Fottea 2018, 18(1):37-54 | DOI: 10.5507/fot.2017.013

The potential of High-Throughput Sequencing (HTS) of natural samples as a source of primary taxonomic information for reference libraries of diatom barcodes

Frédéric Rimet1,2*, Nelida Abarca3, Agnès Bouchez1,2, Wolf-Henning Kusber3, Regine Jahn3, Maria Kahlert4, François Keck4, Martyn G. Kelly5, David. G. Mann6, André Piuz7, Rosa Trobajo8, Kalman Tapolczai1,2, Valentin Vasselon1,2, Jonas Zimmermann3
1 INRA - UMR Carrtel, FR-74200 Thonon-les-Bains, France; * Corresponding author e-mail: frederic.rimet@inra.fr
2 Université Savoie Mont Blanc, UMR, 73000 Carrtel Chambéry, France
3 Botanischer Garten und Botanisches Museum Berlin-Dahlem, Freie Universität Berlin, Königin-Luise-Str. 6-8, 14195 Berlin, Germany
4 Swedish University of Agricultural Sciences, Department of Aquatic Sciences and Assessment, PO Box 7050, SE- 750 07 Uppsala, Sweden
5 Bowburn Consultancy, 11 Monteigne Drive, Bowburn, Durham DH6 5QB, UK
6 Royal Botanic Garden Edinburgh, Edinburgh, EH3 5LR, Scotland, UK
7 Muséum d'Histoire Naturelle, Route de Malagnou 1, Case postale 6434, CH-1211 Genève 6, Switzerland
8 Aquatic Ecosystems, Institute for Food and Agricultural Research and Technology (IRTA), Crta de Poble Nou Km 5.5, Sant Carles de la Ràpita, Catalonia, Spain

Diatoms are used routinely to assess pollution level in rivers and lakes. Current methods are based on identification by light microscopy, which is laborious. An alternative is to identify species based on short DNA fragments and High-Throughput Sequencing (HTS). However a potential limitation is the incomplete coverage of species in reference barcode libraries. Usually these libraries are compiled by isolating cells, before culturing and sequencing them, which is tedious and often unsuccessful. Here we propose the use of rbcL sequences from environmental samples analysed by HTS. We set several criteria to ensure good sequence quality and correspondence with the target species observed in microscopy: the sequence needed to be abundant in the sample, and with no insertions nor deletions or stop codon, phylogenetic neighbour taxa had to correspond to neighbour taxonomic taxa expected from morphological observations. Four species from tropical rivers are given as examples, including one that is new to science.

Keywords: algae, Bacillariophyta, biomonitoring, data traceability, DNA barcoding, eDNA, ecosystem assessment, metabarcoding, pollution, Water Framework Directive

Received: January 26, 2017; Accepted: April 11, 2017; Prepublished online: February 27, 2018; Published: March 31, 2018Show citation

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Rimet, F., Abarca, N., Bouchez, A., Kusber, W., Jahn, R., Kahlert, M., ... Zimmermann, J. (2018). The potential of High-Throughput Sequencing (HTS) of natural samples as a source of primary taxonomic information for reference libraries of diatom barcodes. Fottea18(1), 37-54. doi: 10.5507/fot.2017.013
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References

  1. Abarca, N.; Jahn, R.; Zimmermann, J. & Enke, N. (2014): Does the cosmopolitan diatom Gomphonema parvulum (Kützing) Kützing have a biogeography? - PLoS ONE 9: 1-18. Go to original source...
  2. Barbour, M.T.; Gerritsen, J.; Snyder, B.D. & Stribling, J.B. (1999): Rapid bioassessment protocols for use in streams and wadeable rivers: periphyton, benthic macroinvertebrates and fish. Second edition. - EPA 841-B-99-002. US Environmental Protection Agency, Office of Water, Washington, DC.
  3. Besse-Lotoskaya, A.; Verdonschot, P. & Sinkeldam, J. (2006): Uncertainty in diatom assessment: sampling, identification and counting variation. - Hydrobiologia 566: 247-260. Go to original source...
  4. Bragg, L.M.; Stone, G.; Butler, M.K.; Hugenholtz, P. & Tyson, G.W. (2013): Shining a light on dark sequencing: characterising errors in Ion Torrent PGM data. - PLoS Comput. Biol. 9: 1-18. Go to original source...
  5. Bruder, K. & Medlin, L.K. (2007): Molecular assessment of phylogenetic relationships in selected species/genera in the naviculoid diatoms (Bacillariophyta). I. The genus Placoneis. - Nova Hedwigia 85: 331-352. Go to original source...
  6. Butcher, R.W. (1947): Studies in the ecology of rivers. IV. The algae of organically enriched water. - J. Ecol. 35: 186-191. Go to original source...
  7. Casteleyn, G.; Leliaert, F.; Backeljau, T.; Debeer, A.E.; Kotaki, Y.; Rhodes, L.; Lundholm, N.; Sabbe, K. & Vyverman, W. (2010): Limits to gene flow in a cosmopolitan marine planktonic diatom. - PNAS 107: 12952-12957. Go to original source...
  8. Chonova, T.; Keck, F.; Labanowski, J.; Montuelle, B.; Rimet, F. & Bouchez, A. (2016): Separate treatment of hospital and urban wastewaters: a real scale comparison of effluents and their effect on microbial communities. - Sci. Total Environ. 542: 965-975. Go to original source...
  9. Cocquyt, C. (1998): Diatoms from Northern Basin of Lake Tanganyika. - Bibliotheca Diatomologica, vol. 39, J. Cramer, Berlin and Stuttgart.
  10. Cocquyt, C.; Kusber, W.-H. & Jahn, R. (2018): Epithemia hirudiniformis and related taxa within the subgenus Rhopalodiella subg. nov. in comparison to Epithemia subg. Rhopalodia stat nov. (Bacillariophyceae) from East Africa. - Cryptogamie, Algologie 39: 1-28. Go to original source...
  11. Cohn, F. (1853): Über lebendige Organismen im Trinkwasser. - Z. klin. Med. 4: 229-237.
  12. Darienko, T.; Gustavs, L.; Eggert, A.; Wolf, W. & Pröschold, T. (2015): Evaluating the species boundaries of green microalgae (Coccomyxa, Trebouxiophyceae, Chlorophyta) using integrative taxonomy and DNA Barcoding with further implications for the species identification in environmental samples. - PLoS ONE 10: 1-31. Go to original source...
  13. Dayrat, B. (2005): Towards integrative taxonomy. - Biol. J. Linn. Soc. 85: 407-415. Go to original source...
  14. Edgar, R.C.; Haas, B.J.; Clemente, J.C.; Quince, C. & Knight, R. (2011): UCHIME improves sensitivity and speed of chimera detection. - Bioinformatics 27: 2194-2200. Go to original source...
  15. Edgar, R.S. (2004): MUSCLE: multiple sequence alignment with high accuracy and high throughput. - Nucleic Acids Res. 32: 1792-1797. Go to original source...
  16. European commission (2000): Directive 2000/60/EC of the European Parliament and of the Council of 23rd October 2000 establishing a framework for Community action in the field of water policy. - Official Journal of the European Communities 327: 1-72.
  17. European Committee for Standardisation (2014a): EN 13946 - Water quality - Guidance for the routine sampling and preparation of benthic diatoms from rivers and lakes. - 18 pp., Afnor, La Plaine St Denis, France.
  18. European Committee for Standardisation (2014b): EN 14407 - Water quality - Guidance for the identification and enumeration of benthic diatom samples from rivers and lakes. - 13 pp., Afnor, La Plaine St Denis, France.
  19. Evans, K.M.; Wortley, A.H. & Mann, D. G. (2007): An assessment of potential diatom "barcode" genes (cox1, rbcL, 18S and ITS rDNA) and their effectiveness in determining relationships in Sellaphora (Bacillariophyta). - Protist 158: 349-364. Go to original source...
  20. Geitler, L. (1972): Sippen von Gomphonema parvulum, Paarungsverhalten und Variabilität pennater Diatomeen. - Österr. Bot. Z. 120: 257-268. Go to original source...
  21. Gomez, F.; Lopez-Garcia, P.; Dolan, J.R. & Moreira, D. (2012): Molecular phylogeny of the marine dinoflagellate genus Heterodinium (Dinophyceae). - Eur. J. Phycol. 47: 95-104. Go to original source...
  22. Gouy, M.; Guindon, S. & Gascuel, O. (2010): SeaView Version 4: a multiplatform graphical user interface for sequence alignment and phylogenetic tree building. - Mol. Biol. Evol. 27: 221-224. Go to original source...
  23. Hajibabaei, M.; Singer, G.A.C.; Hebert, P. & Hickey, D.A. (2007): DNA barcoding: how it complements taxonomy, molecular phylogenetics and population genetics. - Trends Genet. 23: 167-172. Go to original source...
  24. Hajibabaei, M.; Baird, D.J.; Fahner, N.A.; Beiko, R. & Golding, G.B. (2016): A new way to contemplate Darwin's tangled bank: how DNA barcodes are reconnecting biodiversity science and biomonitoring. - Phil. Trans. R. Soc., B 371: 20150330. Go to original source...
  25. Hamilton, P B.; Lefebvre, K. & Bull, R. (2015): Single cell PCR amplification of diatoms using fresh and preserved samples. - Front. Microbiol. 6: 1084. Go to original source...
  26. Haussmann, S.; Charles, D.F.; Gerritsen, J. & Belton, T.J. (2016): A diatom-based biological condition gradient (BCG) approach for assessing impairment and developing nutrient criteria for streams. - Sci. Total Environ. 562: 914-927. Go to original source...
  27. Hebert, P.; Cywinska, A.; Ball, S.L. & deWaard, J.R. (2003): Biological identifications through DNA barcodes. - Proc. R. Soc. Lond., B 270: 313-321. Go to original source...
  28. Hoffman, G.; Werum, M. & Lange-Bertalot, H. (2011): Diatomeen im Süsswasser-Benthos von Mitteleuropa. - A.R.G. Gantner, Ruggell, Liechtenstein.
  29. Holmgren, P.K.; Holmgren, N.H. & Barnett, L.C. (eds) (1990): Index herbariorum, ed. 8. Part 1. The herbaria of the world. - 704 pp., New York Botanical Garden.
  30. Hustedt, F. (1957): Die Diatomeenflora des Flusssystems der Weser im Gebiet der Hansestadt Bremen. - Abh. naturwiss. Ver. Bremen 34: 181-440.
  31. Insee (2016): Estimation de la population au 1er janvier par région, département, sexe et âge de 1975 à 2015. - Internet Communication, consulted at www.insee.fr, 9 September 2016.
  32. Jahn, R.; Abarca, N.; Gemeinholzer, B.; Mora D., Skibbe, O.; Kulikovskiy. M.; Gusev, E.; Kusber, W.-H. & Zimmermann, J. (2017): Planothidium lanceolatum and Planothidium frequentissimum reinvestigated with molecular methods and morphology: four new species and the taxonomic importance of the sinus and cavum. - Diatom Res. 32: 75-107. http://dx.doi.org/10.1080/0269249X.2017.131254 Go to original source...
  33. Jahn, R.; Zetzsche, H.; Reinhardt, R. & Gemeinholzer, B. (2007): Diatoms and DNA barcoding: A pilot study on an environmental sample. In: Kusber, W.H. & Jahn, R. (eds): Proceedings of the 1st Central European Diatom Meeting. - pp. 63-68. Botanic Garden and Botanical Museum Berlin-Dahlem, Freie Universität Berlin. Go to original source...
  34. Jaramillo, A.; Osman, D.; Caputo, L. & Cardenas, L. (2015): Molecular evidence of a Didymosphenia geminata (Bacillariophyceae) invasion in Chilean freshwater systems. - Harmful Algae 49: 117-123. Go to original source...
  35. Kahlert, M.; Albert, R.L.; Anttila, E.L.; Bengtsson, R.; Bigler, C.; Eskola, T.; Galman, V.; Gottschalk, S.; Herlitz, E.; Jarlman, A.; Kasperoviciene, J.; Kokocinski, M.; Luup, H.; Miettinen, J.; Paunksnyte, I.; Piirsoo, K.; Quintana, I.; Raunio, J.; Sandell, B.; Simola, H.; Sundberg, I.; Vilbaste, S. & Weckstrom, J. (2009): Harmonization is more important than experience - results of the first Nordic-Baltic diatom intercalibration exercise 2007 (stream monitoring). - J. Appl. Phycol. 21: 471-482. Go to original source...
  36. Kelly, M.; Urbanic, G.; Acs, E.; Bennion, H.; Bertrin, V.; Burgess, A.; Denys, L.; Gottschalk, S.; Kahlert, M.; Karjalainen, S.M.; Kennedy, B.; Kosi, G.; Marchetto, A.; Morin, S.; Picinska-Faltynowicz, J.; Poikane, S.; Rosebery, J.; Schoenfelder, I.; Schoenfelder, J. & Varbiro, G. (2014): Comparing aspirations: intercalibration of ecological status concepts across European lakes for littoral diatoms. - Hydrobiologia 734: 125-141. Go to original source...
  37. Kelly, M.G.; Trobajo, R.; Rovira, L. & Mann, D.G. (2015): Characterizing the niches of two very similar Nitzschia species and implications for ecological assessment. - Diatom Res. 30: 27-33. Go to original source...
  38. Kermarrec, L.; Bouchez, A.; Rimet, F. & Humbert, J.F. (2013a): First evidence of the existence of semi-cryptic species and of a phylogeographic structure in the Gomphonema parvulum (Kützing) Kützing complex (Bacillariophyta). - Protist 164: 686-705. Go to original source...
  39. Kermarrec, L.; Franc, A.; Rimet, F.; Chaumeil, P.; Humbert, J.F. & Bouchez, A. (2013b): Next-generation sequencing to inventory taxonomic diversity in eukaryotic communities: a test for freshwater diatoms. - Mol. Ecol. Res. 13: 607-619. Go to original source...
  40. Kermarrec, L.; Franc, A.; Rimet, F.; Chaumeil, P.; Frigerio, J.M.; Humbert, J.F. & Bouchez, A. (2014): A next-generation sequencing approach to river biomonitoring using benthic diatoms. - Freshw. Sci. 33: 349-363. Go to original source...
  41. Khalifa, M.E.; Varsani, A.; Ganley, A.R.D. & Pearson, M.N. (2016): Comparison of Illumina de novo assembled and Sanger sequenced viral genomes: A case study for RNA viruses recovered from the plant pathogenic fungus Sclerotinia sclerotiorum. - Virus Res. 219: 51-57. Go to original source...
  42. Khan-Bureau, D.A.; Morales, E.A.; Ector, L.; Beauchene, M.S. & Lewis, L.A. (2016): Characterization of a new species in the genus Didymosphenia and of Cymbella janischii (Bacillariophyta) from Connecticut, USA. - Eur. J. Phycol. 51: 203-216. Go to original source...
  43. Ki, J.S.; Cho, S.Y.; Katano, T.; Jung, S.W.; Lee, J.; Park, B.S.; Kang, S.H. & Han., M.S. (2009) Comprehensive comparisons of three pennate diatoms, Diatoma tenuae, Fragilaria vaucheriae, and Navicula pelliculosa, isolated from summer Arctic reservoirs (Svalbard 79°N), by fine scale morphology and nuclear 18S ribosomal DNA. - Polar Biol. 32: 147-159. Go to original source...
  44. Kolkwitz, R. & Marsson, M. (1908): Ökologie der pflanzliche Saprobien. - Ber. Deutsch. Bot. Ges. 26: 505-519. Go to original source...
  45. Krammer, K. & Lange-Bertalot, H. (1986): Bacillariophyceae 1. Teil: Naviculaceae. - In: Ettl, H.; Gerloff, J.; Heynig, H. & Mollenhauer, D. (eds): Süsswasserflora von Mitteleuropa, Vol. 2/1. - 876 pp., G. Fischer, Stuttgart & New York.
  46. Kumar, S.; Stecher, G., & Tamura, K. (2016): MEGA7: Molecular Evolutionary Genetics Analysis version 7.0 for bigger datasets. - Mol. Biol. Evol. 33: 1870-1874. Go to original source...
  47. Kusber, W.H.; Abarca, N.; Skibbe, O.; Zimmermann, J. & Jahn, R. (2012): Reference library of DNA-barcoded diatoms - A use case for publishing data via the GBIF database AlgaTerra. - In: Sabbe, K.; Van De Vijver, B. & Vyverman, W. (eds): Abstracts. 22nd International Diatom Symposium, Aula Academica, Ghent - p. 65, VLIZ Special Publication 58 (available at http://www.vliz.be/events/ids2012/ABSTRACTBOOK%20IDS%202012.pdf).
  48. Kützing, F.T. (1844): Die kieselschaligen Bacillarien oder Diatomeen. - 152 pp., W. Köhne, Nordhausen.
  49. Levkov, Z. (2009): Amphora sensu lato. - In: Lange-Bertalot, H. (ed.) Diatoms of the European Inland Waters and Comparable Habitats. - Vol. 5, 916 pp., A.R.G. Gantner, Ruggell, Liechtenstein.
  50. Loman, N.J.; Misra, R.V.; Dallman, T.J.; Constantinidou, C.; Gharbia, S.E.; Wain, J. & Pallen, M.J. (2012): Performance comparison of benchtop high-throughput sequencing platforms. - Nat. Biotechnol. 30: 434-439. Go to original source...
  51. Mann, D.G. & Vanormelingen, P. (2013): An inordinate fondness? The number, distributions and origins of diatom species. - J. Euk. Microbiol. 60: 414-420. Go to original source...
  52. Markert, B.A.; Breure, A.M. & Zechmeister, H.G. (2003): Definitions, strategies and principles for bioindication/biomonitoring of the environment. - In: Markert, B.A.; Breure, A.M. & Zechmeister, H.G. (eds): Bioindicators & Biomonitors Principles, Concepts and Applications. - pp. 3-39, Elsevier, Amsterdam. Go to original source...
  53. Montoya, V.; Olmstead, A.; Tang, P.; Cook, D.; Janjua, N.; Grebely, J.; Jacka, B.; Poon, A.F.Y. & Krajen, M. (2016): Deep sequencing increases hepatitis C virus phylogenetic cluster detection compared to Sanger sequencing. - Infect. Gen. Evol. 43: 329-337. Go to original source...
  54. Murakami, T. & Kasuya, M. (1993): Teratological variations of Gomphonema parvulum Kützing in heavily polluted drainage channel. - Diatom 8: 7-10.
  55. Nakov, T.; Ruck, E.; Galachyants, Y.; Spaulding, S.A. & Theriot, E.C. (2014): Molecular phylogeny of the Cymbellales (Bacillariophyceae, Heterokontophyta) with a comparison of models for accommodating rate variation across sites. - Phycologia 53: 359-373. Go to original source...
  56. Ndiritu, G.G.; Gichuki, N.N. & Triest, L. (2006): Distribution of epilithic diatoms in response to environmental conditions in an urban tropical stream, Central Kenya. - Biodivers. Conserv. 15: 3267-3293. Go to original source...
  57. Paparini, A.; Gofton, A.; Yang, R.; White, N.; Bunce, M. & Ryan, U.M. (2015): Comparison of Sanger and next generation sequencing performance for genotyping Cryptosporidium isolates at the 18S rRNA and actin loci. - Exp. Parasitol. 151: 21-27. Go to original source...
  58. Pompanon, F.; Coissac, E. & Taberlet, P. (2011): Metabarcoding, une nouvelle façon d'analyser la biodiversité. - Biofutur 319: 30-32.
  59. Potapova, M. & Charles, D.F. (2007): Diatom metrics for monitoring eutrophication in rivers of the United States. - Ecol. Indic. 7: 48-70. Go to original source...
  60. Reichardt, E. (1999): Zur revision der Gattung Gomphonema. Die Arten um G. affine/insigne, G. angustatum/micropus, G. acuminatum sowie gomphonemoide Diatomeen aus dem Oberoligozän in Böhmen. - In: Lange-Bertalot, H. (ed.) Iconographia Diatomologica, Vol. 8. - 203 pp., A.R.G. Gantner, Ruggell, Liechtenstein.
  61. Rimet, F. (2009): Benthic diatom assemblages and their correspondence with ecoregional classifications: case study of rivers in north-eastern France. - Hydrobiologia 636: 137-151. Go to original source...
  62. Rimet, F. (2012): Recent views on river pollution and diatoms. - Hydrobiologia 683: 1-24. Go to original source...
  63. Rimet, F.; Trobajo, R.; Mann, D.G.; Kermarrec, L.; Franc, A.; Domaizon, I. & Bouchez, A. (2014): When is sampling complete? The effects of geographical range and marker choice on perceived diversity in Nitzschia palea (Bacillariophyta). - Protist 165: 245-259. Go to original source...
  64. Rimet, F.; Chaumeil, P.; Keck, F.; Kermarrec, L.; Vasselon, V.; Kahlert, M.; Franc, A. & Bouchez, A. (2016): R-Syst::diatom: An open-access and curated barcode database for diatoms and freshwater monitoring. - Database (Oxford) 2016: baw016: 1-21. Go to original source...
  65. Rivera, S.F.; Vasselon, V.; Jacquet, S.; Bouchez, A.; Ariztegui, D. & Rimet F. (2017): Metabarcoding of lake benthic diatoms: from structure assemblages to ecological assessment. - Hydrobiologia 807: 37-51. https://doi.org/10.1007/s10750-017-3381-2 Go to original source...
  66. Rose, D. & Cox, E.J. (2014): What constitutes Gomphonema parvulum? Long-term culture studies show that some varieties of G. parvulum belong with other Gomphonema species. - Plant Ecol. Evol. 147: 366-373. Go to original source...
  67. Rovira, L. (2013): The ecology and taxonomy of estuarine benthic diatoms and their use as bioindicators in a highly stratified estuary (Ebro Estuary, NE Iberian Peninsula): a multidisciplinary apporach. - 295 pp., PhD dissertation, University of Barcelona.
  68. Ruck, E.; Nakov, T.; Alverson, A.J. & Theriot, E.C. (2016): Phylogeny, ecology, morphological evolution, and reclassification of the diatom orders Surirellales and Rhopalodiales. - Mol. Phylogenet. Evol. 103: 155-171. Go to original source...
  69. Schloss, P.D.; Westcott, S.L.; Ryabin, T.; Hall, J.R.; Hartmann, M.; Hollister, E.B.; Lesniewski, R.A.; Oakley, B.B.; Parks, D.H.; Robinson, C.J.; Sahl, J.W.; Stres, B.; Thallinger, G.G.; Van Horn, D.J. & Weber, C.F. (2009): Introducing mothur: open-source, platform-independent, community-supported software for describing and comparing microbial communities. - Appl. Environ. Microbiol. 75: 7537-7541. Go to original source...
  70. Silva-Benavides, A.M. (1996): The epilithic diatom flora of a pristine and a polluted river in Costa Rica, Central America. - Diatom Res. 11: 105-142. Go to original source...
  71. Silvestro, D. & Michalak, I. (2012): raxmlGUI: a graphical front-end for RAxML. - Org. Divers. Evol. 12: 335-337. Go to original source...
  72. Stepanek, J.G. & Kociolek, J.P. (2014): Molecular phylogeny of Amphora sensu lato (Bacillariophyta): an investigation into the monophyly and classification of the amphoroid diatoms. - Protist 165: 177-195. Go to original source...
  73. Stevenson, R.J. (2014): Ecological assessments with algae: a review and synthesis. - J. Phycol. 50: 437-461. Go to original source...
  74. Stoof-Leichsenring, K.R.; Epp, L.S.; Trauth, M.H. & Tiedemann, R. (2012): Hidden diversity in diatoms of Kenyan Lake Naivasha: a genetic approach detects temporal variation. - Mol. Ecol. 21: 1918-1930. Go to original source...
  75. Sweeney, B.W.; Battle, J.M.; Jackson, J.K. & Dapkey, T. (2011): Can DNA barcodes of stream macroinvertebrates improve descriptions of community structure and water quality? - J. North Am. Benthol. Soc. 30: 195-216. Go to original source...
  76. Takano, Y. & Horiguchi, T. (2006): Acquiring scanning electron microscopical, light microscopical and multiple gene sequence data from a single dinoflagellate cell. - J. Phycol. 42: 251-256. Go to original source...
  77. Tapolczai, K.; Bouchez, A.; Stenger-Kovács, C.; Padisák, J. & Rimet, F. (2017): Taxonomy- or trait-based ecological assessment for tropical rivers? Case study on benthic diatoms in Mayotte island (France, Indian Ocean). - Sci. Total Environ 607/608: 1293-1303. Go to original source...
  78. Theriot, E.C.; Ashworth, M.P.; Nakov, T.; Ruck, E. & Jansen, R.K. (2015): Dissecting signal and noise in diatom chloroplast protein encoding genes with phylogenetic information profiling. - Mol. Phylogenet. Evol. 89: 28-36. Go to original source...
  79. Trobajo, R.; Clavero, E.; Chepurnov, V.; Sabbe, K.; Mann, D.G.; Ishihara, S., & Cox, E.J. (2009): Morphological, genetic and mating diversity within the widespread bioindicator Nitzschia palea (Bacillariophyceae). - Phycologia 48: 443-459. Go to original source...
  80. Trobajo, R.; Rovira, L.; Ector, L.; Wetzel, C.E.; Kelly, M., & Mann, D.G. (2013): Morphology and identity of some ecologically important small Nitzschia species. - Diatom Res. 28: 37-59. Go to original source...
  81. Vasselon V.; Domaizon I.; Rimet F.; Kahlert M. & Bouchez A. (2017): Application of high-throughput sequencing (HTS) metabarcoding to diatom biomonitoring: Do DNA extraction methods matter? - Freshw. Sci. 36:162-177. Go to original source...
  82. Visco, J.; Apothe-loz-Perret-Gentil, L.; Cordonier, A.; Esling, P.; Pillet, L. & Pawlowski J. (2015): Environmental monitoring: inferring the diatom index from next-generation sequencing data. - Environ. Sci.Technol. 49: 7597-7605. Go to original source...
  83. Wachnicka, A.H. & Gaiser, E.E. (2016): Characterization of Amphora and Seminavis from South Florida, U.S.A. - Diatom Res. 22: 387-455. Go to original source...
  84. Wang, Q. G.; Garritz, G.M.; Teidje, J.M. & Cole, J.R. (2007): Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. - Appl. Environ. Microbiol. 73: 5261-5267. Go to original source...
  85. Zelinka, M. & Marvan, P. (1961): Zur Präzisierung der biologischen Klassifikation der Reinheit fliessender Gewässer. - Arch. Hydrobiol. 57: 389-407.
  86. Zimmermann, J.; Abarca, N.; Enke, N.; Skibbe, O.; Kusber, W.H. & Jahn, R. (2014): Taxonomic refernce libraries for environmental barcoding: a best practice example from diatom research. - PLoS ONE 9: 1-24. Go to original source...
  87. Zimmermann, J.; Glöckner, G.; Jahn, R.; Enke, N. & Gemeinholzer, B. (2015): Metabarcoding vs. morphological identification to assess diatom diversity in environmental studies. - Mol. Ecol. Res. 15: 526-542. Go to original source...
  88. Zimmermann, J.; Kusber, W.H.; Droege, G. & Jahn R. (2016): GBOL2 - Increasing the accessibility of eDNA barcoding data. - GGBN Newsletter 5: 7-8.