Brief Communication

Population characteristics of a large whale shark aggregation inferred from seawater environmental DNA

  • Nature Ecology & Evolution 1, Article number: 0004 (2016)
  • doi:10.1038/s41559-016-0004
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Population genetics is essential for understanding and managing marine ecosystems, but sampling remains challenging. We demonstrate that high-throughput sequencing of seawater environmental DNA can provide useful estimates of genetic diversity in a whale shark (Rhincodontypus) aggregation. We recover similar mitochondrial haplotype frequencies in seawater compared to tissue samples, reliably placing the studied aggregation in a global genetic context and expanding the applications of environmental DNA to encompass population genetics of aquatic organisms.

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  1. 1.

    & Rhincodon typus. (IUCN, 2016).

  2. 2.

    & J. Fish Biol. 80, 1019–1056 (2012).

  3. 3.

    et al. PLoS ONE 8, e58255 (2013).

  4. 4.

    , & ICES J. Mar. Sci. 63, 1640–1648 (2006).

  5. 5.

    , , & Biol. Lett. 4, 423–425 (2008).

  6. 6.

    et al. Mol. Ecol. 21, 2565–2573 (2012).

  7. 7.

    et al. Mol. Ecol. 25, 527–541 (2016).

  8. 8.

    et al. PLoS ONE 7, e41732 (2012).

  9. 9.

    & Biol. Conserv. 183, 4–18 (2015).

  10. 10.

    et al. PLoS ONE 11, e0158593 (2016).

  11. 11.

    et al. Mol. Ecol. 16, 5183–5192 (2007).

  12. 12.

    et al. PLoS ONE 4, e4988 (2009).

  13. 13.

    et al. Mol. Ecol. 23, 2590–2601 (2014).

  14. 14.

    & Phil. Trans. R. Soc. B. 365, 1169–1176 (2010).

  15. 15.

    et al. Mol. Ecol. 25, 929–942 (2016).

  16. 16.

    , , & in QScience Proc. (The 4th Int. Whale Shark Conf.) Vol. 2016, iwsc4.17 (2016).

  17. 17.

    , , , & Population Monitoring for Whale Sharks (Rhincodon typus) (Australian Institute of Marine Science, 2008).

  18. 18.

    & , J. Bioinform. 25, 1451–1452 (2009).

  19. 19.

    , & Nat. Protoc. 3, 267–278 (2008).

  20. 20.

    et al. Mol. Ecol. Resour. 16, 176–182 (2016).

  21. 21.

    , Mol. Biol. Evol. 29, 1969–1973 (2012).

  22. 22.

    Theor. Popul. Biol. 7, 256–276 (1975).

  23. 23.

    Genetics 105, 437–460 (1983).

  24. 24.

    & Proc. Natl Acad. Sci. USA 76, 5269–5273 (1979).

  25. 25.

    , , & Gene 539, 44–49 (2014).

  26. 26.

    et al. Endang. Species Res. 12, 117–124 (2010).

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We thank the Qatar Ministry of Environment for their collaboration and invaluable support. In particular, the crew on board R/V Saqt Al Khaleej is thanked for help with logistics for the water sampling. We thank the Maersk Oil Research and Technology Centre (MO-RTC) in Doha, Qatar, for being the main sponsor of the project. Special thanks to A. S. Al-Emadi (Head of MO-RTC) and J. Al-Khori (Technical Manager of MO-RTC) for supporting the project. The Danish National Research Foundation and the Natural History Museum of Denmark are thanked for additional funding. We thank T. B. Brand and the rest of the staff at the Centre for GeoGenetics, University of Copenhagen, as well as K. Magnussen and the Danish National Sequencing Centre for laboratory support. M. Krag is thanked for help with tissue samples. L. Olsen and P. Gravlund, National Aquarium Denmark (Den Blå Planet), provided a Stegostoma fasciatum tissue sample. J. V. Schmidt, University of Illinois at Chicago; R. W. Jabado, UAE University, Abu Dhabi, United Arab Emirates; and N. S. Blom, Danish Technical University, are thanked for scientific input. E. Vissing is thanked for the custom Python script.

Author information


  1. Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, DK-1350 Copenhagen K, Denmark

    • Eva Egelyng Sigsgaard
    • , Ida Broman Nielsen
    • , Mikkel Winther Pedersen
    • , Ludovic Orlando
    • , Eske Willerslev
    •  & Philip Francis Thomsen
  2. Section for Evolutionary Genomics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, DK-1350 Copenhagen K, Denmark

    • Eva Egelyng Sigsgaard
    • , Eline D. Lorenzen
    • , Steen Wilhelm Knudsen
    •  & Peter Rask Møller
  3. Maersk Oil Research and Technology Centre, Al Jazi Tower, Building 20, Zone 60, Street 850, West Bay, Doha, Qatar

    • Steffen Sanvig Bach
  4. School of Life Sciences, Heriot-Watt University, Riccarton Campus, Edinburgh EH14 4AS, UK

    • David Philip Robinson
  5. Ministry of Municipality and Environment, Conference Centre Street, Al Dafna 61, Doha, Qatar

    • Mohammed Al Jaidah
  6. Department of Zoology, University of Cambridge, Downing Street, Cambridge CB2 3EJ, UK

    • Eske Willerslev
  7. Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK

    • Eske Willerslev


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P.F.T., E.E.S., I.B.N., P.R.M. and S.S.B. conceived and designed the experiments. E.E.S., I.B.N., P.F.T., P.R.M. and S.S.B. performed the experiments. E.E.S., I.B.N., P.F.T. and M.W.P. analysed the data. E.E.S., P.F.T., P.R.M., S.S.B., E.D.L., D.P.R., S.W.K., M.W.P., M.A.J., L.O. and E.W. contributed materials or analysis tools. E.E.S., P.F.T., P.R.M., I.B.N., E.D.L. and S.W.K. wrote the paper.

Competing interests

The authors declare no competing financial interests.

Corresponding author

Correspondence to Philip Francis Thomsen.

Supplementary information

PDF files

  1. 1.

    Supplementary information

    Supplementary Figures 1–11, Supplementary Experimental Procedures, Supplementary References.

Excel files

  1. 1.

    Supplementary Table 1

    Overview of water samples used in this study. Related to Fig. 1c-f, and main text experimental procedures. Seawater eDNA samples collected for this study in the Arabian Gulf, off Qatar. Table includes sampling sites, collection dates, shark observations during eDNA sampling, total number of DL1 and DL2 sequences obtained from each water sample after data cleaning, haplotypes (DL1 and DL2) recovered from each water sample, and results from qPCR (number of positive qPCR replicates, average cycle threshold, average estimated eDNA concentration, and standard deviation of estimated eDNA concentration).

  2. 2.

    Supplementary Table 2

    Overview of tissue samples used in this study. Related to Fig. 1c-f, and main text experimental procedures.Whale shark tissue samples from Al Shaheen, Arabian Gulf, included in the study. Table includes tissue sample ID numbers, WildBook photo ID numbers (, sex and size of sampled sharks, and haplotypes (DL1 and DL2) for the samples. *Bold red = individual was confirmed present on one or more of the eDNA sampling days: 27 May 2013, 28 May 2013, 19 May 2014, or 20 May 2014.

  3. 3.

    Supplementary Table 3

    Haplotype sequences used in this study. A list of all DL1 and DL2 haplotype sequences used in this study. Haplotype sequences include both the ones obtained from tissue and water samples as well as those retrieved from NCBI. For the DL2 sequences, they do not represent the complete fragment amplified by the primers, since the middle part has been removed bioinformatically due to low sequence quality (see Supplementary Experimental Procedures). *Indicates that the haplotype was recovered from one or more water samples.

XML files

  1. 1.

    Supplementary Data 1

    Input file for phylogenetic analysis of the DL2 fragment in BEAST.

  2. 2.

    Supplementary Data 2

    Input file for phylogenetic analysis of the DL2 fragment in BEAST, including only priors and no sequence data.