Skip to main content
Log in

A rapid and cost-effective approach for the development of polymorphic microsatellites in non-model species using paired-end RAD sequencing

  • Methods Paper
  • Published:
Molecular Genetics and Genomics Aims and scope Submit manuscript

Abstract

As one of the most informative and versatile DNA-based markers, microsatellites have been widely used in population and conservation genetic studies. However, the development of microsatellites has traditionally been laborious, time-consuming, and expensive. In the present study, a rapid and cost-effective “RAD-seq-Assembly-Microsatellite” approach was developed to identify abundant microsatellite markers in non-model species using the roughskin sculpin Trachidermus fasciatus as a representative. Overlapping paired-end Illumina reads generated by restriction-site-associated DNA sequencing (RAD-seq) were clustered based on the similarity of reads containing the restriction enzyme recognition site and then assembled into contigs, which were used for microsatellite discovery and primer design. A total of 121,750 RAD contigs were generated with a mean length of 522 bp, and 19,782 contigs contained microsatellite motifs. A total of 156,150 primer pairs were successfully designed based on 16,497 contigs containing priming sites. Experimental validation of 52 randomly selected microsatellite loci demonstrated that 45 (86.54%) loci were successfully amplified and polymorphic in two geographically isolated populations of T. fasciatus. Compared with traditional approaches based on DNA cloning and other approaches based on next-generation sequencing, our newly developed approach could yield thousands of microsatellite loci with much higher successful amplification rate and lower costs, especially for non-model species with shallow background of genomic information. The “RAD-seq-Assembly-Microsatellite” approach holds great promise for microsatellite development in future ecological and evolutionary studies of non-model species.

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.

Similar content being viewed by others

References

  • Afgan E, Baker D, van den Beek M, Blankenberg D, Bouvier D, Čech M, Chilton J, Clements D, Coraor N, Eberhard C, Grüning B, Guerler A, Hillman-Jackson J, Von Kuster G, Rasche E, Soranzo N, Turaga N, Taylor J, Nekrutenko A, Goecks J (2016) The Galaxy platform for accessible, reproducible and collaborative biomedical analyses: 2016 update. Nucleic Acids Res 44:W3–W10

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bonatelli IA, Carstens BC, Moraes EM (2015) Using next generation RAD sequencing to isolate multispecies microsatellites for Pilosocereus (Cactaceae). PLoS One 10:e0142602

    Article  PubMed  PubMed Central  Google Scholar 

  • Cai G, Leadbetter CW, Muehlbauer MF, Molnar TJ, Hillman BI (2013) Genome-wide microsatellite identification in the fungus Anisogramma anomala using Illumina sequencing and genome assembly. PLoS One 8:e82408

    Article  PubMed  PubMed Central  Google Scholar 

  • Castoe TA, Poole AW, Gu W, Jason de Koning AP, Daza JM, Smith EN, Pollock DD (2010) Rapid identification of thousands of copperhead snake (Agkistrodon contortrix) microsatellite loci from modest amounts of 454 shotgun genome sequence. Mol Ecol Resour 10:341–347

    Article  CAS  PubMed  Google Scholar 

  • Catchen J, Hohenlohe PA, Bassham S, Amores A, Cresko WA (2013) Stacks: an analysis tool set for population genomics. Mol Ecol 22:3124–3140

    Article  PubMed  PubMed Central  Google Scholar 

  • Chang Y, Feng Z, Yu J, Ding J (2009) Genetic variability analysis in five populations of the sea cucumber Stichopus (Apostichopus) japonicus from China, Russia, South Korea and Japan as revealed by microsatellite markers. Mar Ecol 30:455–461

    Article  CAS  Google Scholar 

  • Davey JW, Hohenlohe PA, Etter PD, Boone JQ, Catchen JM, Blaxter ML (2011) Genome-wide genetic marker discovery and genotyping using next-generation sequencing. Nat Rev Genet 12:499–510

    Article  CAS  PubMed  Google Scholar 

  • Glenn TC (2011) Field guide to next-generation DNA sequencers. Mol Ecol Resour 11:759–769

    Article  CAS  PubMed  Google Scholar 

  • Glenn TC, Schable NA (2005) Isolating microsatellite DNA loci. Methods Enzymol 395:202–222

    Article  CAS  PubMed  Google Scholar 

  • Hodel RG, Segovia-Salcedo MC, Landis JB, Crowl AA, Sun M, Liu X, Gitzendanner MA, Douglas NA, Germain-Aubrey CC, Chen S, Soltis DE, Soltis PS (2016) The report of my death was an exaggeration: a review for researchers using microsatellites in the 21st century. Appl Plant Sci 4:1600025

    Article  Google Scholar 

  • Hohenlohe PA, Day MD, Amish SJ, Miller MR, Kamps-Hughes N, Boyer MC, Muhlfeld CC, Allendorf FW, Johnson EA, Luikart G (2013) Genomic patterns of introgression in rainbow and westslope cutthroat trout illuminated by overlapping paired-end RAD sequencing. Mol Ecol 22:3002–3013

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hu Z, Zhang T, Gao X-X, Wang Y, Zhang Q, Zhou H-J, Zhao G-F, Wang M-L, Woeste KE, Zhao P (2016) De novo assembly and characterization of the leaf, bud, and fruit transcriptome from the vulnerable tree Juglans mandshurica for the development of 20 new microsatellite markers using Illumina sequencing. Mol Genet Genom 291:849–862

    Article  CAS  Google Scholar 

  • Huang X, Madan A (1999) CAP3: a DNA sequence assembly program. Genome Res 9:868–877

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hung C-M, Yu A-Y, Lai Y-T, Shaner P-JL (2016) Developing informative microsatellite makers for non-model species using reference mapping against a model species’ genome. Sci Rep 6:23087

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li H (2013) Aligning sequence reads, clone sequences and assembly contigs with BWA-MEM. arXiv:1303:3997 (Prepr)

  • Li H, Durbin R (2009) Fast and accurate short read alignment with Burrows–Wheeler transform. Bioinformatics 25:1754–1760

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R, 1000 Genome Project Data Processing Subgroup (2009) The sequence alignment/map format and SAMtools. Bioinformatics 25:2078–2079

    Article  PubMed  PubMed Central  Google Scholar 

  • Li Q-Y, Zhang J, Yao J-T, Wang X-L, Duan D-L (2016a) Development of Saccharina japonica genomic SSR markers using next-generation sequencing. J Appl Phycol 28:1387–1390

    Article  CAS  Google Scholar 

  • Li Y-L, Xue D-X, Gao T-X, Liu J-X (2016b) Genetic diversity and population structure of the roughskin sculpin (Trachidermus fasciatus Heckel) inferred from microsatellite analyses: implications for its conservation and management. Conserv Genet 17:921–930

    Article  Google Scholar 

  • Mastretta-Yanes A, Arrigo N, Alvarez N, Jorgensen TH, Piñero D, Emerson BC (2015) Restriction site-associated DNA sequencing, genotyping error estimation and de novo assembly optimization for population genetic inference. Mol Ecol Resour 15:28–41

    Article  CAS  PubMed  Google Scholar 

  • Meglécz E, Costedoat C, Dubut V, Gilles A, Malausa T, Pech N, Martin JF (2010) QDD: a user-friendly program to select microsatellite markers and design primers from large sequencing projects. Bioinformatics 26:403–404

    Article  PubMed  Google Scholar 

  • Minegishi Y, Ikeda M, Kijima A (2015) Novel microsatellite marker development from the unassembled genome sequence data of the marbled flounder Pseudopleuronectes yokohamae. Mar Genom 24:357–361

    Article  Google Scholar 

  • Montanari S, Perchepied L, Renault D, Frijters L, Velasco R, Horner M, Gardiner SE, Chagné D, Bus VGM, Durel C-E, Malnoy M (2016) A QTL detected in an interspecific pear population confers stable fire blight resistance across different environments and genetic backgrounds. Mol Breed 36:1–16

    Article  CAS  Google Scholar 

  • Oliveira EJ, Pádua JG, Zucchi MI, Vencovsky R, Vieira MLC (2006) Origin, evolution and genome distribution of microsatellites. Genet Mol Biol 29:294–307

    Article  CAS  Google Scholar 

  • Onikura N, Takeshita N, Matsui S, Kimura S (2002) Spawning grounds and nests of Trachidermus fasciatus (Cottidae) in the Kashima and Shiota estuaries system facing Ariake Bay, Japan. Ichthyol Res 49:198–201

    Article  Google Scholar 

  • Park S (2001) Trypanotolerance in West African cattle and the population genetic effects of selection. Dissertation, University of Dublin

  • Rousset F (2008) Genepop’007: a complete re-implementation of the genepop software for Windows and Linux. Mol Ecol Resour 8:103–106

    Article  PubMed  Google Scholar 

  • Schoebel CN, Brodbeck S, Buehler D, Cornejo C, Gajurel J, Hartikainen H, Keller D, Leys M, Ríčanová S, Segelbacher G, Werth S, Csencsics D (2013) Lessons learned from microsatellite development for nonmodel organisms using 454 pyrosequencing. J Evol Biol 26:600–611

    Article  CAS  PubMed  Google Scholar 

  • Stabile J, Lipus D, Maceda L, Maltz M, Roy N, Wirgin I (2016) Microsatellite DNA analysis of spatial and temporal population structuring of Phragmites australis along the Hudson River Estuary. Biol Invasions 18:2517–2519

    Article  Google Scholar 

  • van Oosterhout C, Hutchinson WF, Wills DP, Shipley P (2004) Micro-Checker: software for identifying and correcting genotyping errors in microsatellite data. Mol Ecol Notes 4:535–538

    Article  Google Scholar 

  • Wang J-Q (1999) Advances in studies on the ecology and reproductive biology of Trachidermus fasciatus Heckel. Acta Hydrobiol Sin 23:729–734 (in Chinese)

    Google Scholar 

  • Wang J-Q, Cheng G (2010) The historical variance and causes of geographical distribution of a roughskin sculpin (Trachidermus fasciatus Heckel) in Chinese territory. Acta Ecol Sin 30:6845–6853 (in Chinese)

    Article  Google Scholar 

  • Weinman LR, Solomon JW, Rubenstein DR (2015) A comparison of single nucleotide polymorphism and microsatellite markers for analysis of parentage and kinship in a cooperatively breeding bird. Mol Ecol Resour 15:502–511

    Article  CAS  PubMed  Google Scholar 

  • Xu J-R, Han X-L, Li N, Yu J-F, Xu P, Bao Z-M (2008) Analysis of genetic diversity in roughskin sculpin Trachidermus fasciatus by AFLP markers. J Dalian Fish Univ 23:437–441 (in Chinese)

    CAS  Google Scholar 

  • Xue D-X, Zhang T, Liu J-X (2014) Microsatellite evidence for high frequency of multiple paternity in the marine gastropod Rapana venosa. PLoS One 9:e86508

    Article  PubMed  PubMed Central  Google Scholar 

  • Yang X-Y, Long Z-C, Gichira AW, Guo Y-H, Wang Q-F, Chen J-M (2016) Development of microsatellite markers in the tetraploid fern Ceratopteris thalictroides (Parkeriaceae) using RAD tag sequencing. Genet Mol Res. doi:10.4238/gmr.15017550

    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  PubMed  Google Scholar 

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

    Article  CAS  PubMed  Google Scholar 

  • Zeng Z, Liu Z-Z, Pan L-D, Tang W-Q, Wang Q, Geng Y-H (2012) Analysis of genetic diversity in wild populations of Trachidermus fasciatus by RAPD and the transformation of two SCAR markers. Zool Res 33:203–210

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

We are thankful to the anonymous referee for critical and helpful comments on the manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jin-Xian Liu.

Ethics declarations

Conflict of interest

All authors declare that they have no conflict of interest.

Ethical approval

All applicable international, national, and/or institutional guidelines for the care and use of animals were followed.

Funding

This study was funded by the National Natural Science Foundation of China (NSFC) (Grant number 31502169), AoShan Talents Program supported by Qingdao National Laboratory of Marine Science and Technology (Grant Number 2015ASTP-ES05), the NSFC-Shandong Joint Fund for Marine Ecology and Environmental Sciences (Grant Number U1606404), and AoShan Science and Technology Innovation Plan (Grant Number 2015ASKJ02-05).

Additional information

Communicated by S. Hohmann.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (ZIP 18189 kb)

Supplementary material 2 (XLSX 37261 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Xue, DX., Li, YL. & Liu, JX. A rapid and cost-effective approach for the development of polymorphic microsatellites in non-model species using paired-end RAD sequencing. Mol Genet Genomics 292, 1165–1174 (2017). https://doi.org/10.1007/s00438-017-1337-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00438-017-1337-x

Keywords

Navigation