Abstract
Key message
The combined SSR-SNP map and 20 QTL for agronomic and quality traits will assist in marker assisted breeding as well as map-based cloning of key genes in linseed.
Abstract
Flax is an important nutraceutical crop mostly because it is a rich source of omega-3 fatty acids and antioxidant compounds. Canada is the largest producer and exporter of oilseed flax (or linseed), creating a growing need to improve crop productivity and quality. In this study, a genetic map was constructed based on selected 329 single nucleotide polymorphic markers and 362 simple sequence repeat markers using a recombinant inbred line population of 243 individuals from a cross between the Canadian varieties CDC Bethune and Macbeth. The genetic map consisted of 15 linkage groups comprising 691 markers with an average marker density of one marker every 1.9 cM. A total of 20 quantitative trait loci (QTL) were identified corresponding to 14 traits. Three QTL each for oleic acid and stearic acid, two QTL each for linoleic acid and iodine value and one each for palmitic acid, linolenic acid, oil content, seed protein, cell wall, straw weight, thousand seed weight, seeds per boll, yield and days to maturity were identified. The QTL for cell wall, straw weight, seeds per boll, yield and days to maturity all co-located on linkage group 4. Analysis of the candidate gene regions underlying the QTL identified proteins involved in cell wall and fibre synthesis, fatty acid biosynthesis as well as their metabolism and yield component traits. This study provides the foundation for assisting in map-based cloning of the QTL and marker assisted selection of a wide range of quality and agronomic traits in linseed and potentially fibre flax.
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References
Adugna W, Labuschagne MT, Viljoen CD (2006) The use of morphological and AFLP markers in diversity analysis of linseed. Biodivers Conserv 15:3193–3205
Barvkar VT, Pardeshi VC, Kale SM, Kadoo NY, Giri AP, Gupta VS (2012) Proteome profiling of flax (Linum usitatissimum) seed: characterization of functional metabolic pathways operating during seed development. J Proteome Res 11:6264–6276
Baud S, Lepiniec L (2010) Physiological and developmental regulation of seed oil production. Prog Lipid Res 49:235–249
Boutilier K, Hattori J, Baum BR, Miki BL (1999) Evolution of 2S albumin seed storage protein genes in the Brassicaceae. Biochem Syst Ecol 27:223–234
Brown DM, Zeef LA, Ellis J, Goodacre R, Turner SR (2005) Identification of novel genes in Arabidopsis involved in secondary cell wall formation using expression profiling and reverse genetics. Plant Cell 17:2281–2295
Carpita N, Tierney M, Campbell M (2001) Molecular biology of the plant cell wall: searching for the genes that define structure, architecture and dynamics. Plant Mol Biol 47:1–5
Chen L, Song Y, Li S, Zhang L, Zou C, Yu D (2012) The role of WRKY transcription factors in plant abiotic stresses. Biochim Biophys Acta 1819:120–128
Churchill GA, Doerge RW (1994) Empirical threshold values for quantitative trait mapping. Genetics 138:963–971
Cloutier S, Niu Z, Datla R, Duguid S (2009) Development and analysis of EST-SSRs for flax (Linum usitatissimum L.). Theor Appl Genet 119:53–63
Cloutier S, Ragupathy R, Niu Z, Duguid S (2011) SSR-based linkage map of flax (Linum usitatissimum L.) and mapping of QTLs underlying fatty acid composition traits. Mol Breed 28:437–451
Cloutier S, Miranda E, Ragupathy R, Radovanovic N, Reimer E, Walichnowski A, Ward K, Rowland G, Duguid S (2012) Integrated consensus genetic and physical maps of flax (Linum usitatissimum L.). Theor Appl Genet 125:1783–1795
Conti A, Rogers J, Verdejo P, Harding CR, Rawlings AV (1996) Seasonal influences on stratum corneum ceramide 1 fatty acids and the influence of topical essential fatty acids. Int J Cosmet Sci 18:1–12
Cullis C (2007) Flax: genome mapping and molecular breeding in plants. Springer, Berlin
Dhakal HN, Zhang ZY, Guthrie R, Macmullen J, Bennett N (2013) Development of flax/carbon fibre hybrid composites for enhanced properties. Carbohydr Polym 96:1–8
Diederichsen A, Ulrich A (2009) Variability in stem fibre content and its association with other characteristics in 1177 flax (Linum usitatissimum L) genebank accessions. Ind Crop Prod 30:33–39
Dribnenki JCP, Green AG (1995) Linola™ ‘947’ low linolenic acid flax. Can J Plant Sci 75:201–202
Dribnenki JCP, McEachern SF, Chen Y, Green AG, Rashid KY (2007) 2149 solin (low linolenic flax). Can J Plant Sci 87:297–299
Duguid SD, Kenaschuk EO, Rashid KY (2003) Macbeth flax. Can J Plant Sci 83:803–805
Eskandari M, Cober E, Rajcan I (2013) Using the candidate gene approach for detecting genes underlying seed oil concentration and yield in soybean. Theor Appl Genet 126:1839–1850
Everaert I, Riek JD, Loose MD, Waes JV, Bockstaele EV (2001) Most similar variety grouping for distinctness evaluation of flax and linseed (Linum usitatissimum L.) varieties by means of AFLP and morphological data. Plant Var Seeds 14:69–87
FAOSTAT (2014) Production of crops: flax fibre and linseed: area harvested and production (tonnes). http://faostat3faoorg/. Accessed June 2014
Friedt W, Bickert C, Schaub H (1995) In vitro breeding of high linolenic, doubled haploid lines of linseed (Linum usitatissimum L.) via androgenesis. Plant Breed 114:322–326
Fu Y-B, Peterson G, Diederichsen A, Richards KW (2002) RAPD analysis of genetic relationships of seven flax species in the genus Linum L. Genet Resour Crop Evol 49:253–259
Goyal K, Walton LJ, Tunnacliffe A (2005) LEA proteins prevent protein aggregation due to water stress. Biochem J 388:151–157
Green AG (1986) Genetic control of polyunsaturated fatty acid biosynthesis in flax (Linum usitatissimum) seed oil. Theor Appl Genet 72:654–661
Green A (1995) New linseed breed low in ALA. Australian New Crops Newsletter
Huang R, Jiang L, Zheng J, Wang T, Wang H, Huang Y, Hong Z (2013) Genetic bases of rice grain shape: so many genes, so little known. Trends Plant Sci 18:218–226
Jako C, Kumar A, Wei Y, Zou J, Barton DL, Giblin EM, Covello PS, Taylor DC (2001) Seed-specific over-expression of an Arabidopsis cDNA encoding a diacylglycerol acyltransferase enhances seed oil content and seed weight. Plant Physiol 126:861–874
Jourjon M-F, Jasson S, Marcel J, Ngom B, Mangin B (2005) MCQTL: multi-allelic QTL mapping in multi-cross design. Bioinfromatics 21:128–130
Kang X, Li W, Zhou Y, Ni M (2013) A WRKY transcription factor recruits the SYG1-like protein SHB1 to activate gene expression and seed cavity enlargement. PLoS Genet 9:e1003347
Kao CH, Zeng ZB, Teasdale RD (1999) Multiple interval mapping for quantitative trait loci. Genetics 152:1203–1216
Kenaschuk EO, Hoes JA (1986) NorLin flax. Can J Plant Sci 66:171–173
Kenaschuk EO, Rashid KY (1993) AC Linora flax. Can J Plant Sci 73:839–841
Kim Y, Ilich JZ (2011) Implications of dietary [alpha]-linolenic acid in bone health. Nutrition 27:1101–1107
Kumar S, You FM, Cloutier S (2012) Genome wide SNP discovery in flax through next generation sequencing of reduced representation libraries. BMC Genom 13:684
Leyva DR, Zahradka P, Ramjiawan B, Guzman R, Aliani M, Pierce GN (2011) The effect of dietary flaxseed on improving symptoms of cardiovascular disease in patients with peripheral artery disease rationale and design of the FLAX-PAD randomized controlled trial. Contemp Clin Trials 32:724–730
Li H, Ye G, Wang J (2007) A modified algorithm for the improvement of composite interval mapping. Genetics 175:361–374
Lin CS, Poushinsky G (1985) A modified augmented design (type 2) for rectangular plots. Can J Plant Sci 65:743–749
Lorieux M (2012) MapDisto: fast and efficient computation of genetic linkage maps. Mol Breed 30:1231–1235
Ma H-S, Liang D, Shuai P, Xia X-L, Yin W-L (2010) The salt- and drought-inducible poplar GRAS protein SCL7 confers salt and drought tolerance in Arabidopsis thaliana. J Exp Bot 61:4011–4019
Muhlhausen S, Kollmar M (2013) Whole genome duplication events in plant evolution reconstructed and predicted using myosin motor proteins. BMC Evol Biol 13:202
Muschietti J, Dircks L, Vancanneyt G, McCormick S (1994) LAT52 protein is essential for tomato pollen development: pollen expressing antisense LAT52 RNA hydrates and germinates abnormally and cannot achieve fertilization. Plant J 6:321–338
Oh TJ, Gorman M, Cullis CA (2000) RFLP and RAPD mapping in flax (Linum usitatisimum). Theor Appl Genet 101:590–593
Ohlrogge JB, Jaworski JG (1997) Regulation of fatty acid synthesis. Annu Rev Plant Physiol Plant Mol Biol 48:109–136
Peng F, Weselake R (2011) Gene coexpression clusters and putative regulatory elements underlying seed storage reserve accumulation in Arabidopsis. BMC Genom 12:286
Prado N, Alché JdD, Casado-Vela J, Mas S, Villalba M, Rodríguez R, Batanero E (2013) Nanovesicles are secreted during pollen germination and pollen tube growth: a possible role in fertilization. Mol Plant. doi:10.1093/mp/sst153
Ragupathy R, Rathinavelu R, Cloutier S (2011) Physical mapping and BAC-end sequence analysis provide initial insights into the flax (Linum usitatissimum L.) genome. BMC Genom 12:217
Reimmann C, Dudler R (1993) Circadian rhythmicity in the expression of a novel light-regulated rice gene. Plant Mol Biol 22:165–170
Riendeau D, Rodriguez A, Meighen E (1982) Resolution of the fatty acid reductase from Photobacterium phosphoreum into acyl protein synthetase and acyl-CoA reductase activities. Evidence for an enzyme complex. J Biol Chem 257:6908–6915
Roose-Amsaleg C, Cariou-Pham E, Vautrin D, Tavernier R, Solignac M (2006) Polymorphic microsatellite loci in Linum usitatissimum. Mol Ecol Notes 6:796–799
Rowland GG (1991) An EMS-induced low-linolenic-acid mutant in McGregor flax (Linum usitatissimum L.). Can J Plant Sci 71:393–396
Rowland GG, Hormis YA, Rashid KY (2002) CDC Bethune flax. Can J Plant Sci 82:101–102
Shanklin J, Cahoon EB (1998) Desaturation and related modifications of fatty acids 1. Annu Rev Plant Physiol Plant Mol Biol 49:611–641
Showalter AM, Keppler B, Lichtenberg J, Gu D, Welch LR (2010) A bioinformatics approach to the identification, classification, and analysis of hydroxyproline-rich glycoproteins. Plant Physiol 153:485–513
Soto-Cerda BJ, Duguid S, Booker H, Rowland G, Diederichsen A, Cloutier S (2014a) Association mapping of seed quality traits using the Canadian flax (Linum usitatissimum L.) core collection. Theor Appl Genet 127:881–896
Soto-Cerda BJ, Duguid S, Booker H, Rowland G, Diederichsen A, Cloutier S (2014b) Genomic regions underlying agronomic traits in linseed (Linum usitatissimum L.) as revealed by association mapping. J Integr Plant Biol 56:75–87
Spielmeyer W, Green AG, Bittisnich D, Mendham N, Lagudah ES (1998) Identification of quantitative trait loci contributing to Fusarium wilt resistance on an AFLP linkage map of flax (Linum usitatissimum). Theor Appl Genet 97:633–641
Stam P (1993) Construction of integrated genetic linkage maps by means of a new computer package: join map. Plant J 3:739–744
Stegniĭ VN, Chudinova IuV, Salina EA (2000) RAPD analysis of the flax (Linum usitatissimum L.) varieties and hybrids of various productivity. Genetics 36:1370–1373
St-Pierre B, Luca VD (2000) Chapter nine evolution of acyltransferase genes: origin and diversification fo the BAHD superfamily of acyltransferases involved in secondary metabolism. In: John T, Romeo RILV, Vincenzo De L (eds) Recent advances in phytochemistry. Elsevier, Amsterdam, pp 285–315
Summerscales J, Dissanayake NPJ, Virk AS, Hall W (2010) A review of bast fibres and their composites. Part1––fibres as reinforcements. Compos Part A Appl Sci Manuf 41:1329–1335
Sveinsson S, McDill J, Wong GK, Li J, Li X, Deyholos MK, Cronk QC (2013) Phylogenetic pinpointing of a paleopolyploidy event within the flax genus (Linum) using transcriptomics. Ann Bot. doi:10.1093/aob/mct306
Thambugala D, Cloutier S (2014) Fatty acid composition and desaturase gene expression in flax (Linum usitatissimum L.). J Appl Genet 55:423–432
Truksa M, MacKenzie Samuel L, Qiu X (2003) Molecular analysis of flax 2S storage protein conlinin and seed specific activity of its promoter. Plant Physiol Biochem 41:141–147
Vales MI, Schon CC, Capettini F, Chen XM, Corey AE, Mather DE, Mundt CC, Richardson KL, Sandoval-Islas JS, Utz HF, Hayes PM (2005) Effect of population size on the estimation of QTL: a test using resistance to barley stripe rust. Theor Appl Genet 111:1260–1270
Vavilov NI (1951) The origin, variation, immunity and breeding of cultivated plants. Chron Bot 13:1–366
Venglat P, Xiang D, Qiu S, Stone SL, Tibiche C, Cram D, Alting-Mees M, Nowak J, Cloutier S, Deyholos M, Bekkaoui F, Sharpe A, Wang E, Rowland G, Selvaraj G, Datla R (2011) Gene expression analysis of flax seed development. BMC Plant Biol 11:74
Voorrips RE (2002) MapChart: software for the graphical presentation of linkage maps and QTLs. J Hered 93:77–78
Wang Z, Hobson N, Galindo L, Zhu S, Shi D, McDill J, Yang L, Hawkins S, Neutelings G, Datla R, Lambert G, Galbraith DW, Grassa CJ, Geraldes A, Cronk QC, Cullis C, Dash PK, Kumar PA, Cloutier S, Sharpe A, Wong GK, Wang J, Deyholos MK (2012) The genome of flax (Linum usitatissimum) assembled de novo from short shotgun sequence reads. Plant J 72:461–473
Wei W-H, Chen B, Yan X-H, Wang L-J, Zhang H-F, Cheng J-P, Zhou X-A, Sha A-H, Shen H (2008) Identification of differentially expressed genes in soybean seeds differing in oil content. Plant Sci 175:663–673
Westcott NA, Muir AD (2003) Flax seed lignan in disease prevention and health promotion. Phytochem Rev 2003:401–417
Yang J, Li C, Gong X, Gupta S, Lance R, Zhang G, Loughman R, Zhu J (2013) Large population with low marker density verse small population with high marker density for qtl mapping: a case study for mapping qtl controlling barley net blotch resistance. In: Zhang G, Li C, Liu X (eds) Advance in barley sciences. Springer, The Netherlands, pp 301–315
You FM, Deal KR, Wang J, Britton MT, Fass JN, Lin D, Dandekar A, Leslie CA, Aradhya M, Luo MC, Dvorak J (2012) Genome-wide SNP discovery in walnut with an AGSNP pipeline updated for SNP discovery in allogamous organisms. BMC Genom 13:354
You FM, Duguid SD, Thambugala D, Cloutier S (2013) Statistical analysis and field evaluation of the type 2 modified augmented design (MAD) in phenotyping of flax (Linum usitatissimum) germplasms in multiple environments. Aust J Crop Sci 7:1789–1800
You FM, Li P, Kumar S, Ragupathy R, Li Z, Fu YB, Cloutier S (2014) Genome-wide identification and characterization of the gene families controlling fatty acid biosynthesis in flax (linum usitatissimum L). J Proteomics Bioinform 7:310–326
Zohary D (1999) Monophyletic vs. polyphyletic origin of the crops on which agriculture was founded in the Near East. Genet Resour Crop Evol 46:133–142
Acknowledgments
The authors are grateful to Gord Penner and Evelyn Loewen, the Cloutier lab members and the breeding teams at the Morden Research Station and the Crop Development Centre for technical assistance. We are grateful to Andrzej Walichnowski for his proofreading of the manuscript. This work was conducted as part of the Total Utilization Flax Genomics (TUFGEN) project funded by Genome Canada and co-funded by the Government of Manitoba, the Flax Council of Canada, the Saskatchewan Flax Development Commission, Agricultural Development Fund and the Manitoba Flax Growers Association. Project management and support by Genome Prairie are also gratefully acknowledged.
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Communicated by A. J. Bervillé.
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122_2015_2483_MOESM1_ESM.pdf
Online Resource 1 List containing 100 bp flanking sequence on either side of each SNP used in the current study (PDF 222 kb)
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Online Resource 2 Complete SSR-SNP based genetic map of the linseed CDC Bethune/Macbeth recombinant inbred line population Supplementary material 2 (PDF 195 kb)
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Online Resource 3 List of all annotated genes discovered underlying the QTL identified for 14 traits. The genes were identified using the CDC Bethune annotated sequence available at http://phytozome.jgi.doe.gov/ (PDF 4210 kb)
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Kumar, S., You, F.M., Duguid, S. et al. QTL for fatty acid composition and yield in linseed (Linum usitatissimum L.). Theor Appl Genet 128, 965–984 (2015). https://doi.org/10.1007/s00122-015-2483-3
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DOI: https://doi.org/10.1007/s00122-015-2483-3