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Development of Simple Sequence Repeat Markers in Hazelnut (Corylus avellana L.) by Next-Generation Sequencing and Discrimination of Turkish Hazelnut Cultivars

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Abstract

European hazelnut (Corylus avellana) is a diploid tree species and is widely used in confections. Hazelnuts are, to a large part, produced in Turkey with the cultivar “Tombul” widely grown in the Black Sea region. In this work, the “Tombul” genome was partially sequenced by next-generation sequencing technology yielding 29.2% (111.85 Mb) of the ~ 385 Mb (1C). This sequence information was used to develop genetic markers in order to enable differentiation of material before the long maturation process and to facilitate future breeding strategies. A total of 90,142 simple sequence repeats (SSRs) were identified in the contigs giving a frequency of 1 SSR per 1240 nt in the assembly. Mononucleotides were the most abundant SSR marker type (60.9%) followed by di- and trinucleotides. Primer pairs were designed for 75,139 (83.3%) of the SSRs. Fifty SSR primers were applied to 47 hazelnut accessions from nine countries to test their effectiveness and polymorphism. The markers amplified an average of 3.2 fragments. The highest polymorphism information content value was for cavSSR11062 (0.97) and the lowest (0.04) was for cavSSR13386. Two markers were monomorphic: cavSSR12855 and cavSSR13267. Single-copy SSR primers were also assessed for their ability to discriminate 19 Turkish cultivars, and it was found that seven primer pairs (Cav4217, Cav14875, Cav14418, Cav2704, Cav12862, Cav3909, Cav1361) were sufficient for this task. Thus, this study developed new SSR markers for use in hazelnut breeding and genetic studies and also provide a method to distinguish and identify true-type Turkish cultivars.

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References

  • Abuzayed MA, Goktay M, Allmer J, Doganlar S, Frary A (2017) Development of genomic simple sequence repeat markers in faba bean by next-generation sequencing. Plant Mol Biol Report 35:61–71

    Article  CAS  Google Scholar 

  • Akin M, Nyberg A, Postman J, Mehlenbacher S, Bassil NV (2016) A multiplexed microsatellite fingerprinting set for hazelnut cultivar identification. Eur J Hortic Sci 81:327–338

    Article  Google Scholar 

  • Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ (1990) Basic local alignment search tool. J Mol Biol 215:403–410

    Article  CAS  Google Scholar 

  • Boccacci P, Botta R (2010) Microsatellite variability and genetic structure in hazelnut (Corylus avellana L.) cultivars from different growing regions. Sci Hortic 124(1):128–133

  • Bacchetta L, Avanzato D, Di Giovanni B, Botta R, Boccacci P, Drogoudi P, Metzidakis I, Rovira M, Sarraquigne JP, Silva AP, Solar A, Spera D (2014) The reorganisation of European hazelnut genetic resources in the SAFENUT (AGRI GEN RES) project. Acta Hortic 1052:67–74

  • Balik HI, Beyhan N (2014) Clonal selection of Palaz hazelnut cultivar in Unye district of Ordu province. Anadolu J Agr Sci 29:179

  • Bassil NV, Botta R, Mehlenbacher SA (2005) Additional microsatellite markers of the European hazelnut. Acta Hortic 686:105–110

  • Bassil N, Boccacci P, Botta R, Postman J, Mehlenbacher SA (2013) Nuclear and chloroplast microsatellite markers to assess genetic diversity and evolution in hazelnut species, hybrids and cultivars. Genet Resour Crop Evol 60:543–568

    Article  CAS  Google Scholar 

  • Bhattarai G (2015) Microsatellite marker development, characterization and mapping in European hazelnut (Corylus avellana L.), and investigation of novel sources of eastern filbert blight resistance in Corylus. Dissertation, Oregon State University

  • Bhattarai G, Mehlenbacher SA (2017) In silico development and characterization of tri-nucleotide simple sequence repeat markers in hazelnut (Corylus avellana L.). PLoS One 12:e0178061

    Article  Google Scholar 

  • Bhattarai G, Mehlenbacher SA, Smith DC (2017) Eastern filbert blight disease resistance from Corylus americana ‘Rush’and selection ‘Yoder# 5’maps to linkage group 7. Tree Genet Genomes 13:45

    Article  Google Scholar 

  • Boccacci P, Akkak A, Bassil NV, Mehlenbacher SA, Botta R (2005) Characterization and evaluation of microsatellite loci in European hazelnut (Corylus avellana L.) and their transferability to other Corylus species. Mol Ecol Notes 5:934–937

    Article  CAS  Google Scholar 

  • Boccacci P, Akkak A, Botta R (2006) DNA typing and genetic relationship among European hazelnut (Corylus avellana L.) cultivars using microsatellite markers. Genome 49:598–611

    Article  CAS  Google Scholar 

  • Boccacci P, Botta R, Rovira M (2008) Genetic diversity of hazelnut (Corylus avellana L.) germplasm in northeastern Spain. Hortic Sci 43:667–672

    Google Scholar 

  • Boccacci P, Botta R (2009) Investigating the origin of hazelnut (Corylus avellana L.) cultivars using chloroplast microsatellites. Genet Resour Crop Evol 56:851–859

    Article  CAS  Google Scholar 

  • Boccacci P, Aramini M, Valentini N, Bacchetta L, Rovira M, Drogoudi P, Silva AP, Solar A, Calizzano F, Erdogan V, Cristoferi V, Ciarmiello LF, Contessa C, Ferreira JJ, Marra FP, Botta R (2013) Molecular and morphological diversity of on-farm hazelnut (Corylus avellana L.) landraces from southern Europe and their role in the origin and diffusion of cultivated germplasm. Tree Genet Genomes 9:1465–1480

    Article  Google Scholar 

  • Boccacci P, Beltramo C, Prando MS, Lembo A, Sartor C, Mehlenbacher SA, Botta R, Marinoni DT (2015) In silico mining, characterization and cross-species transferability of EST-SSR markers for European hazelnut (Corylus avellana L.). Mol Breed 35:1–14

    Article  CAS  Google Scholar 

  • Campa A, Trabanco N, Pérez-Vega E, Rovira M, Ferreira JJ (2011) Genetic relationship between cultivated and wild hazelnuts (Corylus avellana L.) collected in northern Spain. Plant Breed 130:360–366

    Article  CAS  Google Scholar 

  • Cardle L, Ramsay L, Milbourne D, Macaulay M, Marshall D, Waugh R (2000) Computational and experimental characterization of physically clustered simple sequence repeats in plants. Genetics 156:847–854

    CAS  PubMed  PubMed Central  Google Scholar 

  • Celik I, Gultekin V, Allmer J, Doganlar S, Frary A (2014) Development of genomic simple sequence repeat markers in opium poppy by next-generation sequencing. Mol Breed 34:323–334

    Article  CAS  Google Scholar 

  • Colburn BC, Mehlenbacher SA, Sathuvalli VR (2017) Development and mapping of microsatellite markers from transcriptome sequences of European hazelnut (Corylus avellana L.) and use for germplasm characterization. Mol Breed 37:16

    Article  Google Scholar 

  • Dice LR (1945) Measures of the amount of ecologic association between species. Ecology 26:297–302

    Article  Google Scholar 

  • Earl DA, von Holdt BM (2012) Structure Harvester: a website and program for visualizing STRUCTURE output and implementing the Evanno method. Conserv Genet Resour 4:359–361

    Article  Google Scholar 

  • Erdogan V, Koksal AI, Aygun A (2010) Assessment of genetic relationships among Turkish hazelnut (Corylus avellana L.) cultivars by RAPD markers. Romanian Biotech Lett 15:5591–5601

  • 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  Google Scholar 

  • Food and Agriculture Organization of the United Nations, FAOSTAT (2017a) http://www.fao.org/faostat/en/#data/TP. Accessed 10.01.2017

  • Food and Agriculture Organization of the United Nations, FAOSTAT (2017b) http://www.fao.org/faostat/en/#data/QC. Accessed 10.01.2017

  • Fulton TM, Chunwongse J, Tanksley SD (1995) Microprep protocol for extraction of DNA from tomato and other herbaceous plants. Plant Mol Biol Report 13:207–209

    Article  CAS  Google Scholar 

  • Galderisi U, Cipollaro M, Di Bernanrdo G, De Masi L, Galano G, Cascino A (1999) Identification of hazelnut (Corylus avellana L.) cultivars by RAPD analysis. Plant Cell Rep 18:652–655

  • Gao H, Williamson S, Bustamante CD (2007) A Markov chain Monte Carlo approach for joint inference of population structure and inbreeding rates from multilocus genotype data. Genetics 176:1635–1651

    Article  Google Scholar 

  • Ghanbari A, Akkak A, Boccacci P, Talaie A, Vezvaie A, Botta R (2005) Characterization of hazelnut (Corylus avellana L.) cultivars using microsatellite markers. Acta Hortic 686:111–115

  • Gökirmak T, Mehlenbacher SA, Bassil NV (2009) Characterization of European hazelnut (Corylus avellana) cultivars using SSR markers. Genet Resour Crop Evol 56(2):147–172

  • Gol S, Göktay M, Allmer J, Doğanlar S, Frary A (2017) Newly developed SSR markers reveal genetic diversity and geographical clustering in spinach (Spinacia oleracea). Mol Gen Genomics 292:847-855

  • Gupta PK, Balyan HS, Sharma PC, Ramesh B (1996) Microsatellites in plants: a new class of molecular markers. Curr Sci 45:45–54

  • Gurcan K, Mehlenbacher SA (2010) Development of microsatellite marker loci for European hazelnut (Corylus avellana L.) from ISSR fragments. Mol Breed 26:551–559

    Article  Google Scholar 

  • Gurcan K, Mehlenbacher SA, Botta R, Boccacci P (2010a) Development, characterization, segregation, and mapping of microsatellite markers for European hazelnut (Corylus avellana L.) from enriched genomic libraries and usefulness in genetic diversity studies. Tree Genet Genomes 6:513–531

    Article  Google Scholar 

  • Gurcan K, Mehlenbacher SA, Erdogan V (2010b) Genetic diversity in hazelnut (Corylus avellana L.) cultivars from Black Sea countries assessed using SSR markers. Plant Breed 129:422–434

    CAS  Google Scholar 

  • Haq SU, Jain R, Sharma M, Kachhwaha S, Kothari SL (2014) Identification and characterization of microsatellites in expressed sequence tags and their cross transferability in different plants. Int J Genomics 2014:863948

    Article  Google Scholar 

  • Hokanson SC, Lamboy WF, Szewc-McFadden AK, McFerson JR (2001) Microsatellite (SSR) variation in a collection of Malus (apple) species and hybrids. Euphytica 118:281–294

    Article  CAS  Google Scholar 

  • Hormaza JI (2002) Molecular characterisation and similarity relationships among apricot (Prunus armeniaca L.) genotypes using simple sequence repeats. Theor Appl Genet 104:321–328

    Article  CAS  Google Scholar 

  • Islam A (2003) Clonal selection in ‘Uzunmusa’ hazelnut. Plant Breed 122:368–371

    Article  Google Scholar 

  • Islam A, Ozgüven AI (2000) Clonal selection in the Turkish hazelnut cultivars grown in Ordu province. In V International Congress on Hazelnut 556:203–208

  • Kafkas S, Doğan Y, Sabır A, Turan A, Seker H (2009) Genetic characterization of hazelnut (Corylus avellana L.) cultivars from Turkey using molecular markers. HortSci 44:1557–1561

    Google Scholar 

  • Koressaar T, Remm M (2007) Enhancement and modifications of primer design program Primer3. Bioinformatics 23:1289–1291

    Article  CAS  Google Scholar 

  • Langmead B, Salzberg SL (2012) Fast gapped-read alignment with Bowtie 2. Nat Methods 9:357–359

    Article  CAS  Google Scholar 

  • Liu K, Muse SV (2005) PowerMarker: an integrated analysis environment for genetic marker analysis. Bioinformatics 21:2128–2129

    Article  CAS  Google Scholar 

  • Lucchetti S, Pastore G, Leoni G, Arima S, Merendino N, Baima S, Ambra R (2018) A simple microsatellite-based method for hazelnut oil DNA analysis. Food Chem 245:812–819

  • Martin M (2011) Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet J 17:10–12

  • Martins S, Simões F, Mendonça D, Matos J, Silva AP, Carnide V (2015) Western European wild and landraces hazelnuts evaluated by SSR markers. Plant Mol Biol Report 33:1712-1720

  • Mehlenbacher SA (2014) Geographic distribution of incompatibility alleles in cultivars and selections of European hazelnut. J Am Soc Hortic Sci 139:191–212

    Google Scholar 

  • Mehlenbacher SA, Brown RN, Nouhra ER, Gokirmak T, Bassil NV, Kubisiak TL (2006) A genetic linkage map for hazelnut (Corylus avellana L.) based on RAPD and SSR markers. Genome 49:122–133

    Article  CAS  Google Scholar 

  • Ozturk SC, Ozturk SE, Celik I, Stampar F, Veberic R, Doganlar S, Solar A, Frary A (2017a) Molecular genetic diversity and association mapping of nut and kernel traits in Slovenian hazelnut (Corylus avellana) germplasm. Tree Genet Genomes 13:16

    Article  Google Scholar 

  • Ozturk SC, Balik HI, Balik SK, Kizilci G, Duyar O, Doganlar S, Frary A (2017b) Molecular genetic diversity of the Turkish national hazelnut collection and selection of a core set. Tree Genet Genomes 13:113

    Article  Google Scholar 

  • Perrier X, Jacquemoud-Collet JP (2006) DARwin software. Available: http://darwin.cirad.fr/darwin

  • Peterschmidt BC (2013) DNA markers and characterization of novel sources of eastern filbert blight resistance in European hazelnut (Corylus avellana L.). MS Thesis, Oregon State Univ., Corvallis

  • Pritchard JK, Stephens M, Rosenberg NA, Donnelly P (2000) Association mapping in structured populations. Am J Hum Genet 67:170–181

    Article  CAS  Google Scholar 

  • Rallo P, Dorado G, Martín A (2000) Development of simple sequence repeats (SSRs) in olive tree (Olea europaea L.). Theor Appl Genet 101:984–989

    Article  CAS  Google Scholar 

  • Sathuvalli V, Mehlenbacher SA, Smith DC (2017) High-resolution genetic and physical mapping of the eastern filbert blight resistance region in ‘Jefferson’ hazelnut (L.). Plant Genome 10

  • Solar A, Stampar F, Usenik V (1996) Identification of some hazelnut cultivars (Corylus avellana L.) with isozyme analysis. IV International Symposium on Hazelnut 445

  • Sosinski B, Gannavarapu M, Hager LD, Beck LE, King GJ, Ryder CD, Rajapakse S, Baird WV, Ballard RE, Abbott AG (2000) Characterization of microsatellite markers in peach [Prunus persica (L.) Batsch]. Theor Appl Genet 101:421–428

    Article  CAS  Google Scholar 

  • Simpson JT, Wong K, Jackman SD, Schein JE, Jones SJ, Birol I (2009) AbySS: a parallel assembler for short read sequence data. Genome Res 19:1117–1123

    Article  CAS  Google Scholar 

  • Squirrell J, Hollingsworth PM, Woodhead M, Russell J, Lowe AJ, Gibby M, Powell W (2003) How much effort is required to isolate nuclear microsatellites from plants? Mol Ecol 12:339–1348

    Article  Google Scholar 

  • Valentini N, Calizzano F, Boccacci P, Botta R (2014) Investigation on clonal variants within the hazelnut (Corylus avellana L.) cultivar ‘Tonda Gentile delle Langhe’. Sci Hortic 165:303–310

    Article  Google Scholar 

  • Yamamoto T, Kimura T, Sawamura Y, Kotobuki K, Ban Y, Hayashi T, Matsuta N (2001) SSRs isolated from apple can identify polymorphism and genetic diversity in pear. Theor Appl Genet 102:865–870

    Article  CAS  Google Scholar 

  • Zalapa JE, Cuevas H, Zhu H, Steffan S, Senalik D, Zeldin E, McCown B, Harbut R, Simon P (2012) Using next-generation sequencing approaches to isolate simple sequence repeat (SSR) loci in the plant sciences. Am J Bot 99:193–208

    Article  CAS  Google Scholar 

  • Zane L, Bargelloni L, Patarnello T (2002) Strategies for microsatellite isolation: a review. Mol Ecol 11:1–16

    Article  CAS  Google Scholar 

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Acknowledgements

This research was supported by funding from an Izmir Institute of Technology Scientific Research Project (BAP-2016IYTE71) and The Scientific and Technological Research Council of Turkey (212T201). We are grateful to the Hazelnut Research Institute, Giresun, Turkey, for plant samples.

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Correspondence to Anne Frary.

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Data will be available at http://plantmolgen.iyte.edu.tr/data/ upon publication.

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Suppl. Figure 1

Delta K values of the Structure program outcome for each subpopulation assumption. The value of K with the highest Delta K value was chosen as the best number of subpopulations for the hazelnut accessions (K = 4). (PNG 7 kb)

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Suppl. Figure 2

Population structure plots of the 47 hazelnut accessions. Cultivars are shown on the x-axis and are numbered according to Table 1. The y-axis shows the proportion of identity to each subpopulation (represented by different colored bars). (PNG 23 kb)

High Resolution Image (TIF 559 kb)

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Öztürk, S.C., Göktay, M., Allmer, J. et al. Development of Simple Sequence Repeat Markers in Hazelnut (Corylus avellana L.) by Next-Generation Sequencing and Discrimination of Turkish Hazelnut Cultivars. Plant Mol Biol Rep 36, 800–811 (2018). https://doi.org/10.1007/s11105-018-1120-0

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