Skip to main content
Log in

Molecular characterization of genetic diversity and similarity centers of safflower accessions with ISSR markers

  • Original Article
  • Published:
Brazilian Journal of Botany Aims and scope Submit manuscript

Abstract

Crop genetic resources are vital inputs in crop genetic improvement. In this study, genetic diversity, population structure, and similarity centers for 131 safflower accessions obtained from 28 countries were investigated using 12 ISSR markers. A sum of 201 ISSR bands were obtained among which 188 (93.844%) were found polymorphic. Mean polymorphism information content (0.448) and diversity parameters including mean effective number of alleles (1.655), mean Shannon’s information index (0.557), mean expected heterozygosity (0.354), and mean overall gene diversity (0.377) showed a good level of genetic diversity in the studied safflower materials. Model-based structure, unweighted pair-group method with arithmetic means, and principal coordinate analysis clustered all accessions into three main populations; A, B, and C and an unclassified population. Accessions originated from Asian countries like Pakistan and Israel were found most diverse. Three accessions, Pakistan-11, Israel-1, and Pakistan-26, were found most genetically distant and might be used as parental sources for genetic combinations in safflower breeding activities. Analysis of molecular variance revealed highly significant differentiation among the identified populations and population × country combinations. The results presented in this work most probably supported the hypothesis of seven similarity centers of safflower but need to be validated with further confirmed investigations. The information provided herein is expected to be helpful for the scientific community interested in safflower breeding.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Explore related subjects

Discover the latest articles and news from researchers in related subjects, suggested using machine learning.

References

  • Ali F, Yilmaz A, Chaudhary HJ, Nadeem MA, Arslan Y, Nawaz MA et al (2019a) Investigation of morpho-agronomic performance and selection indices in the international safflower panel for breeding perspectives. Turk J Agric For. https://doi.org/10.3906/tar-1902-49

    Article  Google Scholar 

  • Ali F, Yılmaz A, Nadeem MA, Habyarimana E, Subaşı I, Nawaz MA et al (2019b) Mobile genomic element diversity in world collection of safflower (Carthamus tinctorius L.) panel using iPBS-retrotransposon markers. PLoS ONE 14:2

    Google Scholar 

  • Ambreen H, Kumar S, Variath MT, Joshi G, Bali S, Agarwal M, Kumar A, Jagannath A, Goel S (2015) Development of genomic microsatellite markers in Carthamus tinctorius L. (Safflower) using next generation sequencing and assessment of their cross-species transferability and utility for diversity analysis. PLoS ONE 10:8

    Article  CAS  Google Scholar 

  • Ambreen H, Kumar S, Kumar A, Agarwal M, Jagannath A, Goel S (2018) Association mapping for important agronomic traits in safflower (Carthamus tinctorius L.) core collection using microsatellite markers. Front Plant Sci 402:9

    Google Scholar 

  • Amini F, Saeidi G, Arzani A (2008) Study of genetic diversity in safflower genotypes using agro-morphological traits and RAPD markers. Euphytica 163:21–30

    Article  CAS  Google Scholar 

  • Amiri RM, Azdi SB, Ghanadha MR, Abd MC (2001) Detection of DNA polymorphism in landrace populations of safflower in Iran using RAPD-PCR technique. Iran J Agric Sci 32:737–745

    Google Scholar 

  • Anderson JA, Churchill GA, Autrique JE, Tanksley SD, Sorrells ME (1993) Optimizing parental selection for genetic linkage maps. Genome 36:181–186

    Article  CAS  PubMed  Google Scholar 

  • Ansari A, Sikarwar P, Lade S, Yadav H, Ranade S (2016) Genetic diversity clusters in germplasm of Cluster Bean (Cyamopsis tetragonoloba L., Taub), an important food and an industrial legume crop. J Agric Sci Technol 18:1407–1418

    Google Scholar 

  • Arystanbekkyzy M, Nadeem MA, Aktas H, Yeken MZ, Zencirci N, Nawaz MA, Ali F, Haider MS, Tunc K, Chung G, Baloch FS (2018) Phylogenetic and taxonomic relationship of Turkish wild and cultivated emmer (Triticum turgidum ssp. dicoccoides) revealed by IPBS-retrotransposons markers. Int J Agric Biol 21:155–163

    Google Scholar 

  • Ashri A (1975) Evaluation of the germ plasm collection of safflower, Carthamus tinctorius L. V. distribution and regional divergence for morphological characters. Euphytica 24:651–659

    Article  Google Scholar 

  • Bagmohammadi H, Pahlevani M, Ahmadikhah A, Razavi SE (2012) Genetic variation of safflower (Carthamus tinctorius L.) and related species revealed by ISSR analysis. Plant Breed Seed Sci 66:139–150

    Article  Google Scholar 

  • Baloch FS, Alsaleh A, de Miera LES, Hatipoglu R, Ciftci V, Karakoy T, Yıldız M, Ozkan H (2015) DNA based iPBS-retrotransposon markers for investigating the population structure of pea (Pisum sativum) germplasm from Turkey. Biochem Syst Ecol 61:244–252

    Article  CAS  Google Scholar 

  • Baloch FS, Alsaleh A, Andeden EE, Hatipoglu R, Nachit M, Ozkan H (2016) High levels of segregation distortion in the molecular linkage map of bread wheat representing West Asia and North Africa region. Turk J Agric For 40:352–364

    Article  CAS  Google Scholar 

  • Baloch FS, Alsaleh A, Shahid MQ, Çiftçi V, de Miera LES, Aasim M et al (2017) A whole genome DArTseq and SNP analysis for genetic diversity assessment in Durum Wheat from Central Fertile Crescent. PLoS ONE 12:1

    Article  CAS  Google Scholar 

  • Bouchet S, Pot D, Deu M, Rami JF, Billot C, Perrier X et al (2012) Genetic structure, linkage disequilibrium and signature of selection in sorghum: lessons from physically anchored DArT markers. PLoS ONE 7:3

    Article  CAS  Google Scholar 

  • Casaoli M, Mattion C, Cherubini M, Villani FA (2001) Genetic linkage map of European chestnut (Castanea sativa Mill.) based on RAPD, ISSR and isozyme markers. Theor Appl Genet 102:1190–1199

    Article  Google Scholar 

  • Castañeda-Álvarez NP, Khoury CK, Achicanoy HA et al (2016) Global conservation priorities for crop wild relatives. Nat Plants 2:4

    Article  Google Scholar 

  • Cekic C, Battey NH, Wilkinson MJ (2011) The potential of ISSR-PCR primer-pair combinations for genetic. Theor Appl Genet 103:540–546

    Article  Google Scholar 

  • Chapman MA, Burke JM (2007) DNA sequence diversity and the origin of cultivated safflower (Carthamus tinctorius L.; Asteraceae). BMC Plant Biol 7:60

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chapman MA, Hvala J, Strever J, Burke JM (2010) Population genetic analysis of safflower (Carthamus tinctorius L.; Asteraceae) reveals a near Eastern origin and five centers of diversity. Am J Bot 97:831–840

    Article  CAS  PubMed  Google Scholar 

  • Dordas CA, Sioulas C (2009) Dry matter and nitrogen accumulation, partitioning, and retranslocation in safflower (Carthamus tinctorius L.) as affected by nitrogen fertilization. Field Crop Res 110:35–43

    Article  Google Scholar 

  • Doyle JJ, Doyle JL (1990) Isolation of plant DNA from fresh tissue. Focus 12:13–15

    Google Scholar 

  • Ekincialp A, Erdinc C, Turan S, Cakmakci O, Nadeem MA, Baloch FS et al (2019) Genetic characterization of Rheum ribes (Wild Rhubarb) genotypes in lake Van Basin of Turkey through ISSR and SSR Markers. IJAB 21:795–802

    CAS  Google Scholar 

  • Erzurumlu GS, Sultana N, Vural M, Serce S (2018) Genetic and phenotypic variation among Turkish terrestrial orchid species as revealed by RAPD and morphological characteristics. Turk J Agric For 42:227–236

    Article  Google Scholar 

  • Evanno G, Regnaut S, Goudet J (2005) Detecting the number of clusters of individuals using the software STRUCTURE: a simulation study. Mol Ecol 14:2611–2620

    Article  CAS  PubMed  Google Scholar 

  • FAO (2018) FAO Statistical Yearbook 2012. http://www.fao.org/docrep/017/i3138e/i3138e.pdf. Accessed 5 Sept 2018

  • FAO (2019) Oilseeds and oilseed products. Agricultural Outlook 2018–2027. http://www.fao.org/docrep/i9166e/i9166e_Chapter4_Oilseeds.pdf. Accessed 7 April 2019

  • Gautam AK, Gupta N, Bhadkariya R, Srivastava N, Bhagyawant SS (2016) Genetic diversity analysis in chickpea employing ISSR markers. Agrotech 5:2

    Google Scholar 

  • Godfray HC, Beddington JR, Crute IR, Haddad L, Lawrence D, Muir JF, Pretty J, Robinson S, Thomas SM, Toulmin C (2010) Food security: the challenge of feeding 9 billion people. Science 327:812–818

    Article  CAS  PubMed  Google Scholar 

  • Golkar P, Arzani A, Rezaei AM (2011) Genetic variation in safflower (Carthamus tinctorious L) for seed quality-related traits and inter-simple sequence repeat (ISSR) markers. Int J Mol Sci 12:2664–2677

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Guliyev N, Sharifova S, Ojaghi J, Abbasov M, Akparov Z (2018) Genetic diversity among melon (Cucumis melo L.) accessions revealed by morphological traits and ISSR markers. Turk J Agric For 42:393–401

    Article  CAS  Google Scholar 

  • Habyarimana E (2016) Genomic prediction for yield improvement and safeguarding of genetic diversity in CIMMYT spring wheat (Triticum aestivum L.). Aust J Crop Sci 10:127–136

    CAS  Google Scholar 

  • Hadian J, Raeisi S, Azizi A, Pezhmanmehr M, Sarkhosh A (2017) Genetic diversity of natural populations of medicinally valuable plant Satureja khuzistanica Jamzad based on ISSR markers. Braz J Bot 40:771–781

    Article  Google Scholar 

  • Houmanat K, Charafi J, Mazouz H, El Fechtali M, Nabloussi A (2016) Genetic diversity analysis of safflower (Carthamus tinctorius L.) accessions from different geographic origins using ISSR markers. Int J Agric Biol 18:881–887

    Google Scholar 

  • Jaccard P (1908) Nouvelles recherches sur la distribution florale. Bulletin de la Société vaudoise des sciences naturelles 144:223–270

    Google Scholar 

  • Johnson RC, Kisha TJ, Evans MA (2007) Characterizing safflower germplasm with AFLP molecular markers. Crop Sci 47:1728–1736

    Article  CAS  Google Scholar 

  • Khalil RMA, El zayat MAS (2019) Molecular characterization of some Brassica species. Adv Plants Agric Res 9:112–119

    Google Scholar 

  • Khan MA, Von Witzke-Ehbrecht S, Maass BL, Becker HC (2009) Relationships among different geographical groups, agro-morphology, fatty acid composition and RAPD marker diversity in safflower (Carthamus tinctorius L.). Genet Resour Crop Evol 56:19–30

    Article  CAS  Google Scholar 

  • Knowles PF (1969) Centers of plant diversity and conservation of crop germplasm: Safflower. Econ Bot 23:324–329

    Article  Google Scholar 

  • Kumar S, Ambreen H, Murali TV, Bali S, Agarwal M, Kumar A, Goel S, Jagannath A (2015) Assessment of genetic diversity and population structure in a global reference collection of 531 accessions of Carthamus tinctorius (Safflower) using AFLP markers. Plant Mol Biol Rep 33:1299–1313

    Article  Google Scholar 

  • Kumari S, Choudhary RC, Kumara Swamy RV, Saharan V, Joshi A, Munot J (2017) Assessment of genetic diversity in safflower (Carthamus tinctorius L.) genotypes through morphological and SSR marker. J Pharmacogn Phytochem 6:2723–2731

    CAS  Google Scholar 

  • Lee GA, Sung JS, Lee SY, Chung JW, Yi JY, Kim YG, Lee MC (2014) Genetic assessment of safflower (Carthamus tinctorius L.) collection with microsatellite markers acquired via pyrosequencing method. Mol Ecol Resour 14:69–78

    Article  CAS  PubMed  Google Scholar 

  • Long SP, Marshall-Colon A, Zhu XG (2015) Meeting the global food demand of the future by engineering crop photosynthesis and yield potential. Cell 161:56–66

    Article  CAS  PubMed  Google Scholar 

  • Majidi MM, Zadhoush S (2014) Molecular and morphological variation in a world-wide collection of safflower. Crop Sci 54:2109–2119

    Article  Google Scholar 

  • Marinova E, Riehl S (2009) Carthamus species in the ancient Near East and south-eastern Europe: archaeobotanical evidence for their distribution and use as a source of oil. Veg Hist Archaeobot 18:341–349

    Article  Google Scholar 

  • Mary SS, Gopalan A (2006) Dissection of genetic attributes yield traits of fodder cowpea in F3 and F4. J Appl Sci Res 2:805–808

    Google Scholar 

  • Mayerhofer M, Mayerhofer R, Topinka D, Christianson J, Good AG (2011) Introgression potential between safflower (Carthamus tinctorius L.) and wild relatives of the genus Carthamus. BMC Plant Biol 11:47

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Nadeem MA, Nawaz MA, Shahid MQ, Dogan Y, Comertpay G, Yıldız M, Hatipoglu R, Ahmad F, Alsaleh A, Labhane N, Ozkan H, Chung G, Baloch FS (2018a) DNA molecular markers in plant breeding: current status and recent advancements in the genomic selection and genome editing. Biotechnol Biotechnol Equip 32:261–285

    Article  CAS  Google Scholar 

  • Nadeem MA, Habyarimana E, Çiftçi V, Nawaz MA, Karaköy T, Comertpay G, Shahid MQ, Hatipoğlu R, Yeken MZ, Ali F, Ercişli S (2018b) Characterization of genetic diversity in Turkish common bean gene pool using phenotypic and whole-genome DArTseq-generated silicoDArT marker information. PLoS ONE 13:10

    Article  CAS  Google Scholar 

  • Nagaoka T, Ogihara Y (1997) Applicability of inter-simple sequence repeat markers in wheat for use as DNA markers in comparison to RFLP and RAPD markers. Theor Appl Genet 94:597–602

    Article  CAS  Google Scholar 

  • Pearl SA, Burke JM (2014) Genetic diversity in Carthamus tinctorius (Asteraceae; safflower), an underutilized oilseed crop. Am J Bot 10:1640–1650

    Article  Google Scholar 

  • Potter D, Gao FY, Aliello G, Leslie C, McGranahan G (2002) Inter simple sequence repeat markers for fingerprinting and determining genetic relationships of walnut (Juglans regia) cultivars. J Am Soc Hortic Sci 127:75–81

    Article  CAS  Google Scholar 

  • Rawat S, Jugran AK, Bhatt ID, Rawal RS, Nandi SK (2016) Genetic diversity analysis in natural populations of Roscoea procera Wall. from West Himalaya, India. Braz J Bot 39:621–630

    Article  Google Scholar 

  • Sabzalian MR, Mirlohi A, Saeidi G, Rabbani MT (2009) Genetic variation among populations of wild safflower, Carthamus oxyacanthus analyzed by agro-morphological traits and ISSR markers. Genet Resour Crop Evol 56:1057–1064

    Article  Google Scholar 

  • Sung JS, Cho GT, Lee GA, Baek HJ, Hu MK (2010) Phylogenetic relationships and genetic diversity in collected resources of Carthamus tinctorius by Random Amplified Polymorphic DNA markers. J Life Sci 20:1764–1771

    Article  Google Scholar 

  • Talebi R, Abhari SA (2016) Evaluation of genetic diversity in safflower (Carthamus tinctorius L.) using agro-morphological, fatty acid composition and ISSR molecular markers. Res J Biotechnol 11:7

    Google Scholar 

  • Talebi R, Fayaz F, Karami E (2012) Morphometric and amplified fragment length polymorphism marker analysis in some landrace wheat (Triticum aestivum) genotypes collected from north-west Iran. Environ Exp Biol 10:49–56

    Google Scholar 

  • Tanksley SD, McCouch SR (1997) Seed banks and molecular maps: Unlocking genetic potential from the wild. Science 277:1063–1066

    Article  CAS  PubMed  Google Scholar 

  • Tanyolac B (2003) Inter-simple sequence repeat (ISSR) and RAPD variation among wild barely (Hordeum vulgare subsp. spontaneum) populations from west Turkey. Genet Resour Crop Evol 50:611–614

    Article  CAS  Google Scholar 

  • Team RC (2013) R: a language and environment for statistical computing. R foundation for statistical computing. Vienna, Austria. 2013; ISBN 3-900051-07-0. http://www.R-project.org/

  • Weiss EA (1983) Oilseed crops. Longman Inc., Harlow, p 660

    Google Scholar 

  • Weiss EA (2000) Safflower: oil seed crops. Blackwell Science, Oxford

    Google Scholar 

  • Wodajo B, Mustefa FB, Tesfaye K (2015) Clustering analysis of Ethiopian safflower (Carthamus tinctorius L.) using ISSR Markers. Int J Sci Res Publ 5:434–440

    Google Scholar 

  • Yeh FC, Yang R, Boyle TJ, Ye Z, Xiyan, JM (2000) PopGene32, Microsoft Windows-based freeware for population genetic analysis, Version 1.32. Molecular Biology and Biotechnology Centre, University of Alberta, Edmonton, Alberta, Canada

  • Yaldiz G, Camlica M, Nadeem MA, Nawaz MA, Baloch FS (2018) Genetic diversity assessment in Nicotiana tabacum L. with iPBS-retrotransposons. Turk J Agric For 42:154–164

    Article  CAS  Google Scholar 

  • Yamasaki M, Tenaillon MI, Bi IV, Schroeder SG, Sanchez-Villeda H, Doebley JF, Gaut BS, McMullen MD (2005) A large-scale screen for artificial selection in maize identifies candidate agronomic loci for domestication and crop improvement. Plant Cell 17:2859–2872

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yang YX, Wu W, Zheng YL, Chen L, Liu RJ, Huang CY (2007) Genetic diversity and relationships among safflower (Carthamus tinctorius L.) analyzed by inter-simple sequence repeats (ISSRs). Genet Resour Crop Evol 54:104–1051

    Article  CAS  Google Scholar 

  • Yildiz M, Koçak M, Nadeem MA, Cavagnaro P, Barboza K, Baloch FS et al (2019) Genetic diversity analysis in the Turkish pepper germplasm using iPBS retrotransposon-based markers. Turk J Agric For. https://doi.org/10.3906/tar-1902-10

    Article  Google Scholar 

  • Zeinali E (1999) Safflower, characteristics, productions and utilization. Gorgan University of Agricultural Sciences and Natural Resources Press, Gorgan, p 137

    Google Scholar 

  • Zietkiewicz E, Rafalski A, Labuda D (1994) Genome fingerprinting by simple sequence repeat (SSR)-anchored polymerase chain reaction amplification. Genomics 20:176–183

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

The authors express their gratitude to TUBITAK (The Scientific and Technological Research Council of Turkey) for providing a research fellowship to Fawad Ali under the TUBITAK-2216 fellowship program for international researchers.

Author information

Authors and Affiliations

Authors

Contributions

HJC provided experimental materials. FA, MAN, and AY performed experiment and writing of the manuscript. FSB supervised the experiment. MAN, IHK, SE, GC, and HJC performed editing of the manuscript. EH and MAN supervised the molecular analysis and helped in structuring the manuscript.

Corresponding authors

Correspondence to Hassan Javed Chaudhary or Faheem Shehzad Baloch.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ali, F., Nadeem, M.A., Habyarimana, E. et al. Molecular characterization of genetic diversity and similarity centers of safflower accessions with ISSR markers. Braz. J. Bot 43, 109–121 (2020). https://doi.org/10.1007/s40415-019-00574-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40415-019-00574-7

Keywords

Profiles

  1. Faheem Shehzad Baloch