Skip to main content
Log in

Novel and useful genic-SSR markers from de novo transcriptome sequencing of radish (Raphanus sativus L.)

  • Published:
Molecular Breeding Aims and scope Submit manuscript

Abstract

Simple sequence repeats (SSRs) are highly polymorphic and co-dominant markers, providing an important genomic resource for genetic research. Recently, large-scale transcriptome sequencing has become a reliable and efficient approach for the identification and development of new genic-SSR markers and has been successfully conducted in a few important plant species. However, SSR development based on transcriptome sequencing remains limited in radish (Raphanus sativus L.). In the present study, from a total of 73,084 unigenes and 150,455 contigs which were assembled from 71.95 million Illumina sequence reads of a radish taproot library, a collection of 11,928 genic-SSR loci were successfully identified in 11,311 unigene sequences. Trinucleotide repeats were the most abundant repeat units, as in many other plants, with a frequency of 52 %. Furthermore, a total of 5,503 genic-SSR primers were developed, from which 1,052 SSR primers were synthesized, and a subset of 823 (78.23 %) primers could generate stable bands. Moreover, 67 selected informative genic-SSR markers were used to determine the genetic diversity of 32 radish genotypes, in which the polymorphism information content values ranged from 0.49 to 0.89. For effective cultivar identification, a novel strategy called manual cultivar identification diagram was employed. Thirty-two radish accessions were clearly separated by six genic-SSR markers. Additionally, the cross-species/genera transferability of these SSRs was further validated in nine relatives in Brassicaceae. These results suggested that the novel genic-SSR markers, as a basis for future genetic linkage and gene tagging analysis, could be very valuable in facilitating genetic mapping, marker-assisted selection and comparative genome analysis.

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

Access this article

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

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Barchi L, Lanteri S, Portis E, Acquadro A, Valè G, Toppino L, Rotino GL (2011) Identification of SNP and SSR markers in eggplant using RAD tag sequencing. BMC Genomics 12:304

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Biswas MK, Chai LJ, Mayer C, Xu Q, Guo WW, Deng XX (2012) Exploiting BAC-end sequences for the mining, characterization and utility of new short sequences repeat (SSR) markers in Citrus. Mol Biol Rep 39:5373–5386

    Article  CAS  PubMed  Google Scholar 

  • Blanca J, Cañizares J, Roig C, Ziarsolo P, Nuez F, Picó B (2011) Transcriptome characterization and high throughput SSRs and SNPs discovery in Cucurbita pepo (Cucurbitaceae). BMC Genomics 12:104

    Article  CAS  PubMed Central  PubMed  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  Google Scholar 

  • Conesa A, Gotz S, Garcia-Gomez JM, Terol J, Talon M, Robles M (2005) Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research. Bioinformatics 21:3674–3676

    Article  CAS  PubMed  Google Scholar 

  • Duan JL, Xia C, Zhao GY, Jia JZ, Kong XY (2012) Optimizing de novo common wheat transcriptome assembly using short-read RNA-Seq data. BMC Genomics 13:392

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Dutta S, Kumawat G, Singh BP, Gupta DK, Singh S, VivekDogra V, Gaikwad K, Sharma TR, Raje RS, Bandhopadhya TK, Datta S, Singh MN, Bashasab F, Kulwal P, Wanjari KB, Varshney RK, Cook DR, Singh NK (2011) Development of genic-SSR markers by deep transcriptome sequencing in pigeonpea [Cajanus cajan (L.) Millspaugh]. BMC Plant Biol 11:17

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Feng SP, Li WG, Huang HS, Wang JY, Wu YT (2009) Development, characterization and cross-species/genera transferability of EST–SSR markers for rubber tree (Hevea brasiliensis). Mol Breed 23:85–97

    Article  CAS  Google Scholar 

  • Fu CH, Chen YW, Hsiao YY, Pan ZJ, Liu ZJ, Huang YM, Tsai WC, Chen HH (2011) Orchid Base: a collection of sequences of transcriptome derived from orchids. Plant Cell Physiol 52:238–243

    Article  CAS  PubMed  Google Scholar 

  • Gao LF, Tang JF, Li HW (2003) Analysis of microsatellites in major crops assessed by computational and experimental approaches. Mol Breed 12:245–261

    Article  CAS  Google Scholar 

  • Gasic K, Han YP, Kertbundi S, Shulaev V, Iezzoni AF, Stover EW (2009) Characteristics and transferability of new apple EST-derived SSRs to other Rosaceae species. Mol Breed 23:397–411

    Article  CAS  Google Scholar 

  • Gong YM, Xu SC, Mao WH, Hui QZ, Zhang GW, Ding J, Li YD (2010) Developing new SSR markers from ESTs of pea (Pisum sativum L.). J Zhejiang Univ Sci B 11:702–707

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Gutierrez MV, Vaz Patto MC, Huguet T, Cubero JI, Moreno MT, Torres AM (2005) Cross-species amplification of Medicago truncatula microsatellites across three major pulse crops. Theor Appl Genet 110:1210–1217

    Article  CAS  PubMed  Google Scholar 

  • Hernan EL, Petr K (2006) Genetic relationship and diversity in a sesame (Sesamum indicum L.) germplasm collection using amplified fragment length polymorphism (AFLP). BMC Genet 7:10

    Google Scholar 

  • Hiremath PJ, Farmer A, Cannon SB, Woodward J, Kudapa H, Tuteja R, Kumar A, Bhanuprakash A, Mulaosmanovic B, Gujaria N, Krishnamurthy L, Gaur PM, Kavikishor PB, Shah T, Srinivasan R, Lohse M, Xiao Y, Town CD, Cook DR, May GD, Varshney RK (2011) Large-scale transcriptome analysis in chickpea (Cicer arietinum L.), an orphan legume crop of the semi-arid tropics of Asia and Africa. Plant Biotechnol J 9:922–931

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Huang H, Lu J, Ren Z, Hunter W, Dowd SE, Dang P (2011) Mining and validating grape (Vitis L.) ESTs to develop EST–SSR markers for genotyping and mapping. Mol Breed 28:241–254

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Ince AG, Karaca M, Onus AN (2010) Polymorphic microsatellite markers transferable across Capsicum species. Plant Mol Biol Rep 28:285–291

    Article  CAS  Google Scholar 

  • Iorizzo M, Senalik DA, Grzebelus D, Bowman M, Cavagnaro PF, Matvienko M, Ashrafi H, Deynze AV, Simon PW (2011) De novo assembly and characterization of the carrot transcriptome reveals novel genes, new markers, and genetic diversity. BMC Genomics 12:389

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Jena SN, Srivastava A, Rai KM, Ranjan A, Singh SK, Nisar T, Srivastava M, Bag SK, Mantri S, Asif MH, Yadav HK, Tuli R, Sawant SV (2011) Development and characterization of genomic and expressed SSRs for levant cotton (Gossypium herbaceum L.). Theor Appl Genet 124:565–576

    Article  PubMed  Google Scholar 

  • Jiang LN, Wang LJ, Liu LW, Zhu XW, Zhai LL, Gong YQ (2012) Development and characterization of cDNA library based novel EST–SSR marker in radish (Raphanus sativus L.). Sci Hort 140:164–172

    Article  CAS  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 

  • Kaur S, Pembleton LW, Cogan NO, Savin KW, Leonforte T, Paull J, Materne M, Forster JW (2012) Transcriptome sequencing of field pea and faba bean for discovery and validation of SSR genetic markers. BMC Genomics 13:104

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Koelling J, Coles MC, Matthews PD, Schwekendiek A (2012) Development of new microsatellite markers (SSRs) for Humulus lupulus. Mol Breed 30:479–484

    Article  CAS  Google Scholar 

  • Kong QS, Li XX, Xiang CP, Wang HP, Song JP, Zhi HY (2011) Genetic diversity of radish (Raphanus sativus L.) germplasm resources revealed by AFLP and RAPD markers. Plant Mol Biol Rep 29:217–223

    Article  Google Scholar 

  • Korir NK, Han J, Shangguan LF, Wang C, Kayesh E, Zhang YY, Fang JG (2013) Plant variety and cultivar identification: advances and prospects. Crit Rev Biotechnol 33:111–125

    Article  PubMed  Google Scholar 

  • Li PH, Ponnala L, Gandotra N, Wang L, Si YQ, Tausta SL, Kebrom TH, Provart N, Patel R, Myers CR, Reidel EJ, Turgeon R, Liu P, Sun Q, Nelson T, Brutnell TP (2010) The developmental dynamics of the maize leaf transcriptome. Nat Genet 42:1060–1069

    Article  CAS  PubMed  Google Scholar 

  • Li DJ, Deng Z, Qin B, Liu XH, Men ZH (2012) De novo assembly and characterization of bark transcriptome using Illumina sequencing and development of EST–SSR markers in rubber tree (Hevea brasiliensis Muell. Arg.). BMC Genomics 13:192

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Liang XQ, Chen XP, Hong YB, Liu HY, Zhou GY, Li SX, Guo BZ (2009) Utility of EST-derived SSR in cultivated peanut (Arachis hypogaea L.) and Arachis wild species. BMC Plant Biol 9:35

    Article  PubMed Central  PubMed  Google Scholar 

  • Liu L, Guo W, Zhu X, Zhang T (2003) Inheritance and fine mapping of fertility-restoration for cytoplasmic male sterility in Gossypium hirsutum L. Theor Appl Genet 106:461–469

    CAS  PubMed  Google Scholar 

  • Liu LW, Zhao LP, Gong YQ, Wang MX, Chen LM, Yu FM, Wang LZ (2008) DNA fingerprinting and genetic diversity analysis of late-bolting radish cultivars with RAPD, ISSR and SRAP markers. Sci Hort 116:240–247

    Article  CAS  Google Scholar 

  • Lu TT, Lu GJ (2010) Function annotation of the rice transcriptome at single-nucleotide resolution by RNA-seq. Genome Res 20:1238–1249

    Article  CAS  PubMed  Google Scholar 

  • Martienssen RA, Colot V (2001) DNA methylation and epigenetic inheritance in plants and filamentous fungi. Science 293:1070–1074

    Article  CAS  PubMed  Google Scholar 

  • Parchman TL, Geist KS, Grahnen JA, Benkman CW, Buerkle CA (2010) Transcriptome sequencing in an ecologically important tree species: assembly, annotation, and marker discovery. BMC Genomics 11:180

    Article  PubMed Central  PubMed  Google Scholar 

  • Peng JH, Lapitan NV (2005) Characterization of EST-derived microsatellites in the wheat genome and development of eSSR markers. Funct Integr Genomics 5:80–96

    Article  CAS  PubMed  Google Scholar 

  • Scaglione D, Acuadro A, Portis E, Taylor CA, Lanteri S, Knapp SJ (2009) Ontology and diversity of transcript-associated microsatellites mined from a globe artichoke EST database. BMC Genomics 10:454

    Article  PubMed Central  PubMed  Google Scholar 

  • Shao YC, Xu L, Chen FS (2011) Genetic diversity analysis of Monascus strains using SRAP and ISSR markers. Mycoscience 52:224–233

    Article  Google Scholar 

  • Shirasawa K, Oyama M, Hirakawa H, Sato S, Tabata S, Fujioka T (2011) An EST–SSR linkage map of Raphanus sativus and comparative genomics of the Brassicaceae. DNA Res 18:1–12

    Article  Google Scholar 

  • Silva PI, Martins AM, Gouvea EG, Pessoa-Filho M, Ferreira ME (2013) Development and validation of microsatellite markers for Brachiaria ruziziensis obtained by partial genome assembly of Illumina single-end reads. BMC Genomics 14:17

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Smith JSC, Chin ECL, Shu H, Smith OS, Wall SJ, Senior ML, Mitchell SE, Kresovich S, Ziegle J (1997) An evaluation of the utility of SSR loci as molecular markers in maize (Zea mays L.) comparisons with data from RFLPs and pedigree. Theor Appl Genet 95:163–173

    Article  CAS  Google Scholar 

  • Song J, Sun RJ, Li DZ, Tan FJ, Li X, Jiang PP, Huang XJ, Lin L, Deng ZN, Deng Y (2012) An improvement of shotgun proteomics analysis by adding next-generation sequencing transcriptome data in orange. PLoS One 7:e39494

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Sraphet S, Boonchanawiwa A, Thanyasiriwat T, Boonseng O, Tabata S, Sasamoto S, Shirasawa K, Isobe S, Lightfoot DA, Tangphatsornruang S, Triwitayakorn K (2011) SSR and EST–SSR based genetic linkage map of cassava (Manihot esculenta Crantz). Theor Appl Genet 122:1161–1170

    Article  PubMed  Google Scholar 

  • Triwitayakorn K, Chatkulkawin P, Kanjanawattanawong S, Sraphet S, Yoocha T, Sangsrakru D, Chanprasert J, Ngamphiw C, Jomchai N, Therawattanasuk K, Tangphatsornruang S (2011) Transcriptome sequencing of Hevea brasiliensis for development of microsatellite markers and construction of a genetic linkage map. DNA Res 18:471–482

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang YZ, Fang BP, Chen JY, Zhang XG, Luo ZX, Huang LF, Chen XL, Li YJ (2010) De novo assembly and characterization of root transcriptome using Illumina paired-end sequencing and development of cSSR markers in sweetpotato (Ipomoea batatas). BMC Genomics 11:726

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang YJ, Li XY, Han J, Fang WM, Li XD, Wang SS, Fang JG (2011) Analysis of genetic relationships and identification of flowering-mei cultivars using EST–SSR markers developed from apricot and fruiting-mei. Sci Hort 132:12–17

    Article  CAS  Google Scholar 

  • Wang G, Zhu QG, Meng QW, Wu CG (2012a) Transcript profiling during salt stress of young cotton (Gossypium hirsutum) seedlings via Solexa sequencing. Acta Physiol Plant 34:107–115

    Article  Google Scholar 

  • Wang HX, Walla JA, Zhong SB, Huang DQ, Dai WH (2012b) Development and cross-species genera transferability of microsatellite markers discovered using 454 genome sequencing in chokecherry (Prunus virginiana L.). Plant Cell Rep 31:2047–2055

    Article  CAS  PubMed  Google Scholar 

  • Wang SF, Wang XF, He QW, Liu XX, Xu WL, Li LB, Gao JW, Wang FD (2012c) Transcriptome analysis of the roots at early and late seedling stages using Illumina paired-end sequencing and development of EST–SSR markers in radish. Plant Cell Rep 31:1437–1447

    Article  CAS  PubMed  Google Scholar 

  • Wang YX, Zeng X, Iyer NJ, Bryant DW, Mockler TC, Mahalingam R (2012d) Exploring the switchgrass transcriptome using second-generation sequencing technology. PLoS One 7:e34225

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wöhrmann T, Weising K (2011) In silico mining for simple sequence repeat loci in a pineapple expressed sequence tag database and cross-species amplification of EST–SSR markers across Bromeliaceae. Theor Appl Genet 123:635–647

    Article  PubMed  Google Scholar 

  • Xu W, Yang Q, Huai HY, Liu AZ (2012) Development of EST–SSR markers and investigation of genetic relatedness in tung tree. Tree Genet Genomes 8:933–940

    Article  Google Scholar 

  • Yadav HK, Ranjan A, Asif MH, Mantri S, Sawant SV, Tuli R (2011) EST-derived SSR markers in Jatropha curcas L.: development, characterization, polymorphism, and transferability across the species/genera. Tree Genet Genomes 7:207–219

    Article  Google Scholar 

  • Yu LJ, Luo YF, Liao B, Xie LJ, Chen L, Xiao S, Li JT, Hu SN, Shu WS (2012) Comparative transcriptome analysis of transporters, phytohormone and lipid metabolism pathways in response to arsenic stress in rice (Oryza sativa). New Phytol 195:97–112

    Article  CAS  PubMed  Google Scholar 

  • Zeng S, Xiao G, Guo J, Fei Z, Xu Y, Roe BA, Wang Y (2010) Development of a EST dataset and characterization of EST–SSRs in a traditional Chinese medicinal plant, Epimedium sagittatum (Sieb. Et Zucc.) Maxim. BMC Genomics 11:94

    Article  PubMed Central  PubMed  Google Scholar 

  • Zhai LL, Liu LL, Zhu XW, Xu L, Jiang LN, Gong YQ (2013) Development, characterization and application of novel expressed sequence tag-simple sequence repeat (EST–SSR) markers in radish (Raphanus sativus L.). Afr J Biotechnol 12:921–935

    CAS  Google Scholar 

  • Zhang HY, Wei LB, Miao HM, Zhang T, Wang CY (2012a) Development and validation of genic-SSR markers in sesame by RNA-seq. BMC Genomics 13:316

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Zhang JN, Liang S, Duan JL, Wang J, Chen SL, Cheng ZS, Zhang Q, Liang XQ, Li TR (2012b) De novo assembly and characterisation of the transcriptome during seed development, and generation of genic-SSR markers in peanut (Arachis hypogaea L.). BMC Genomics 13:90

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Zhang YP, Tan HH, Cao SY, Wang XC, Yang G, Fang JG (2012c) A novel strategy for identification of 47 pomegranate (Punica granatum) cultivars using RAPD markers. Genet Mol Res 11:3032–3041

    Article  CAS  PubMed  Google Scholar 

  • Zhu XC, Raman H, Wu HW, Lemerle D, Burrows GE, Stanton R (2012) Development of SSR markers for genetic analysis of silverleaf nightshade (Solanum elaeagnifolium) and related species. Plant Mol Biol Rep 31:248–254

    Article  Google Scholar 

Download references

Acknowledgments

This work was in part supported by grants from the Program for the National Key Technologies R&D Program of China (2012BAD02B01), the NSFC (31171956, 31372064), Key Technology R&D Program of Jiangsu Province (BE2010328, BE2013429), JASTIF [CX (12)2006, CX(13)2007] and the PAPD. We thank Dr. X. Zhu at North Dakota State University for his critical review and helpful comments during the preparation of this manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Liwang Liu.

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Cite this article

Zhai, L., Xu, L., Wang, Y. et al. Novel and useful genic-SSR markers from de novo transcriptome sequencing of radish (Raphanus sativus L.). Mol Breeding 33, 611–624 (2014). https://doi.org/10.1007/s11032-013-9978-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11032-013-9978-x

Keywords

Navigation