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.
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
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
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
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
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
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
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
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
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
Gao LF, Tang JF, Li HW (2003) Analysis of microsatellites in major crops assessed by computational and experimental approaches. Mol Breed 12:245–261
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
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
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
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
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
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
Ince AG, Karaca M, Onus AN (2010) Polymorphic microsatellite markers transferable across Capsicum species. Plant Mol Biol Rep 28:285–291
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
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
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
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
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
Koelling J, Coles MC, Matthews PD, Schwekendiek A (2012) Development of new microsatellite markers (SSRs) for Humulus lupulus. Mol Breed 30:479–484
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
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
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
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
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
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
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
Lu TT, Lu GJ (2010) Function annotation of the rice transcriptome at single-nucleotide resolution by RNA-seq. Genome Res 20:1238–1249
Martienssen RA, Colot V (2001) DNA methylation and epigenetic inheritance in plants and filamentous fungi. Science 293:1070–1074
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
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
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
Shao YC, Xu L, Chen FS (2011) Genetic diversity analysis of Monascus strains using SRAP and ISSR markers. Mycoscience 52:224–233
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights 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
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11032-013-9978-x