Abstract
Flax (Linum usitatissimum L.) is one of the most significant industrial crops due to its oil and fiber, which have a plethora of uses. Because of this, the characterization and introduction/adaptation of flax crops are of great interest. For this reason, we aimed to investigate the genetic diversity and patterns of flax cultivars/genotypes (a 63-cultivar/genotype was used) employing single sequence repeat microsatellite markers via 16 strong amplicon loci, and by estimating their morphological attributes. We determined the quality of the flax, in terms of oil content and composition, and its fiber quality using scanning electron microscopy and strength-linked attributes. For assessment, a series of statistical analyses were carried out in order to cluster and scatter the relevant parameters corresponding to the cultivars/genotypes. Of the assayed flax cultivar/genotypes, Eckendorfi was found to have promising agromorphological values. The average polymorphic information content values were recorded (= 0.689), and the smallest and largest loci with allele dimensions were Lu9(2) and Lu19-Lua613(6) respectively. Overall, the agromorphological attributes were consistent with the microsatellite-based markers in decoding the genetic diversity and population structure of the flax germplasm.
Similar content being viewed by others
Abbreviations
- SSR:
-
Simple sequence repeat
- RAPD:
-
Random amplified polymorphic DNA
- ISSR:
-
Inter simple sequence repeat
- AFLP:
-
Amplified fragment length polymorphism
- PUFA:
-
Polyunsaturated fatty acids
- SDG:
-
Secoisolariciresinol diglucoside
- SEM:
-
Scanning electron microscopy
- PCoA:
-
Principal coefficient analysis
- PCA:
-
Principal component analysis
- UPGMA:
-
Arithmetic mean unweighted double group method
- PIC:
-
Polymorphic information content
References
Abdel-Latif A, Osman G (2017) Comparison of three genomic DNA extraction methods to obtain high DNA quality from maize. Plant Methods 13:1–9. https://doi.org/10.1186/s13007-016-0152-4
Anumalla M, Roychowdhury R, Geda CK, Mazid M, Rathoure AK (2015) Utilization of plant genetic resources and diversity analysis tools for sustainable crop improvement with special emphasis on rice. Int J Adv Res 3:1155–1175
Anurag AP, Prakruthi M, Mahesh MS (2020) Flax seeds (Linum usitatissimmum): nutritional composition and health benefits. JNMHS 3:35–40. https://doi.org/10.18231/j.ijnmhs.2020.008
Ataii E, Mirlohi A, Sabzalian MR, Sharif-Moghaddam N, Sadri N, Jafari P, Mohammadi Mirik A (2021) Genetic characterization of a diversity panel, selected from IPK linseed (Linum usitatissimum) world collection. Plant Breed 140:919–932. https://doi.org/10.1111/pbr.12962
Bacenetti J, Restuccia A, Schillaci G, Failla S (2017) Biodiesel production from unconventional oilseed crops (Linum usitatissimum L. and Camelina sativa L.) in Mediterranean conditions. Environ Impact Assess Rev Renew Energy 112:444–456. https://doi.org/10.1016/j.renene.2017.05.044
Banjare AK, Marker S, Verma RK, Tiwari A (2019) Genetic variability analysis for plant selection in linseed (Linum usitatissimum L.). J Pharmacogn Phytochem 8:555–558
Bennett AJ, Bending GD, Chandler D, Hilton S, Mills P (2012) Meeting the demand for crop production: the challenge of yield decline in crops grown in short rotations. Biol Rev 87:52–71. https://doi.org/10.1111/j.1469-185X.2011.00184.x
Bourmaud A, Ausias G, Lebrun G, Tachon ML, Baley C (2013) Observation of the structure of a composite polypropylene/flax and damage mechanisms under stress. Ind Crops Prod 43:225–236. https://doi.org/10.1016/j.indcrop.2012.07.030
Bourmaud A, Gibaud M, Lefeuvre A, Morvan C, Baley C (2015) Influence of the morphology characters of the stem on the lodging resistance of Marylin flax. Ind Crops Prod 66:27–37. https://doi.org/10.1016/j.indcrop.2014.11.047
Choudhary SB, Sharma HK, Kumar AA, Maruthi RT, Mitra J, Chowdhury I, Karmakar PG (2017) SSR and morphological trait based population structure analysis of 130 diverse flax (Linum usitatissimum L.) accessions. C R Biol 340:65–75. https://doi.org/10.1016/j.crvi.2016.12.002
Chuah S, Pan Z, Sanjayan JG, Wang CM, Duan WH (2014) Nano reinforced cement and concrete composites and new perspective from graphene oxide. Constr Build Mater 73:113–124. https://doi.org/10.1016/j.conbuildmat.2014.09.040
Deme T, Haki GD, Retta N, Woldegiorgis A, Geleta M (2021) Fatty acid profile, total phenolic content, and antioxidant activity of Niger seed (Guizotia abyssinica) and Linseed (Linum usitatissimum). Front Nutr 8:674882. https://doi.org/10.3389/fnut.2021.674882
Dubey S, Bhargava A, Fuentes F, Shukla S, Si S (2020) Effect of salinity stress on yield and quality parameters in flax (Linum usitatissimum L.). Not Bot Horti Agrobot 48:954–966. https://doi.org/10.15835/nbha48211861
El-Hariri DM, Hassanein MS, El-Sweify AH (2004) Evaluation of some flax genotypes straw yield, yield component sand technological characters. J Nat Fibers 1:1–12. https://doi.org/10.1300/J395v01n02_01
Emam S (2020) Estimation of straw, seed and oil yields for flax plants (Linum usitatissimum L.) cultivars of foliar application of Mn, Fe and Zn under dry environment. Egypt J Agron 42:35–46. https://doi.org/10.21608/AGRO.2020.18518.1187
Goreeva V, Korepanova E, Fatykhov I, Islamova C (2020) Response of oil flax varieties to abiotic conditions of the Middle Cis-Ural region by formation of seed yield. Not Bot Horti Agrobot 48:1005–1016. https://doi.org/10.15835/nbha48211895
Goudenhooft C, Bourmaud A, Baley C (2018) Conventional or greenhouse cultivation of flax: What influence on the number and quality of flax fibres? Ind Crops Prod 123:111–117. https://doi.org/10.1016/j.indcrop.2018.06.066
Goudenhooft C, Bourmaud A, Baley C (2019) Flax (Linum usitatissimum L.) fibers for composite reinforcement: exploring the link between plant growth, cell walls development, and fiber properties. Front Plant Sci 10:411. https://doi.org/10.3389/fpls.2019.00411
Gupta N (2019) DNA extraction and polymerase chain reaction. J Cytol. https://doi.org/10.4103/JOC.JOC_110_18
Hatanaka T, Yamamoto N, Araki R, Kishigami M, Nakamoto T, Masumura T, Sugimoto T (2021) Fatty acid compositions of triacylglycerols in flax (Linum usitatissimum L.) seeds with varied seeding dates and nitrogen fertilization in a temperate region of Japan: Seeding date and fatty acids in flax seed. Soil Sci Plant Nutr 67:269–276. https://doi.org/10.1080/00380768.2021.1908093
Heller K, Byczyńska M (2015) The impact of environmental factors and applied agronomy on quantitative and qualitative traits of flax fiber. J Nat Fibers 12:26–38. https://doi.org/10.1080/15440478.2013.879088
Heller K, Sheng QC, Guan F, Alexopoulou E, Hua LS, Wu GW, Fu WY (2015) A comparative study between Europe and China in crop management of two types of flax: linseed and fibre flax. Ind Crops Prod 68:24–31. https://doi.org/10.1016/j.indcrop.2014.07.010
Jing-Yuan XU, Yan ZHU, Ze YI, Gang WU, Guo-Yong XIE, Min-Jian QIN (2018) Molecular diversity analysis of Tetradium ruticarpum (WuZhuYu) in China based on inter-primer binding site (IPBS) markers and inter-simple sequence repeat (ISSR) markers. CJNM 16:1–9. https://doi.org/10.1016/S1875-5364(18)30024-4
Joshi A, Hegde M, Zanwar A (2022) Flaxseed oil and palm olein blend to improve omega-6: Omega-3 ratio. J Food Sci Technol 59:498–509. https://doi.org/10.1007/s13197-021-05033-4
Karaca M, Ince AG, Uygur Göçer E, Aydin A (2017) Microsatellite distribution and densities in promoter and gene body entities of some plant genes. J Sci Eng Res 4:154–163
Khan MA, Mirza MY, Amjad M, Nawaz N, Nawaz MS, Baig D (2013) Assessment of genetic diversity in germplasm of linseed (Linum usitatissimum L.). Pak J Agric Res 26:178–184
Khlestkina EK (2014) Molecular markers in genetic studies and breeding. Russ J Genet Appl Res 4:236–244. https://doi.org/10.1134/S2079059714030022
Korolyov K, Bome N, Weisfeld L (2019) A comparative study of morphophysiological characteristics of flax in controlled and natural environmental conditions. Zemdirbyste. https://doi.org/10.13080/z-a.2019.106.004
Li Y, Hoogenboom G, Asseng S, Niu JY, Wu L, Kang LH (2022) Adaptation of the SIMPLE model to oilseed flax (Linum usitatissimum L.) for arid and semi-arid environments. Agronomy 12:1267. https://doi.org/10.3390/agronomy12061267
Liang K, Zhu H, Zhao S, Liu H, Zhao Y (2022) Determining the geographical origin of flaxseed based on stable isotopes, fatty acids and antioxidant capacity. J Sci Food Agric 102:673–679. https://doi.org/10.1002/jsfa.11396
Liu FH, Chen X, Long B, Shuai RY, Long CL (2011) Historical and botanical evidence of distribution, cultivation and utilization of Linum usitatissimum L. (flax) in China. Veg Hist Archaeobot 20:561–566. https://doi.org/10.1007/s00334-011-0311-5
Makkar C, Singh J, Parkash C (2019) Modulatory role of vermicompost and vermiwash on growth, yield and nutritional profiling of Linum usitatissimum L. (Linseed): a field study. Environ Sci Pollut Res 26:3006–3018. https://doi.org/10.1007/s11356-018-3845-6
Melelli A, Jamme F, Beaugrand J, Bourmaud A (2022) Evolution of the ultrastructure and polysaccharide composition of flax fibres over time: When history meets science. Carbohydr Polym 291:119584. https://doi.org/10.1016/j.carbpol.2022.119584
Mirshekari M, Amiri R, Nezhad HI, Noori SS, Zandvakili OR (2012) Effects of planting date and water deficit on quantitative and qualitative traits of flaxseed. Am-Eurasian J Agric Environ Sci 12:901–913. https://doi.org/10.5829/idosi.aejaes.2012.12.07.1781
Mishra RP, Pandey M, Tripathi UK, Singh M (2012) Genetic diversity within the genus Pleurotus determined by random amplified polymorphism DNA (RAPD) analysis. Arch Phytopathol Pflanzenschutz 45:873–880. https://doi.org/10.1080/03235408.2011.599143
Mohammed AR, Holgate LC, Tarpley L (2017) Characterization of northern spring flax as a winter crop for southeast Texas. J Agric Sci. https://doi.org/10.5539/jas.v9n8p1
Moudood A, Rahman A, Öchsner A, Islam M, Francucci G (2019a) Flax fiber and its composites: An overview of water and moisture absorption impact on their performance. J Reinf Plast Compos 38:323–339. https://doi.org/10.1177/0731684418818
Moudood A, Rahman A, Khanlou HM, Hall W, Öchsner A, Francucci G (2019b) Environmental effects on the durability and the mechanical performance of flax fiber/bio-epoxy composites. Compos B Eng 171:284–293. https://doi.org/10.1016/j.compositesb.2019.05.032
Nachimuthu VV, Muthurajan R, Duraialaguraja S, Sivakami R, Pandian BA, Ponniah G, Sabariappan R (2015) Analysis of population structure and genetic diversity in rice germplasm using SSR markers: an initiative towards association mapping of agronomic traits in Oryza sativa. Rice 8:1–25. https://doi.org/10.1186/s12284-015-0062-5
Nadeem MA, Nawaz MA, Shahid MQ, Doğan Y, Comertpay G, Yıldız M, Baloch FS (2018) DNA molecular markers in plant breeding: current status and recent advancements in genomic selection and genome editing. Biotechnol Biotechnol Equip 32:261–285. https://doi.org/10.1080/13102818.2017.1400401
Nag S, Mandal R, Mitra J (2020) Exploration of genetic structure and association mapping for fibre quality traits in global flax (Linum usitatissimum L.) collections utilizing SSRs markers. Plant Gene. 24:100256. https://doi.org/10.1016/j.plgene.2020.100256
Njembe MN, Dormal E, Gardin C, Mignolet E, Debier C, Larondelle Y (2021) Effect of the dietary combination of flaxseed and Ricinodendron heudelotii or Punica granatum seed oil on the fatty acid profile of eggs. Food Chem 344:128668. https://doi.org/10.1016/j.foodchem.2020.128668
Page J, Khadraoui F, Boutouil M, Gomina M (2017) Multi-physical properties of a structural concrete incorporating short flax fibers. Constr Build Mater 140:344–353. https://doi.org/10.1016/j.conbuildmat.2017.02.124
Pali V, Mehta N (2014) Evaluation of oil content and fatty acid compositions of flax (Linum usitatissimum L.) varieties of India. J Agric Sci 6:198. https://doi.org/10.5539/jas.v6n9p198
Pali V, Mehta N (2016) Genetic diversity assessment of flax (Linum usitatissimum L.) germplasm using molecular and morphological markers. Electron J Plant Breed 7:986–995. https://doi.org/10.5958/0975-928X.2016.00135.6
Parikh M, Maddaford TG, Austria JA, Aliani M, Netticadan T, Pierce GN (2019) Dietary flaxseed as a strategy for improving human health. Nutrients 11:1171. https://doi.org/10.3390/nu11051171
Pisupati A, Willaert L, Goethals F, Uyttendaele W, Park CH (2021) Variety and growing condition effect on the yield and tensile strength of flax fibres. Ind Crops Prod 170:113736. https://doi.org/10.1016/j.indcrop.2021.113736
Pradhan RC, Meda V, Rout PK, Naik S, Dalai AK (2010) Supercritical CO2 extraction of fatty oil from flaxseed and comparison with screw press expression and solvent extraction processes. J Food Eng 98:393–397. https://doi.org/10.1016/j.jfoodeng.2009.11.021
Ramesh M, Sudharsan P (2018) Experimental investigation of mechanical and morphological properties of flax-glass fiber reinforced hybrid composite using finite element analysis. SILICON 10:747–757. https://doi.org/10.1007/s12633-016-9526-5
Rana MK, Singh S (2017) Assessment of genetic diversity and DNA profiling of linseed (Linum usitatissimum subsp. usitatissimum L.) germplasm using SSR markers. J Plant Biochem Biotechnol 26:293–301. https://doi.org/10.1007/s13562-016-0391-5
Rashwan E, Mousa A, El-Sabagh A, Barutçular C (2016) Yield and quality traits of some flax cultivars as influenced by different irrigation intervals. J Agric Sci 8:226–240. https://doi.org/10.5539/jas.v8n10p226
Razmaitė V, Pileckas V, Bliznikas S, Šiukščius A (2021) Fatty Acid Composition of Cannabis sativa, Linum usitatissimum and Camelina sativa seeds harvested in Lithuania for Food Use. Foods 10:1902. https://doi.org/10.3390/foods10081902
Ronquist F, Huelsenbeck JP (2003) Mrbayes 3: Bayesian phylogenetic ınference under mixed models. Bioinformatics 19:1572–1574. https://doi.org/10.1093/bioinformatics/btg180
Sandip MK, Varsha CP, Narendra YK, Prakash BG, Murari MJ, Vidya SG (2012) Development of genomic simple sequence repeat markers for linseed using next generation sequencing technology. Mol Breed 30:597–606. https://doi.org/10.1007/s11032-011-9648-9
Saroha A, Pal D, Kaur V, Kumar S, Bartwal A, Aravind J, Wankhede DP (2022) Agro-morphological variability and genetic diversity in linseed (Linum usitatissimum L.) germplasm accessions with emphasis on flowering and maturity time. Genet Resour Crop Evol 69:315–333. https://doi.org/10.1007/s10722-021-01231-3
Serrote CML, Reiniger LRS, Silva KB, dos Santos Rabaiolli SM, Stefanel CM (2020) Determining the polymorphism information content of a molecular marker. Gene 726:144175. https://doi.org/10.1016/j.gene.2019.144175
Sheng QC, Stybayev G, Fu WY, Begalina A, Hua LS, Baitelenova A, Tussipkan D (2020) Flax varieties experimental report in Kazakhstan in 2019. J Nat Fibers. https://doi.org/10.1080/15440478.2020.1813674
Singh N, Kumar R, Kumar S, Singh PK, Yadav VK, Ranade SA, Yadav HK (2017) Genetic diversity, population structure and association analysis in linseed (Linum usitatissimum L.). Physiol Mol Biol Plants 23:207–219. https://doi.org/10.1007/s12298-016-0408-5
Sulas L, Re GA, Sanna F, Bullitta S, Piluzza G (2019) Fatty acid composition and antioxidant capacity in linseed grown as forage in Mediterranean environment. Ital J Agron 14:50–58. https://doi.org/10.4081/ija.2019.1291
Suvi WT, Shimelis H, Laing M, Mathew I, Shayanowako AIT (2020) Assessment of the genetic diversity and population structure of rice genotypes using SSR markers. Acta Agric Scand B Soil Plant Sci 70:76–86. https://doi.org/10.1080/09064710.2019.1670859
Talebi SM, Matsyura A (2021) Genetic structure of some Iranian, new and old worlds Linum usitatissimum L. populations. Iran J Sci Technol Trans: Sci 45:1143–1153. https://doi.org/10.1007/s40995-021-01074-8
Terfa GN, Gurmu GN (2020) Genetic variability, heritability and genetic advance in linseed (Linum usitatissimum L) genotypes for seed yield and other agronomic traits. OCS 5:156–160. https://doi.org/10.1016/j.ocsci.2020.08.002
Thorat AS, Sonone NA, Choudhari VV, Devarumath RM, Babu KH (2017) Plant regeneration from cell suspension culture in Saccharum officinarum L. and ascertaining of genetic fidelity through RAPD and ISSR markers. 3 Biotech. 7:1–12. https://doi.org/10.1007/s13205-016-0579-3
Tian X, Engel BA, Qian H, Hua E, Sun S, Wang Y (2021) Will reaching the maximum achievable yield potential meet future global food demand? J Clean Prod 294:126285. https://doi.org/10.1016/j.jclepro.2021.126285
Tork DG, Anderson NO, Wyse DL, Betts KJ (2019) Domestication of perennial flax using an ideotype approach for oilseed, cut flower, and garden performance. Agronomy 9:707. https://doi.org/10.3390/agronomy9110707
Touré A, Xueming X (2010) Flaxseed lignans: source, biosynthesis, metabolism, antioxidant activity, bio-active components, and health benefits. CRFSFS 9:261–269. https://doi.org/10.1111/j.1541-4337.2009.00105.x
Vavilov NI (1951) The origin, variation, immunity and breeding of cultivated plants. Chronica Bot 13:1–366
Wang R, Wang Y (2021) Fourier transform infrared spectroscopy in oral cancer diagnosis. Int J Mol Sci 22:1206. https://doi.org/10.3390/ijms22031206
Wang H, Wang J, Qiu C, Ye Y, Guo X, Chen G, Liu RH (2017) Comparison of phytochemical profiles and health benefits in fibre and oil flaxseeds (Linum usitatissimum L.). Food Chemi 214:227–233. https://doi.org/10.1016/j.foodchem.2016.07.075
Xie Y, Yan Z, Niu Z, Coulter JA, Niu J, Zhang J, Wang L (2020) Yield, oil content, and fatty acid profile of flax (Linum usitatissimum L.) as affected by phosphorus rate and seeding rate. Ind. Crop and Prod. 145:112087. https://doi.org/10.1016/j.indcrop.2020.112087
Yan L, Chouw N, Jayaraman K (2014) Flax fibre and its composites-A review. Compos B Eng 56:296–317. https://doi.org/10.1016/j.compositesb.2013.08.014
Yang J, Wen C, Duan Y, Deng Q, Peng D, Zhang H, Ma H (2021) The composition, extraction, analysis, bioactivities, bioavailability and applications in food system of flaxseed (Linum usitatissimum L.) oil: A review. Trends Food Sci Technol 118:252–260. https://doi.org/10.1016/j.tifs.2021.09.025
Arslanoğlu F, Aytaç S, Ayan AK (2017) “Keten”, Karadeniz’in Lif Bitkileri Çalıştayı/Keten-Kenevir-Isırgan, 5–6 May, pp 51–62 (in Turkish). https://doi.org/10.33462/jotaf.938556
Cassuto D, Orendi A, Shai I (2022) Food for thought or threads for weaving: can we identify the uses for ancient flax seeds discovered in the Southern Levant? In: Ancient textile production from an interdisciplinary perspective. Springer. pp. 197–219. https://doi.org/10.1007/978-3-030-92170-5_12
Çelik MA (2021) Türkiye'de ekstrem kurak ve nemli dönemler (1951–2018). 186 sayfa. Kriter Yayınevi. 1. Basım (in Turkish). 9786257130868
Dobrowolska K, Regulska-Ilow B (2021) The legitimacy of using dietary supplement diglycoside secoisolariciresinol (SDG) from flaxseed in cancer. Rocz Panstw Zakl Hig 72. https://doi.org/10.32394/rpzh.2021.0144
Dumanoğlu Z (2020) Keten (Linum usitatissimum L.) Bitkisi tohumlarının genel özellikleri. Bütünleyici ve Anadolu Tıbbı Dergisi, vol 2, pp 3–9 (in Turkish). https://dergipark.org.tr/en/pub/batd/issue/59277/800008
Karaca E, Aytaç S (2007) Yağ bitkilerinde yağ asitleri kompozisyonu üzerine etki eden faktörler. Anadolu Tarım Bilimleri Dergisi. 22:123–131 (in Turkish). https://dergipark.org.tr/en/pub/omuanajas/issue/20226/214331
Karaca M, Bilgen M, Onus AN, Ince AG and Elmasulu SY (2005) Exact Tandem Reoeats Analyzer (E-TRA): A new program for dna sequence mining. J. Genet. 84, 49–54 (in Turkish). https://doi.org/10.1007/BF02715889
Karaoğlu M, Çelim Ş (2018) Doğu Anadolu Bölgesi ve Iğdır’ın jeolojisi ve toprak özellikleri. J Agric 1:14–26 (in Turkish). https://dergipark.org.tr/en/pub/ja/issue/37963/430379
Keskin NÇ, Öztürk Ö, Eğribaş ZE, Yılmaz E (2020) Bazı yağlık keten çeşitlerinde farklı sıra aralıklarının verim ve verim unsurları üzerine etkilerinin belirlenmesi. Ziraat Fakültesi Dergisi, pp 109–120 (in Turkish). https://dergipark.org.tr/en/pub/sduzfd/issue/52563/650414
Kurt O, Uysal H, Demir A, Göre M (2015) Samsun ekolojik koşullarında geliştirilen bazı keten (Linum usitatissimum L.) hatlarının tarımsal özelliklerinin belirlenmesi. Anadolu Tarım Bilimleri Dergisi, pp 136–140 (in Turkish). https://doi.org/10.7161/anajas.2015.30.2.136-140
Örs Ö, Öztürk Ö (2018) Konya koşullarında yağlık keten (Linum usitatissimum L.) çeşitlerinin verim ve bazı tarımsal özelliklerinin belirlenmesi. Selcuk J Agric Food Sci 32:305–311 (in Turkish). https://doi.org/10.15316/SJAFS.2018.98
Perrier X, Jacquemoud-Collet JP (2006) DARwin Software. http://darwin.cirad.fr/darwin
Saha D, Hazra CR (2004) Agri-historical genesis of flax (Linum usitatissimum L.)
Shivaraj SM, Dhakate P, Sonah H, Vuong T, Nguyen HT, Deshmukh R (2019) Progress to ward development of climate-smartflax: a perspective on omics-assisted breeding. In: Genomic Designing of Climate-Smart. OCL, pp 239-274. https://doi.org/10.1007/978-3-319-93536-2_5
Vaisey-Genser M, Morris DH (2003) Introduction: history of the cultivation and uses of flaxseed. In flax, pp 13–33. CRC Press. ISBN 9780429205859
Yılmaz S, Uzun A (2019) “Keten Tarımı”, Tarım ve Orman Bakanlığı. TAGEM. Karadeniz Tarımsal Araştırma Enstitüsü Müdürlüğü, 04, 34 (in Turkish). https://dergipark.org.tr/en/pub/utsobilder/issue/55152/677812
Zohary D, Hopf M (2000) Domestication of Plants in the Old World, 3rd edn. Oxford University Press, Oxford, pp 125–132. ISBN : 0198503563
Acknowledgements
The present study was derived from the doctoral thesis of Mehmet Zeki Koçak. Co-author of this study, Assoc. Dr. Ahmet Metin Kumlay passed away on 25 Nov. 2021 after a long struggle with cancer. Thank him very much for his contribution to me lives, he was a valuable mentor and friend, and he will be greatly missed. We extend our special thanks to Gholamreza Gohari and Muhittin Kulak for their critiques in improving the paper, to Adnan Aydin for his great support in molecular analysis and to Mustafa Guven Kaysim for statistical analysis.
Funding
The current doctoral thesis study was financially supported by Project Coordination of Igdir University (Turkey) with project number: ZİF1120D02. In this regard, we would like to send our deep thanks to Igdir University (Turkey).
Author information
Authors and Affiliations
Contributions
All authors have significantly contributed in finalising the research. M.Z.K., A.M.K. and M.H.A. designed the experimental set-up. M.Z.K. performed the greenhouse experiments and relevant biochemical analyses. M.Z.K. and A.M.K. performed the molecular analyses and performed the statistical analysis. M.Z.K. analysed the data and wrote the first draft, while the final draft was read and approved by all authors. M.Z.K., A.M.K. and M.H.A. Methodology, Validation, Conceptualization, Supervision, Writing—original draft.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Koçak, M.Z., Kumlay, A.M. & Alma, M.H. Morphological and molecular characterization of flax (Linum usitatissimum L.) accessions obtained from different locations in Turkey. Genet Resour Crop Evol 70, 2235–2261 (2023). https://doi.org/10.1007/s10722-023-01589-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10722-023-01589-6