Genetic Diversity, Population Structure and Marker-Trait Association for 100-Seed Weight in International Safflower Panel Using SilicoDArT Marker Information

被引:21
|
作者
Ali, Fawad
Nadeem, Muhammad Azhar
Barut, Muzaffer
Habyarimana, Ephrem
Chaudhary, Hassan Javed
Khalil, Iftikhar Hussain
Alsaleh, Ahmad
Hatipoglu, Rustu
Karakoy, Tolga
Kurt, Cemal
Aasim, Muhammad
Sameeullah, Muhammad
Ludidi, Ndiko
Yang, Seung Hwan
Chung, Gyuhwa
Baloch, Faheem Shehzad
机构
[1] Department of Plant Sciences, Quaid-I-Azam University, Islamabad
[2] Department of Field Crops, Faculty of Agriculture and Natural Science, Bolu Abant Izzet Baysal University, Bolu
[3] Faculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas
[4] Department of Field Crops, Faculty of Agriculture, Çukurova University, Adana
[5] CREA Research Center for Cereal and Industrial Crops, Bologna
[6] Department of Plant Breeding and Genetics, The University of Agriculture, Peshawar
[7] Science and Technology Application and Research Center (BİLTEM), Yozgat Bozok University, Yozgat
[8] Department of Biotechnology and Center of Excellence in Food Security, University of the Western Cape, Robert Sobukwe Road, Bellville
[9] Department of Biotechnology, Chonnam National University, Chonnam
来源
PLANTS-BASEL | 2020年 / 9卷 / 05期
关键词
Carthamus tinctorius; genotyping by sequencing; germplasm characterization; GWAS; oilseed crop; CARTHAMUS-TINCTORIUS L; MOLECULAR MARKERS; ACCESSIONS; COLLECTION; AFLP; ASTERACEAE; LANDRACES; SOFTWARE; CLUSTERS; CENTERS;
D O I
10.3390/plants9050652
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Safflower is an important oilseed crop mainly grown in the arid and semi-arid regions of the world. The aim of this study was to explore phenotypic and genetic diversity, population structure, and marker-trait association for 100-seed weight in 94 safflower accessions originating from 26 countries using silicoDArT markers. Analysis of variance revealed statistically significant genotypic effects (p< 0.01), while Turkey samples resulted in higher 100-seed weight compared to Pakistan samples. A Constellation plot divided the studied germplasm into two populations on the basis of their 100-seed weight. Various mean genetic diversity parameters including observed number of alleles (1.99), effective number of alleles (1.54), Shannon's information index (0.48), expected heterozygosity (0.32), and unbiased expected heterozygosity (0.32) for the entire population exhibited sufficient genetic diversity using 12232 silicoDArT markers. Analysis of molecular variance (AMOVA) revealed that most of the variations (91%) in world safflower panel are due to differences within country groups. A model-based structure grouped the 94 safflower accessions into populations A, B, C and an admixture population upon membership coefficient. Neighbor joining analysis grouped the safflower accessions into two populations (A and B). Principal coordinate analysis (PCoA) also clustered the safflower accessions on the basis of geographical origin. Three accessions; Egypt-5, Egypt-2, and India-2 revealed the highest genetic distance and hence might be recommended as candidate parental lines for safflower breeding programs. The mixed linear model i.e., the Q + K model, demonstrated that two DArTseq markers (DArT-45483051 and DArT-15672391) had significant association (p< 0.01) for 100-seed weight. We envisage that identified DArTseq markers associated with 100-seed weight will be helpful to develop high-yielding cultivars of safflower through marker-assisted breeding in the near future.
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页数:19
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