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Progress Toward Development of Climate-Smart Flax: A Perspective on Omics-Assisted Breeding

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Book cover Genomic Designing of Climate-Smart Oilseed Crops

Abstract

Flax or linseed is one of the oldest crops that is economically valued for both fiber and oil. The bast fiber derived from flax is having high tensile strength, which is used for the production of linen clothes. Its seed oil contains a high amount of polyunsaturated fatty acids, which is beneficial for human health. Flax is the third largest fiber-yielding crop and one of the five major oil producing crops in the world. Like other crop plants, flax faces many biotic and abiotic stresses that can affect its productivity. Conventional breeding methods in flax focused on stabilizing yield and other important traits. Consequently, application of molecular markers to analyze genetic diversity in flax and identify quantitative trait loci (QTLs) for different agronomic traits augmented flax breeding. After the revolutionary improvements in sequencing technology, several plant genomes have been sequenced including flax. However, less effort has been made to utilize the available genetic resources for flax improvement. The available resources provide an opportunity to utilize advanced tools like genome-wide association studies (GWAS) and genomic selection to increase the precision of plant selection for flax breeding. In addition to breeding, genetic engineering techniques allow the introduction of novel traits by manipulating candidate genes such as transcription factors, protein-encoding genes, and transporters. A holistic approach involving diverse bioinformatics, breeding, and genetic engineering technologies will greatly facilitate the introduction of climate-smart traits into flax varieties to sustain their productivity in the scenario of global climate change.

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References

  • Abbadi A, Domergue F, Bauer J, Napier JA, Welti R, Zähringer U, Cirpus P, Heinz E (2004) Biosynthesis of very-long-chain polyunsaturated fatty acids in transgenic oilseeds: constraints on their accumulation. Plant Cell 16:2734–2748

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Aghdam MTB, Mohammadi H, Ghorbanpour M (2016) Effects of nanoparticulate anatase titanium dioxide on physiological and biochemical performance of Linum usitatissimum (Linaceae) under well-watered and drought stress conditions. Braz J Bot 39:139–146

    Article  Google Scholar 

  • Agrawal S, Narware H, Sahu R (1991) Inheritance of Fusarium wilt resistance in linseed. J Oilseeds Res 8:231–233

    Google Scholar 

  • Aharon R, Shahak Y, Wininger S, Bendov R, Kapulnik Y, Galili G (2003) Overexpression of a plasma membrane aquaporin in transgenic tobacco improves plant vigor under favorable growth conditions but not under drought or salt stress. Plant Cell 15:439–447

    Article  CAS  Google Scholar 

  • Ansari A, Razmjoo J, Karimmojeni H (2016) Mycorrhizal colonization and seed treatment with salicylic acid to improve physiological traits and tolerance of flaxseed (Linum usitatissimum L.) plants grown under drought stress. Acta Physiol Plant 38:34

    Google Scholar 

  • Ashry N, Mansour M, Aly A, Zayed S (2002) Genetic studies on powdery mildew resistance of flax, yield and some yield components. Egypt J Agri Res 80:1525–1537

    Google Scholar 

  • Asgarinia P, Cloutier S, Duguid S, Rashid K, Mirlohi A, Banik M, Saeidi G (2013) Mapping quantitative trait loci for powdery mildew resistance in flax (Linum usitatissimum L.). Crop Sci 53:2462–2472

    Google Scholar 

  • Ayadi M, Cavez D, Miled N, Chaumont F, Masmoudi K (2011) Identification and characterization of two plasma membrane aquaporins in durum wheat (Triticum turgidum L. subsp. durum) and their role in abiotic stress tolerance. Plant Physiol Biochem 49:1029–1039

    Article  CAS  PubMed  Google Scholar 

  • Bailey KL, Gossen BD, Gugel RK, Morrall RAA (2009) Diseases of flax. In: Bailey KL, Gossen BD, Gugel RK, Morall RAA (eds) Diseases of field crops in Canada. Canadian Phytopathological Society, Saskatoon, Saskatchewan, pp 147–154

    Google Scholar 

  • Belkadhi A, De Haro A, Obregon S, Chaïbi W, Djebali W (2015) Positive effects of salicylic acid pretreatment on the composition of flax plastidial membrane lipids under cadmium stress. Environ Sci Pollut Res 22:1457–1467

    Article  CAS  Google Scholar 

  • Belkadhi A, De Haro A, Soengas P, Obregon S, Cartea ME, Chaibi W, Djebali W (2014) Salicylic acid increases tolerance to oxidative stress induced by hydrogen peroxide accumulation in leaves of cadmium-exposed flax (Linum usitatissimum L.). J Plant Interact 9:647–654

    Article  CAS  Google Scholar 

  • Belkadhi A, De Haro A, Soengas P, Obregon S, Cartea ME, Djebali W, Chaïbi W (2013) Salicylic acid improves root antioxidant defense system and total antioxidant capacities of flax subjected to cadmium. OMICS 17:398–406

    Article  CAS  PubMed  Google Scholar 

  • Bickel C, Gadani S, Lukacs M, Cullis C (2011) SSR markers developed for genetic mapping in flax (Linum usitatissimum L.). Res Rep Biol 2011:23–29

    Google Scholar 

  • Bickel C, Lukacs M, Cullis C (2012) The loci controlling plasticity in flax. Research Rep Biol 2012:1–11

    Google Scholar 

  • Bienert GP, Chaumont F (2014) Aquaporin-facilitated transmembrane diffusion of hydrogen peroxide. Bioch Biophys Acta Gen Sub 1840:1596–1604

    Article  CAS  Google Scholar 

  • Bhati J, Sonah H, Jhang T, Singh NK, Sharma TR (2010) Comparative analysis and EST mining reveals high degree of conservation among five species. Comp Funct Genomics 2010:1–13

    Google Scholar 

  • Bots M, Vergeldt F, Wolters-Arts M, Weterings K, van As H, Mariani C (2005) Aquaporins of the PIP2 class are required for efficient anther dehiscence in tobacco. Plant Physiol 137:1049–1056

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Botstein D, White RL, Skolnick M, Davis RW (1980) Construction of a genetic linkage map in man using restriction fragment length polymorphisms. Amer J Hum Genet 32:314

    Google Scholar 

  • Brown J, De Decker M, Fieldes M (2008) A comparative analysis of developmental profiles for DNA methylation in 5-azacytidine-induced early-flowering flax lines and their control. Plant Sci 175:217–225

    Article  CAS  Google Scholar 

  • Brutch NB (2002) The flax genetic resources collection held at the Vavilov Institute, Russian Federation. In: Maggioni LM, Pavelek M, van Soest LJM, Lipman E (eds) Flax genetic resources in Europe. IPGRI, Rome, Italy, pp 61–65

    Google Scholar 

  • Carter J (1993) Potential of flaxseed and flaxseed oil in baked goods and other products in human nutrition. Cereal Foods World 38(10):753–759

    CAS  Google Scholar 

  • Chaudhary J, Patil GB, Sonah H, Deshmukh RK, Vuong TD, Valliyodan B, Nguyen HT (2015) Expanding omics resources for improvement of soybean seed composition traits. Fron Plant Sci 6:1021

    Google Scholar 

  • Chen Y, Hausner G, Kenaschuk E, Procunier D, Dribnenki P, Penner G (1998) Identification of microspore-derived plants in anther culture of flax (Linum usitatissimum L.) using molecular markers. Plant Cell Rep 18:44–48

    Article  CAS  Google Scholar 

  • Chen Y, Schneeberger RG, Cullis CA (2005) A site-specific insertion sequence in flax genotrophs induced by environment. New Phytol 167:171–180

    Article  CAS  PubMed  Google Scholar 

  • Cheng J-Z, Zhou Y-P, Lv T-X, Xie C-P, Tian C-E (2017) Research progress on the autonomous flowering time pathway in Arabidopsis. Physiol Mol Biol Plants 23:477–485

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cloutier S, Miranda E, Ward K, Radovanovic N, Reimer E, Walichnowski A, Datla R, Rowland G, Duguid S, Ragupathy R (2012) Simple sequence repeat marker development from bacterial artificial chromosome end sequences and expressed sequence tags of flax (Linum usitatissimum L.). Theor Appl Genet 125:685–694

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • 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

    Article  CAS  PubMed  Google Scholar 

  • 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

    Article  CAS  Google Scholar 

  • Cui XH, Hao FS, Chen H, Chen J, Wang XC (2008) Expression of the Vicia faba VfPIP1 gene in Arabidopsis thaliana plants improves their drought resistance. J Plant Res 121:207–214

    Article  CAS  PubMed  Google Scholar 

  • Cullis C (1976) Environmentally induced changes in ribosomal RNA cistron number in flax. Heredity 36:73

    Article  Google Scholar 

  • Cullis CA (2007) Flax. In: Kole C (ed) Genome mapping and molecular breeding in plants, vol 2. Springer. Berlin, Heidelberg, pp 275–295

    Google Scholar 

  • Cunnane SC, Ganguli S, Menard C, Liede AC, Hamadeh MJ, Chen Z-Y, Wolever TM, Jenkins DJ (1993) High α-linolenic acid flaxseed (Linum usitatissimum): some nutritional properties in humans. Brit J Nutr 69:443–453

    Article  CAS  PubMed  Google Scholar 

  • Darapuneni MK, Morgan GD, Ibrahim AM, Duncan RW (2014) Effect of vernalization and photoperiod on flax flowering time. Euphytica 195:279–285

    Article  Google Scholar 

  • Dash PK, Cao Y, Jailani AK, Gupta P, Venglat P, Xiang D, Rai R, Sharma R, Thirunavukkarasu N, Abdin MZ (2014) Genome-wide analysis of drought induced gene expression changes in flax (Linum usitatissimum). GM Crops Food 5:106–119

    Article  PubMed  PubMed Central  Google Scholar 

  • Deng X, Long S, He D, Li X, Wang Y, Hao D, Qiu C, Chen X (2011) Isolation and characterization of polymorphic microsatellite markers from flax (Linum usitatissimum L.). Afr J Biotechnol 10:734–739

    CAS  Google Scholar 

  • Deng X, Long S, He D, Li X, Wang Y, Liu J, Chen X (2010) Development and characterization of polymorphic microsatellite markers in Linum usitatissimum. J Plant Res 123:119

    Article  CAS  PubMed  Google Scholar 

  • Deokar AA, Tar’an B (2016) Genome-wide analysis of the aquaporin gene family in chickpea (Cicer arietinum L.). Front Plant Sci 7:1802

    Google Scholar 

  • Deshmukh R, Sonah H, Patil G, Chen W, Prince S, Mutava R, Vuong T, Valliyodan B, Nguyen HT (2014) Integrating omic approaches for abiotic stress tolerance in soybean. Front Plant Sci 5:244

    Article  PubMed  PubMed Central  Google Scholar 

  • Deshmukh RK, Sonah H, Bélanger RR (2016) Plant aquaporins: genome-wide identification, transcriptomics, proteomics, and advanced analytical tools. Front Plant Sci 7

    Google Scholar 

  • Deshmukh RK, Vivancos J, Guerin V, Sonah H, Labbe C, Belzile F, Belanger RR (2013) Identification and functional characterization of silicon transporters in soybean using comparative genomics of major intrinsic proteins in Arabidopsis and rice. Plant Mol Biol 83:303–315

    Article  CAS  PubMed  Google Scholar 

  • Deyholos MK (2006) Bast fiber of flax (Linum usitatissimum L.): biological foundations of its ancient and modern uses. Israel J Plant Sci 54:273–280

    Article  Google Scholar 

  • Diederichsen A (2001) Comparison of genetic diversity of flax (Linum usitatissimum L.) between Canadian cultivars and a world collection. Plant Breed 120:360–362

    Article  Google Scholar 

  • Diederichsen A (2007) Ex situ collections of cultivated flax (Linum usitatissimum L.) and other species of the genus Linum L. Genet Resour Crop Evol 54:661–678

    Article  Google Scholar 

  • Diederichsen A, Fu Y (2008) Flax genetic diversity as the raw material for future success. In: International conference on flax and other bast plants, Saskatchewan, p 270

    Google Scholar 

  • Diederichsen A, Kusters PM, Kessler D, Bainas Z, Gugel RK (2013) Assembling a core collection from the flax world collection maintained by plant gene resources of Canada. Genet Resour Crop Evol 60:1479–1485

    Article  Google Scholar 

  • Diederichsen A, Richards K (2003) Cultivated flax and the genus Linum L. In: Muir AD, Westcott ND (eds) Flax: the genus Linum. CRC Press, Boca Raton, pp 22–54

    Google Scholar 

  • Diederichsen A, Rozhmina T, Zhuchenko A, Richards K (2006) Screening for broad adaptation in 96 flax (Linum usitatissimum L.) accessions under dry and warm conditions in Canada and Russia. Plant Genet Resour Newsl 146:9–16

    Google Scholar 

  • Diederichsen A, Rozhmina TA, Kudrjavceva LP (2008) Variation patterns within 153 flax (Linum usitatissimum L.) genebank accessions based on evaluation for resistance to fusarium wilt, anthracnose and pasmo. Plant Genet Resour 6:22–32

    Article  CAS  Google Scholar 

  • Diederichsen A, Ulrich A (2009) Variability in stem fibre content and its association with other characteristics in 1177 flax (Linum usitatissimum L.) genebank accessions. Indust Crops Prod 30:33–39

    Article  CAS  Google Scholar 

  • Dillman A (1953) Classification of flax varieties, 1946 US Dept. of Agriculture, 1953. Series Information: Technical Bulletin/United States Department of Agriculture no. 1064

    Google Scholar 

  • Dmitriev AA, Kudryavtseva AV, Krasnov GS, Koroban NV, Speranskaya AS, Krinitsina AA, Belenikin MS, Snezhkina AV, Sadritdinova AF, Kishlyan NV (2016) Gene expression profiling of flax (Linum usitatissimum L.) under edaphic stress. BMC Plant Biol 16:237

    Google Scholar 

  • Durrant A, Jones T (1971) Reversion of induced changes in amount of nuclear DNA in Linum. Heredity 27:431

    Article  Google Scholar 

  • El-Beltagi H, Salama Z, El Hariri D (2008) Some biochemical markers for evaluation of flax cultivars under salt stress conditions. J Nat Fibers 5:316–330

    Article  CAS  Google Scholar 

  • Evans G (1968) Nuclear changes in flax. Heredity 23:25–38

    Article  Google Scholar 

  • Evans G, Durrant A, Rees H (1966) Associated nuclear changes in the induction of flax genotrophs. Nature 212:697

    Article  Google Scholar 

  • Everaert I, De Riek J, De Loose M, VAN WAES J, Van Bockstaele E (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

    Google Scholar 

  • Fieldes M (1994) Heritable effects of 5-azacytidine treatments on the growth and development of flax (Linum usitatissimum) genotrophs and genotypes. Genome 37:1–11

    Article  CAS  PubMed  Google Scholar 

  • Fieldes M, Harvey C (2004) Differences in developmental programming and node number at flowering in the 5-azacytidine-induced early flowering flax lines and their controls. Intl J Plant Sci 165:695–706

    Article  CAS  Google Scholar 

  • Fieldes M, Schaeffer S, Krech M, Brown J (2005) DNA hypomethylation in 5-azacytidine-induced early-flowering lines of flax. Theor Appl Genet 111:136–149

    Article  CAS  PubMed  Google Scholar 

  • Flexas J, Ribas‐Carbó M, Hanson DT, Bota J, Otto B, Cifre J, McDowell N, Medrano H, Kaldenhoff R (2006) Tobacco aquaporin NtAQP1 is involved in mesophyll conductance to CO2 in vivo. Plant J 48:427–439

    Article  CAS  PubMed  Google Scholar 

  • Flor H (1965) Tests for allelism of rust-resistance genes in flax. Crop Sci 5:415–418

    Article  Google Scholar 

  • Fu Y-B, Diederichsen A, Richards K, Peterson G (2002a) Genetic diversity within a range of cultivars and landraces of flax (Linum usitatissimum L.) as revealed by RAPDs. Genet Resour Crop Evol 49:167–174

    Google Scholar 

  • Fu Y-B, Peterson G, Diederichsen A, Richards K (2002b) RAPD analysis of genetic relationships of seven flax species in the genus Linum L. Genet Resour Crop Evol 49:253–259

    Article  Google Scholar 

  • Fu Y-B, Rowland GG, Duguid SD, Richards KW (2003) RAPD analysis of 54 North American flax cultivars. Crop Sci 43:1510–1515

    Article  Google Scholar 

  • Gao Z, He X, Zhao B, Zhou C, Liang Y, Ge R, Shen Y, Huang Z (2010) Overexpressing a putative aquaporin gene from wheat, TaNIP, enhances salt tolerance in transgenic Arabidopsis. Plant Cell Physiol 51:767–775

    Article  CAS  PubMed  Google Scholar 

  • Gebauer SK, Psota TL, Harris WS, Kris-Etherton PM (2006) n − 3 Fatty acid dietary recommendations and food sources to achieve essentiality and cardiovascular benefits. Amer Clin Nutr 83:1526S–1535S

    Article  CAS  PubMed  Google Scholar 

  • Gehring M, Henikoff S (2007) DNA methylation dynamics in plant genomes. Biochim Biophys Acta Gene Struct Expr 1769:276–286

    Article  CAS  Google Scholar 

  • Goldsbrough PB, Cullis CA (1981) Characterisation of the genes for ribosomal RNA in flax. Nucl Acids Res 9:1301–1310

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Grant CA, Dribnenki JCP, Bailey LD (2000) Cadmium and zinc concentrations and ratios in seed and tissue of solin (cv LinolaTM 947) and flax (cvs McGregor and Vimy) as affected by nitrogen and phosphorus fertiliser and Provide (Penicillium bilaji). J Sci Food Agri 80:1735–1743

    Article  CAS  Google Scholar 

  • Green AG, Chen Y, Singh SP, Dribnenki (2008) Flax. In: Kole c, Hall TC (eds) Compendium of transgenic crop plants: transgenic oilseed crops. Blackwell Publishing, Chicester, UK, pp 200–226

    Google Scholar 

  • Guo L, Wang ZY, Lin H, Cui WE, Chen J, Liu M, Chen ZL, Qu LJ, Gu H (2006) Expression and functional analysis of the rice plasma-membrane intrinsic protein gene family. Cell Res 16:277–286

    Article  CAS  PubMed  Google Scholar 

  • Guo Y, Qiu C-s, Long S-h, Deng X, Hao D-m, Wang Y-f (2013) The effect of salinity-alkalinity stress on seed gGermination of main flax cultivars in different region (Linum usitatissimum L.). Seed 12:001

    Google Scholar 

  • Gupta US (2007) Physiology of stressed crops. Science Publishers, Georgia, USA

    Google Scholar 

  • Hall C, Tulbek M, Xu Y (2006) Flaxseed. Adv Food Nutr Res 51:1–97

    Google Scholar 

  • Harper J (1990) Pests, pathogens and plant communities: an introduction. In: Burdon JJ, Leather SR (eds) Pests, pathogens and plant communities. Blackwell Scientific Publications, Oxford, pp 3–14

    Google Scholar 

  • Haughn GW, Smith J, Mazur B, Somerville C (1988) Transformation with a mutant Arabidopsis acetolactate synthase gene renders tobacco resistant to sulfonylurea herbicides. Mol Gen Genet 211:266–271

    Article  CAS  Google Scholar 

  • Henry AW (1930) Inheritance of immunity from flax rust. Phytopathology 20

    Google Scholar 

  • Hu W, Yuan Q, Wang Y, Cai R, Deng X, Wang J, Zhou S, Chen M, Chen L, Huang C (2012) Overexpression of a wheat aquaporin gene, TaAQP8, enhances salt stress tolerance in transgenic tobacco. Plant Cell Physiol 53:2127–2141

    Article  CAS  PubMed  Google Scholar 

  • Ivanov S, Rashevskaya T, Makhonina M (2011) Flaxseed additive application in dairy products production. Proced Food Sci 1:275–280

    Article  CAS  Google Scholar 

  • Jang JY, Lee SH, Rhee JY, Chung GC, Ahn SJ, Kang H (2007a) Transgenic Arabidopsis and tobacco plants overexpressing an aquaporin respond differently to various abiotic stresses. Plant Mol Biol 64:621–632

    Article  CAS  PubMed  Google Scholar 

  • Jang JY, Rhee JY, Kim DG, Chung GC, Lee JH, Kang H (2007b) Ectopic expression of a foreign aquaporin disrupts the natural expression patterns of endogenous aquaporin genes and alters plant responses to different stress conditions. Plant Cell Physiol 48:1331–1339

    Article  CAS  PubMed  Google Scholar 

  • Javot H, Lauvergeat V, Santoni V, Martin-Laurent F, Güçlü J, Vinh J, Heyes J, Franck KI, Schäffner AR, Bouchez D (2003) Role of a single aquaporin isoform in root water uptake. Plant Cell 15:509–522

    Article  CAS  Google Scholar 

  • Jordan MC, McHughen A (1988) Glyphosate tolerant flax plants from Agrobacterium mediated gene transfer. Plant Cell Rep 7:281–284

    Article  CAS  PubMed  Google Scholar 

  • Kadam S, Abril A, Dhanapal AP, Koester RP, Vermerris W, Jose S, Fritschi FB (2017) Characterization and regulation of aquaporin genes of sorghum [Sorghum bicolor (L.) Moench] in response to waterlogging stress. Front Plant Sci 8:862

    Google Scholar 

  • Kale SM, Pardeshi VC, Kadoo NY, Ghorpade PB, Jana MM, Gupta VS (2012) Development of genomic simple sequence repeat markers for linseed using next-generation sequencing technology. Mol Breed 30:597–606

    Article  CAS  Google Scholar 

  • Kaplan ME, Simmons ER, Hawkins JC, Ruane LG, Carney JM (2015) Influence of cadmium and mycorrhizal fungi on the fatty acid profile of flax (Linum usitatissimum) seeds. J Sci Food Agri 95:2528–2532

    Article  CAS  Google Scholar 

  • Keijzer P, Metz P (1992) Breeding of flax for fibre production in Western Europe. In: Sharma H, Van Sumere C (eds) The biology and processing of flax. M Publications, Belfast, Northern Ireland, pp 33–66

    Google Scholar 

  • Katsuhara M, Hanba YT (2008) Barley plasma membrane intrinsic proteins (PIP aquaporins) as water and CO2 transporters. Pflügers Archiv-European J Physiol 456:687–691

    Article  CAS  PubMed  Google Scholar 

  • Katsuhara M, Koshio K, Shibasaka M, Hayashi Y, Hayakawa T, Kasamo K (2003) Over-expression of a barley aquaporin increased the shoot/root ratio and raised salt sensitivity in transgenic rice plants Plant. Cell Physiol 44:1378–1383

    Article  CAS  PubMed  Google Scholar 

  • Kenaschuk EO (2005) High linolenic acid flax. Google Patents

    Google Scholar 

  • Kenaschuk EO, Rowland GG (1993) Flax. In: Slinkard AE, Knott DR (eds) Harvest of gold: the history of field crop breeding in Canada. University of Saskatchewan, Saskatoon, Saskatchewan, pp 173–176

    Google Scholar 

  • Kumar S, You FM, Duguid S, Booker H, Rowland G, Cloutier S (2015) QTL for fatty acid composition and yield in linseed (Linum usitatissimum L.). Theor Appl Genet 128:965–984

    Article  CAS  PubMed  Google Scholar 

  • Kutuzova SN (1998) “Genetika l‟na”, [Genetics of flax]. In: Dragavcev VA, Fadeeva TS (eds) Genetika kul‟turnych rastenij (len, kartofel‟, morkov‟, zelennye kul‟tury, gladiolus, jablona, ljucerna), [Genetics of cultivated plants (flax, potato, carrot, leafy vegetables, gladiolas, apple, alfalfa). VIR, St. Petersburg, pp 6–52

    Google Scholar 

  • Lay CL, Dybing CD (1989) Linseed. In: Robbelen G (ed) Oil crops of the world. McGraw-Hill, New York, pp 416–430

    Google Scholar 

  • Lee SH, Chung GC, Zwiazek JJ (2009) Effects of irradiance on cell water relations in leaf bundle sheath cells of wild-type and transgenic tobacco (Nicotiana tabacum) plants overexpressing aquaporins. Plant Sci 176:248–255

    Article  CAS  Google Scholar 

  • Li C, Huang Y, Huang R, Wu Y, Wang W (2017) The genetic architecture of amylose biosynthesis in maize kernel. Plant Biotechnol J 16(2):688–695. https://doi.org/10.1111/pbi.12821(Epub 15 Sep 2017)

  • Liu C, Fukumoto T, Matsumoto T, Gena P, Frascaria D, Kaneko T, Katsuhara M, Zhong S, Sun X, Zhu Y (2013) Aquaporin OsPIP1; 1 promotes rice salt resistance and seed germination. Plant Physiol Biochem 63:151–158

    Article  CAS  PubMed  Google Scholar 

  • Lin W, Peng Y, Li G, Arora R, Tang Z, Su W, Cai W (2007) Isolation and functional characterization of PgTIP1, a hormone-autotrophic cells-specific tonoplast aquaporin in ginseng. J Exp Bot 58:947–956

    Article  CAS  PubMed  Google Scholar 

  • Lorenc-Kukuła K, Amarowicz R, Oszmiański J, Doermann P, Starzycki M, Skała J, Żuk M, Kulma A, Szopa J (2005) Pleiotropic effect of phenolic compounds content increases in transgenic flax plant. J Agri Food Chem 53:3685–3692

    Article  PubMed  CAS  Google Scholar 

  • Ma JF, Tamai K, Yamaji N, Mitani N, Konishi S, Katsuhara M, Ishiguro M, Murata Y, Yano M (2006) A silicon transporter in rice. Nature 440:688–691

    Article  CAS  PubMed  Google Scholar 

  • Månsby E, Ov Díaz, Von Bothmer R (2000) Preliminary study of genetic diversity in Swedish flax (Linum usitatissimum). Genet Resour Crop Evol 47:417–424

    Article  Google Scholar 

  • Maurel C, Verdoucq L, Luu D-T, Santoni V (2008) Plant aquaporins: membrane channels with multiple integrated functions. Annu Rev Plant Biol 59:595–624

    Article  CAS  PubMed  Google Scholar 

  • McHughen A (1987) Salt tolerance through increased vigor in a flax line (STS-II) selected for salt tolerance in vitro. Theor Appl Genet 74:727–732

    Article  CAS  PubMed  Google Scholar 

  • McHughen A, Holm F (1995) Development and preliminary field testing of a glufosinate-ammonium tolerant transgenic flax. Can J Plant Sci 75:117–120

    Article  CAS  Google Scholar 

  • Morgan TH (1911) Chromosomes and associative inheritance. Science 34:636–638

    Article  CAS  PubMed  Google Scholar 

  • Mosa KA, Kumar K, Chhikara S, Mcdermott J, Liu Z, Musante C, White JC, Dhankher OP (2012) Members of rice plasma membrane intrinsic proteins subfamily are involved in arsenite permeability and tolerance in plants. Transgenic Res 21:1265–1277

    Article  CAS  PubMed  Google Scholar 

  • Mpofu S, Rashid K (2001) Vegetative compatibility groups within Fusarium oxysporum f. sp. lini from Linum usitatissimum (flax) wilt nurseries in western Canada. Can J Bot 79:836–843

    Google Scholar 

  • Negishi T, Oshima K, Hattori M, Kanai M, Mano S, Nishimura M, Yoshida K (2012) Tonoplast-and plasma membrane-localized aquaporin-family transporters in blue hydrangea sepals of aluminum hyperaccumulating plant. PLoS One 7:e43189

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Nizar MA, Mulani R (2015) Genetic diversity in indigenous and exotic linseed germplasm (Linum usitatissimum L.). Elect J Plant Breed 6:848–854

    Google Scholar 

  • Oh T, Gorman M, Cullis C (2000) RFLP and RAPD mapping in flax (Linum usitatissimum). Theor Appl Genet 101:590–593

    Article  CAS  Google Scholar 

  • Oomah BD (2001) Flaxseed as a functional food source. J Sci Food Agri 81:889–894

    Article  CAS  Google Scholar 

  • Paterson AH, Lander ES, Hewitt JD, Peterson S, Lincoln SE, Tanksley SD (1988) Resolution of quantitative traits into Mendelian factors by using a complete linkage map of restriction fragment length polymorphisms. Nature 335:721–726

    Article  CAS  PubMed  Google Scholar 

  • Pavelek M, Lipman E (2010) Report of a working group on fibre crops (flax and hemp). Second meeting, Šumperk – Velké Losiny, Czech Republic. Bioversity International, Rome, Italy, pp 7–9, July 2010

    Google Scholar 

  • Pellizzon MA, Billheimer JT, Bloedon LT, Szapary PO, Rader DJ (2007) Flaxseed reduces plasma cholesterol levels in hypercholesterolemic mouse models. J Amer Coll Nutr 26:66–75

    Article  CAS  PubMed  Google Scholar 

  • Peng Y, Lin W, Cai W, Arora R (2007) Overexpression of a Panax ginseng tonoplast aquaporin alters salt tolerance, drought tolerance and cold acclimation ability in transgenic Arabidopsis plants. Planta 226:729–740

    Article  CAS  PubMed  Google Scholar 

  • Portyankin D, Karachan V (1999) Resistance to Fusarium wilt of perspective fiber flax varieties. Zenidirbyste Mokslo Darbai 79:308–314

    Google Scholar 

  • Powell W, Machray GC, Provan J (1996) Polymorphism revealed by simple sequence repeats. Trends Plant Sci 1:215–222

    Article  Google Scholar 

  • Przybylski R (2005) Flax oil and high linolenic oils. In: Shahidi F (ed) Bailey’s industrial oil and fat products. John Wiley and Sons Inc, Hoboken, pp 281–301

    Google Scholar 

  • Quéro A, Fliniaux O, Elboutachfaiti R, Petit E, Guillot X, Hawkins S, Courtois J, Mesnard F (2015) β-Aminobutyric acid increases drought tolerance and reorganizes solute content and water homeostasis in flax (Linum usitatissimum). Metabolomics 11:1363–1375

    Article  CAS  Google Scholar 

  • Rachinskaya O, Lemesh V, Muravenko O, Yurkevich OY, Guzenko E, Bol’sheva N, Bogdanova M, Samatadze T, Popov K, Malyshev S (2011) Genetic polymorphism of flax Linum usitatissimum based on the use of molecular cytogenetic markers. Russ J Genet 47:56–65

    Article  CAS  Google Scholar 

  • Rajwade AV, Arora RS, Kadoo NY, Harsulkar AM, Ghorpade PB, Gupta VS (2010) Relatedness of Indian flax genotypes (Linum usitatissimum L.): an inter-simple sequence repeat (ISSR) primer assay. Mol Biotechnol 45:161–170

    Article  CAS  PubMed  Google Scholar 

  • Rashid K, Duguid S (2005) Inheritance of resistance to powdery mildew in flax. Can J Plant Pathol 27:404–409

    Article  CAS  Google Scholar 

  • Rashid KY (2003) Principal diseases of flax. In: Muir AD, Westcott ND (eds) Flax the genus Linum. Taylor and Francis Ltd, London, pp 92–123

    Google Scholar 

  • Rashid KY, Desjardins ML, Duguid S (2010) Diseases of flax in Manitoba and Saskatchewan in 2009. Can Plant Dis Surv 90:136–137

    Google Scholar 

  • Remington DL, Thornsberry JM, Matsuoka Y, Wilson LM, Whitt SR, Doebley J, Kresovich S, Goodman MM, Buckler ES (2001) Structure of linkage disequilibrium and phenotypic associations in the maize genome. Proc Natl Acad Sci USA 98:11479–11484

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Roose-Amsaleg C, Cariou-Pham E, Vautrin D, Tavernier R, Solignac M (2006) Polymorphic microsatellite loci in Linum usitatissimum. Mol Ecol Resour 6:796–799

    Article  CAS  Google Scholar 

  • Russell GE (2013) Plant breeding for pest and disease resistance. Butterworth-Heinemann, London

    Google Scholar 

  • Sade N, Vinocur BJ, Diber A, Shatil A, Ronen G, Nissan H, Wallach R, Karchi H, Moshelion M (2009) Improving plant stress tolerance and yield production: is the tonoplast aquaporin SlTIP2; 2 a key to isohydric to anisohydric conversion?. New Phytol 181:651–661

    Article  CAS  Google Scholar 

  • Saskston WE (1959) Pasmo—past, present, and future. In: Proceedings of the Flax Institute of the United States, Fargo, North Dakota, USA, pp 3–5, 19 Nov 1959

    Google Scholar 

  • Shinozaki K, Yamaguchi-Shinozaki K, Seki M (2003) Regulatory network of gene expression in the drought and cold stress responses. Curr Opin Plant Biol 6:410–417

    Article  CAS  PubMed  Google Scholar 

  • Shivaraj SM, Deshmukh R, Bhat JA, Sonah H, Bélanger RR (2017a) Understanding aquaporin transport system in eelgrass (Zostera marina L.), an aquatic plant species. Front plant science 8:1334

    Google Scholar 

  • Shivaraj SM, Deshmukh RK, Rai R, Bélanger R, Agrawal PK, Dash PK (2017b) Genome-wide identification, characterization, and expression profile of aquaporin gene family in flax (Linum usitatissimum). Sci Rep 7:46137

    Google Scholar 

  • Shivaraj SM, Jain A, Singh A (2018) Highly preserved roles of Brassica MIR172 in polyploid Brassicas: ectopic expression of variants of Brassica MIR172 accelerates floral transition. Mol Genet Genomics 1–18

    Google Scholar 

  • Simopoulos A (2000) Human requirement for N-3 polyunsaturated fatty acids. Poult Sci 79:961–970

    Article  CAS  PubMed  Google Scholar 

  • Singh J (2004) Field evaluation of linseed, Linum usitatissimum L. germplasm for resistance to alteranaria and powdery mildew diseases. J Oilseeds Res 21:208–209

    Google Scholar 

  • Singh K, Mridula D, Rehal J, Barnwal P (2011) Flaxseed: a potential source of food, feed and fiber. Critl Rev Food Science Nutr 51:210–222

    Article  CAS  Google Scholar 

  • Smýkal P, Bačová-Kerteszová N, Kalendar R, Corander J, Schulman AH, Pavelek M (2011) Genetic diversity of cultivated flax (Linum usitatissimum L.) germplasm assessed by retrotransposon-based markers. Theor Appl Genet 122:1385–1397

    Article  PubMed  Google Scholar 

  • Smykalova I, Vrbova M, Tejklova E, Vetrovcova M, Griga M (2010) Large scale screening of heavy metal tolerance in flax/linseed (Linum usitatissimum L.) tested in vitro. Indust Crops Prod 32:527–533

    Article  CAS  Google Scholar 

  • Sonah H, Deshmukh RK, Labbé C, Bélanger RR (2017) Analysis of aquaporins in Brassicaceae species reveals high-level of conservation and dynamic role against biotic and abiotic stress in canola. Sci Rep 7:2771

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Sonah H, O’Donoughue L, Cober E, Rajcan I, Belzile F (2015) Identification of loci governing eight agronomic traits using a GBS-GWAS approach and validation by QTL mapping in soya bean. Plant Biotechnol J 3:10

    Google Scholar 

  • Song L, Nguyen N, Deshmukh RK, Patil GB, Prince SJ, Valliyodan B, Mutava R, Pike SM, Gassmann W, Nguyen HT (2016) Soybean TIP gene family analysis and characterization of GmTIP1; 5 and GmTIP2; 5 water transport activity. Front Plant Sci 7:1564

    Google Scholar 

  • Soto-Cerda BJ, Carrasco RA, Aravena GA, Urbina HA, Navarro CS (2011a) Identifying novel polymorphic microsatellites from cultivated flax (Linum usitatissimum L.) following data mining. Plant Mol Biol Rep 29:753–759

    Article  Google Scholar 

  • Soto-Cerda BJ, Diederichsen A, Duguid S, Booker H, Rowland G, Cloutier S (2014a) The potential of pale flax as a source of useful genetic variation for cultivated flax revealed through molecular diversity and association analyses. Mol Breed 34:2091–2107

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Soto-Cerda BJ, Diederichsen A, Ragupathy R, Cloutier S (2013) Genetic characterization of a core collection of flax (Linum usitatissimum L.) suitable for association mapping studies and evidence of divergent selection between fiber and linseed types. BMC Plant Biol 13:78

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Soto-Cerda BJ, Duguid S, Booker H, Rowland G, Diederichsen A, Cloutier S (2014b) Association mapping of seed quality traits using the Canadian flax (Linum usitatissimum L.) core collection. Theor Appl Genet 127:881–896

    Article  PubMed  Google Scholar 

  • Soto-Cerda BJ, Saavedra HU, Navarro CN, Ortega PM (2011b) Characterization of novel genic SSR markers in Linum usitatissimum (L.) and their transferability across eleven Linum species. Elect J Biotechnol 14:4

    Google Scholar 

  • Soudek P, Katrušáková A, Sedláček L, Petrová Š, Kočí V, Maršík P, Griga M, Vaněk T (2010) Effect of heavy metals on inhibition of root elongation in 23 cultivars of flax (Linum usitatissimum L.). Arch Environ Contamin Toxicol 59:194–203

    Article  CAS  PubMed  Google Scholar 

  • Spielmeyer W, Green A, Bittisnich D, Mendham N, Lagudah E (1998a) 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

    Article  CAS  Google Scholar 

  • Spielmeyer W, Lagudah E, Mendham N, Green A (1998b) Inheritance of resistance to flax wilt (Fusarium oxysporum f. sp. lini Schlecht) in a doubled haploid population of Linum usitatissimum L. Euphytica 101:287–291

    Article  Google Scholar 

  • Sundar I (2011) Food security through biodiversity conservation. In: IACSIT (ed) International conference on Asia Agriculture and Animal. IPCBEE, Singapore, pp 131–138

    Google Scholar 

  • Suzuki MM, Bird A (2008) DNA methylation landscapes: provocative insights from epigenomics. Nat Rev Genet 9:465

    Article  CAS  PubMed  Google Scholar 

  • Tawfik RS, Badr A, Sammour R, Ibrahim U, Matter M, Sakr M (2016) Improvement of flax drought tolerance using gene transfer. Plant Tiss Cult Biotechnol 26:197–207

    Article  Google Scholar 

  • Tomar RSS, Deshmukh RK, Bhojaraja NK, Tomar SMS, Vinod, Miedaner T (2014) Development of chloroplast-specific microsatellite markers for molecular characterization of alloplasmic lines and phylogenetic analysis in wheat. Plant Breeding 133(1):12–18

    Article  CAS  Google Scholar 

  • Touré A, Xueming X (2010) Flaxseed lignans: source, biosynthesis, metabolism, antioxidant activity, bio-active components, and health benefits. Compr Rev Food Sci Food Saf 9:261–269

    Article  PubMed  Google Scholar 

  • Tyagi S, Mazumdar PA, Mayee P, Shivaraj SM, Anand S, Singh A, Madhurantakam C, Sharma P, Das S, Kumar A, Singh A (2018a) Natural variation in Brassica FT homeologs influences multiple agronomic traits including flowering time, silique shape, oil profile, stomatal morphology and plant height in B. juncea. Plant Science 277:251–266

    Article  CAS  PubMed  Google Scholar 

  • Tyagi S, Sri T, Singh A, Mayee P, Shivaraj SM, Sharma P, Singh A (2018b) UPPRESSOR OF OVEREXPRESSION OF CONSTANS1 influences flowering time, lateral branching, oil quality, and seed yield in Brassica juncea cv. Varuna. Funct Integr Genomics 1–18

    Google Scholar 

  • Tyerman S, Niemietz C, Bramley H (2002) Plant aquaporins: multifunctional water and solute channels with expanding roles. Plant Cell Environ 25:173–194

    Article  CAS  PubMed  Google Scholar 

  • Uehlein N, Lovisolo C, Siefritz F, Kaldenhoff R (2003) The tobacco aquaporin NtAQP1 is a membrane CO2 pore with physiological functions. Nature 425:734–737

    Article  CAS  PubMed  Google Scholar 

  • Uehlein N, Otto B, Hanson DT, Fischer M, McDowell N, Kaldenhoff R (2008) Function of Nicotiana tabacum aquaporins as chloroplast gas pores challenges the concept of membrane CO2 permeability. Plant Cell 20:648–657

    Article  CAS  Google Scholar 

  • Uysal H, Fu Y-B, Kurt O, Peterson GW, Diederichsen A, Kusters P (2010) Genetic diversity of cultivated flax (Linum usitatissimum L.) and its wild progenitor pale flax (Linum bienne Mill.) as revealed by ISSR markers. Genet Resour Crop Evol 57:1109–1119

    Article  CAS  Google Scholar 

  • Van Soest L, Bas N (2002) Current status of the CGN Linum collection. In: Maggioni L, Pavelek M, Soest LJM, Lipman E (eds) Report of an ECP/GR ad hoc meeting on flax genetic resources. IPGRI, Prague, Czech Republic. IPGRI, Rome, Italy, 7–8 Dec 2001

    Google Scholar 

  • Vavilov NI (1951) The origin, variation, immunity and breeding of cultivated plants. Chronica botanica, pp 1–366

    Article  Google Scholar 

  • Vuong T, Sonah H, Meinhardt C, Deshmukh R, Kadam S, Nelson R, Shannon J, Nguyen H (2015) Genetic architecture of cyst nematode resistance revealed by genome-wide association study in soybean. BMC Genom 16:593

    Article  CAS  Google Scholar 

  • Wang H, Wang H, Shao H, Tang X (2016) Recent advances in utilizing transcription factors to improve plant abiotic stress tolerance by transgenic technology. Front Plant Sci 7:67

    PubMed  PubMed Central  Google Scholar 

  • Wang LL, Chen AP, Zhong NQ, Liu N, Wu XM, Wang F, Yang CL, Romero MF, Xia GX (2014) The Thellungiella salsuginea tonoplast aquaporin TsTIP1; 2 functions in protection against multiple abiotic stresses. Plant Cell Physiol 55:148–161

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Wang P, Song CP (2008) Guard-cell signalling for hydrogen peroxide and abscisic acid. New Phytol 178:703–718

    Article  CAS  PubMed  Google Scholar 

  • Wang Z, Hobson N, Galindo L, Zhu S, Shi D, McDill J, Yang L, Hawkins S, Neutelings G, Datla R (2012) The genome of flax (Linum usitatissimum) assembled de novo from short shotgun sequence reads. Plant J 72:461–473

    Article  PubMed  CAS  Google Scholar 

  • Wei W, Qian D, Qiaoling J (2013) Effects of NaCl stress on the biochemical characteristics in six species fiber flax seeding. Chin Agri Sci Bull 18:017

    Google Scholar 

  • Wiesnerova D, Wiesner I (2004) ISSR-based clustering of cultivated flax germplasm is statistically correlated to thousand seed mass. Mol Biotechnol 26:207–214

    Article  CAS  PubMed  Google Scholar 

  • Wojtasik W, Kulma A, Dymińska L, Hanuza J, Żebrowski J, Szopa J (2013) Fibres from flax overproducing β-1, 3-glucanase show increased accumulation of pectin and phenolics and thus higher antioxidant capacity. BMC Biotechnol 13:10

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wróbel-Kwiatkowska M, Starzycki M, Zebrowski J, Oszmiański J, Szopa J (2007) Lignin deficiency in transgenic flax resulted in plants with improved mechanical properties. J Biotechnol 128:919–934

    Article  PubMed  CAS  Google Scholar 

  • Wróbel M, Zebrowski J, Szopa J (2004) Polyhydroxybutyrate synthesis in transgenic flax. J Biotechnol 107:41–54

    Article  PubMed  CAS  Google Scholar 

  • Xu C, Wang M, Zhou L, Quan T, Xia G (2013) Heterologous expression of the wheat aquaporin gene TaTIP2; 2 compromises the abiotic stress tolerance of Arabidopsis thaliana. PLoS One 8:e79618

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Xu Y, Hu W, Liu J, Zhang J, Jia C, Miao H, Xu B, Jin Z (2014) A banana aquaporin gene, MaPIP1; 1, is involved in tolerance to drought and salt stresses. BMC Plant Biol 14:1

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • You FM, Booker HM, Duguid SD, Jia G, Cloutier S (2016) Accuracy of genomic selection in biparental populations of flax (Linum usitatissimum L.). Crop J 4:290–303

    Article  Google Scholar 

  • Young LW, Wilen RW, Bonham-Smith PC (2004) High temperature stress of Brassica napus during flowering reduces micro-and megagametophyte fertility, induces fruit abortion, and disrupts seed production. J Exp Bot 55:485–495

    Article  CAS  PubMed  Google Scholar 

  • Yu Y, Huang W, Chen H, Wu G, Yuan H, Song X, Kang Q, Zhao D, Jiang W, Liu Y (2014) Identification of differentially expressed genes in flax (Linum usitatissimum L.) under saline–alkaline stress by digital gene expression. Gene 549:113–122

    Article  CAS  PubMed  Google Scholar 

  • Yu Y, Wu G, Yuan H, Cheng L, Zhao D, Huang W, Zhang S, Zhang L, Chen H, Zhang J (2016) Identification and characterization of miRNAs and targets in flax (Linum usitatissimum) under saline, alkaline, and saline-alkaline stresses. BMC Plant Biol 16:124

    Google Scholar 

  • Zhou S, Hu W, Deng X, Ma Z, Chen L, Huang C, Wang C, Wang J, He Y, Yang G (2012) Overexpression of the wheat aquaporin gene, TaAQP7, enhances drought tolerance in transgenic tobacco. PloS one 7:e52439

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhang J, Xie Y, Dang Z, Wang L, Li W, Zhao W, Zhao L, Dang Z (2016) Oil content and fatty acid components of oilseed flax under different environments in China. Agron J 108:365–372

    Article  CAS  Google Scholar 

  • Zhuchenko A, Rozhmina T (2000) Mobilization of flax genetic resources. VILAR and VNIIL. Starica:224

    Google Scholar 

  • Żuk M, Kulma A, Dymińska L, Szołtysek K, Prescha A, Hanuza J, Szopa J (2011) Flavonoid engineering of flax potentiate its biotechnological application. BMC Biotechnol 11:10

    Google Scholar 

  • Zuk M, Prescha A, Stryczewska M, Szopa J (2012) Engineering flax plants to increase their antioxidant capacity and improve oil composition and stability. J Agri Food Chem 60:5003–5012

    Article  CAS  PubMed  Google Scholar 

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Shivaraj, S.M., Dhakate, P., Sonah, H., Vuong, T., Nguyen, H.T., Deshmukh, R. (2019). Progress Toward Development of Climate-Smart Flax: A Perspective on Omics-Assisted Breeding. In: Kole, C. (eds) Genomic Designing of Climate-Smart Oilseed Crops. Springer, Cham. https://doi.org/10.1007/978-3-319-93536-2_5

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