QTL mapping to identify loci and candidate genes associated with freezing tolerance trait in Camelina sativa

被引:1
作者
Shaikh, T. M. [1 ]
Rahman, Mukhlesur [1 ]
Anderson, James, V [2 ]
Kandel, Jinita S. [2 ]
Roy, Jayant [1 ]
Vaughn, Justin [3 ]
Smith, Timothy [4 ]
Abernathy, Brian [5 ]
Ontano, Andrew [5 ]
Dobrin, Barbara [2 ]
Dorn, Kevin [6 ]
Horvath, David P. [2 ]
机构
[1] North Dakota State Univ, Fargo, ND USA
[2] ARS, USDA, Fargo, ND USA
[3] ARS, USDA, Athens, GA USA
[4] ARS, USDA, Clay Ctr, NE USA
[5] Univ Georgia, Athens, GA USA
[6] ARS, USDA, Ft Collins, CO USA
基金
美国农业部;
关键词
Freezing tolerance; QTL analysis; Camelina; COLD-ACCLIMATION; WINTER CAMELINA; SOWING DATE; SEED YIELD; TRANSCRIPTION; QUALITY; STRESS; DIVERSITY; RESPONSES; GENOTYPES;
D O I
10.1016/j.indcrop.2024.119562
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Lack of freezing tolerance is a major constraint for the production of agronomically important Brassica species, particularly in the Northern Great Plains (NGP) of the United States and Canada. However, within the Brassicaceae family, winter germplasm of camelina have shown excellent freezing tolerance and overwinter potential in the NGPs. Differences in freezing tolerance between a winter variety (Joelle) and a spring variety (C046) of camelina appear to be controlled by a small number of dominant or co-dominant genes. To unravel the genetic mechanisms for the differences in freezing tolerance, 254 Recombinant Inbred Lines (RILs) were developed using reciprocal crosses between these two camelina varieties. The RIL population was phenotyped at the F7 stage for freezing tolerance under controlled conditions and genotyped by whole-genome skim sequencing. A one-way ANOVA test revealed a significant (P < 0.001) difference exists among the RILs for freezing tolerance. A significant and strong correlation (r = 0.60, P < 0.001) was also observed between freezing tolerance and flowering time, indicating that regulation of flowering time might also influence freezing tolerance in camelina. A de novo linkage map was constructed using 4507 SNP markers covering a total of 1208.5 cM map distance with an average of 0.3 cM distances between the markers, which formed 20 linkage groups representing the 20 chromosomes (Chr) of C. sativa. The QTL analyses using three different programs revealed significant loci on Chr 8, 11, 13, 16 and 18 with LOD threshold value of over 3.5 for freezing tolerance. The QTL peaks with the greatest LOD values of 20.7 and 26.8 were observed at Chr 8 and Chr 13 and accounted for 18.3 % and 25.3 % of the phenotypic variation respectively. A total of 3369 annotated camelina genes were identified within +/- 50 Kb from the consensus QTL intervals generated from the output of the three mapping programs. Among them, 125 were transcription factors including twelve MIKC_MADS on Chr 8, 11, 13, 16 and 18 and two that annotate as the floral regulators FLOWERING LOCUS C (FLC) on Chr 8 and 13, an orthologue of MADS AFFECTING FLOWERING 3 and 4 (MAF4 and MAF3) of arabidopsis on Chr18, and an orthologue of SHORT VEGETATIVE PHASE (SVP) on Chr 16. Although many of the candidate genes identified near the freezing tolerance QTLs have previously been associated with flowering time, further studies are needed to help unravel how these genes impact freezing tolerance mechanisms and improve freezing tolerance in camelina and other Brassica crop species.
引用
收藏
页数:10
相关论文
共 78 条
[1]   Transcriptome profiling of Camelina sativa to identify genes involved in triacylglycerol biosynthesis and accumulation in the developing seeds [J].
Abdullah, Hesham M. ;
Akbari, Parisa ;
Paulose, Bibin ;
Schnell, Danny ;
Qi, Weipeng ;
Park, Yeonhwa ;
Pareek, Ashwani ;
Dhankher, Om Parkash .
BIOTECHNOLOGY FOR BIOFUELS, 2016, 9
[2]  
Anderson JV, 2008, WEED SCI, V56, P281, DOI 10.1614/0043-1745(2008)56[281:ETAOFW]2.0.CO
[3]  
2
[4]   Weed Pressure, Nutrient Content, and Seed Yield in Field Grown Sulfonylurea-Resistant Camelina sativa and Brassica napus [J].
Anderson, James, V ;
Bigger, Brant B. ;
Howatt, Kirk ;
Mettler, Joseph ;
Berti, Marisol T. .
AGRONOMY-BASEL, 2022, 12 (11)
[5]   Analysis of Camelina sativa transcriptomes identified specific transcription factors and processes associated with freezing tolerance in a winter biotype [J].
Anderson, James, V ;
Neubauer, Mckayla ;
Horvath, David P. ;
Chao, Wun S. ;
Berti, Marisol T. .
INDUSTRIAL CROPS AND PRODUCTS, 2022, 177
[6]   Expression of FLOWERING LOCUS C and a frameshift mutation of this gene on chromosome 20 differentiate a summer and winter annual biotype of Camelina sativa [J].
Anderson, James, V ;
Horvath, David P. ;
Dogramaci, Munevver ;
Dorn, Kevin M. ;
Chao, Wun S. ;
Watkin, Erin E. ;
Hernandez, Alvaro G. ;
Marks, M. David ;
Gesch, Russ .
PLANT DIRECT, 2018, 2 (07)
[7]   Haploview: analysis and visualization of LD and haplotype maps [J].
Barrett, JC ;
Fry, B ;
Maller, J ;
Daly, MJ .
BIOINFORMATICS, 2005, 21 (02) :263-265
[8]   Camelina uses, genetics, genomics, production, and management [J].
Berti, Marisol ;
Gesch, Russ ;
Eynck, Christina ;
Anderson, James ;
Cermak, Steven .
INDUSTRIAL CROPS AND PRODUCTS, 2016, 94 :690-710
[9]   Phylogenetics of Camelina Crantz. (Brassicaceae) and insights on the origin of gold-of-pleasure (Camelina sativa) [J].
Brock, Jordan ;
Donmez, Ali ;
Beistein, Mark ;
Olsen, Kenneth .
MOLECULAR PHYLOGENETICS AND EVOLUTION, 2018, 127 :834-842
[10]   Chloroplast phylogenomics in Camelina (Brassicaceae) reveals multiple origins of polyploid species and the maternal lineage of C. sativa [J].
Brock, Jordan R. ;
Mandakova, Terezie ;
McKain, Michael ;
Lysak, Martin A. ;
Olsen, Kenneth M. .
HORTICULTURE RESEARCH, 2022, 9