Association analysis of salt tolerance in cowpea (Vigna unguiculata (L.) Walp) at germination and seedling stages

被引:36
作者
Ravelombola, Waltram [1 ]
Shi, Ainong [1 ]
Weng, Yuejin [1 ]
Mou, Beiquan [2 ]
Motes, Dennis [3 ]
Clark, John [1 ]
Chen, Pengyin [4 ]
Srivastava, Vibha [5 ]
Qin, Jun [1 ]
Dong, Lingdi [1 ]
Yang, Wei [1 ]
Bhattarai, Gehendra [1 ]
Sugihara, Yuichi [1 ]
机构
[1] Univ Arkansas, Dept Hort, Fayetteville, AR 72701 USA
[2] ARS, Crop Improvement & Protect Res Unit, USDA, 1636 E Alisal St, Salinas, CA 93905 USA
[3] Univ Arkansas, Vegetable Res Ctr, Alma, AR 72921 USA
[4] Univ Missouri, Coll Agr Food & Nat Resources, Fisher Delta Res Ctr, POB 160,147 State Highway T, Portageville, MO 63873 USA
[5] Univ Arkansas, Dept Crop Soil & Environm Sci, Fayetteville, AR 72701 USA
关键词
BACTERIAL-BLIGHT RESISTANCE; MARKER-ASSISTED SELECTION; POPULATION-STRUCTURE; VEGETATIVE GROWTH; MAPPING QTLS; SALINITY; STRESS; TOMATO; TRAIT; IDENTIFICATION;
D O I
10.1007/s00122-017-2987-0
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
This is the first report on association analysis of salt tolerance and identification of SNP markers associated with salt tolerance in cowpea. Cowpea (Vigna unguiculata (L.) Walp) is one of the most important cultivated legumes in Africa. The worldwide annual production in cowpea dry seed is 5.4 million metric tons. However, cowpea is unfavorably affected by salinity stress at germination and seedling stages, which is exacerbated by the effects of climate change. The lack of knowledge on the genetic underlying salt tolerance in cowpea limits the establishment of a breeding strategy for developing salt-tolerant cowpea cultivars. The objectives of this study were to conduct association mapping for salt tolerance at germination and seedling stages and to identify SNP markers associated with salt tolerance in cowpea. We analyzed the salt tolerance index of 116 and 155 cowpea accessions at germination and seedling stages, respectively. A total of 1049 SNPs postulated from genotyping-by-sequencing were used for association analysis. Population structure was inferred using Structure 2.3.4; K optimal was determined using Structure Harvester. TASSEL 5, GAPIT, and FarmCPU involving three models such as single marker regression, general linear model, and mixed linear model were used for the association study. Substantial variation in salt tolerance index for germination rate, plant height reduction, fresh and dry shoot biomass reduction, foliar leaf injury, and inhibition of the first trifoliate leaf was observed. The cowpea accessions were structured into two subpopulations. Three SNPs, Scaffold87490_622, Scaffold87490_630, and C35017374_128 were highly associated with salt tolerance at germination stage. Seven SNPs, Scaffold93827_270, Scaffold68489_600, Scaffold87490_633, Scaffold87490_640, Scaffold82042_3387, C35069468_1916, and Scaffold93942_1089 were found to be associated with salt tolerance at seedling stage. The SNP markers were consistent across the three models and could be used as a tool to select salt-tolerant lines for breeding improved cowpea tolerance to salinity.
引用
收藏
页码:79 / 91
页数:13
相关论文
共 58 条
[1]  
Abeer H, 2015, LEGUME RES, V38, P579
[2]   Identification of markers associated with bacterial blight resistance loci in cowpea [Vigna unguiculata (L.) Walp.] [J].
Agbicodo, E. M. ;
Fatokun, C. A. ;
Bandyopadhyay, R. ;
Wydra, K. ;
Diop, N. N. ;
Muchero, W. ;
Ehlers, J. D. ;
Roberts, P. A. ;
Close, T. J. ;
Visser, R. G. F. ;
van der Linden, C. G. .
EUPHYTICA, 2010, 175 (02) :215-226
[3]  
[Anonymous], 2012, CONSERVATION GENETICS RESOURCES, DOI [DOI 10.1007/S12686-011-9548-7, 10.1007/s12686-011-9548-7]
[4]  
[Anonymous], 1992, P INT S AD VEG OTH F
[5]   Genome Wide Association Mapping of Sclerotinia sclerotiorum Resistance in Soybean with a Genotyping-by-Sequencing Approach [J].
Bastien, Maxime ;
Sonah, Humira ;
Belzile, Francois .
PLANT GENOME, 2014, 7 (01)
[6]  
Ben-Hayyim G, 2007, RECENT ADV BREEDING, P627, DOI 10.1007/978-1-4020-5578-2_25
[7]   TASSEL: software for association mapping of complex traits in diverse samples [J].
Bradbury, Peter J. ;
Zhang, Zhiwu ;
Kroon, Dallas E. ;
Casstevens, Terry M. ;
Ramdoss, Yogesh ;
Buckler, Edward S. .
BIOINFORMATICS, 2007, 23 (19) :2633-2635
[8]   Marker-assisted selection: an approach for precision plant breeding in the twenty-first century [J].
Collard, Bertrand C. Y. ;
Mackill, David J. .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2008, 363 (1491) :557-572
[9]  
Egbadzor K. F., 2013, International Journal of Plant Breeding and Genetics, V7, P115, DOI 10.3923/ijpbg.2013.115.123
[10]   Diversity in 113 cowpea [Vigna unguiculata (L) Walp] accessions assessed with 458 SNP markers [J].
Egbadzor, Kenneth F. ;
Ofori, Kwadwo ;
Yeboah, Martin ;
Aboagye, Lawrence M. ;
Opoku-Agyeman, Michael O. ;
Danquah, Eric Y. ;
Offei, Samuel K. .
SPRINGERPLUS, 2014, 3