatula plants, and leaf performance in vitro under dehydration stress. Genome-wide association analyses were carried out using the general linear model (GLM), the standard mixed linear model (MLM) and compressed MLM (CMLM) in TASSEL, which revealed significant overestimation of P-values by CMLM. For each trait, candidate genes and chromosome regions containing SNP markers were found that are in significant association with the trait. For plant biomass, a 0.5 Mbp region on chromosome 2 harbouring a plasma membrane intrinsic protein, PIP2, was discovered that could potentially be targeted to increase dry matter yield. A protein disulfide isomerase-like protein was found to be tightly associated with both shoot biomass and leaf size. A glutamate-cysteine ligase and an aldehyde dehydrogenase family protein with Arabidopsis homologs strongly expressed in the guard cells were two of the top genes identified by stomata density genome-wide association studies analysis.
KW - Biomass
KW - Compressed mixed linear model
KW - Drought
KW - GWAS
KW - Medicago truncatula
KW - Single nucleotide polymorphisms
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U2 - 10.1111/pce.12520
DO - 10.1111/pce.12520
M3 - Article
C2 - 25707512
AN - SCOPUS:84941880820
SN - 0140-7791
VL - 38
SP - 1997
EP - 2011
JO - Plant, Cell and Environment
JF - Plant, Cell and Environment
IS - 10
ER -