Skip to main content

Advertisement

Log in

Improving ITS sequence data for identification of plant pathogenic fungi

  • Published:
Fungal Diversity Aims and scope Submit manuscript

Summary

Plant pathogenic fungi are a large and diverse assemblage of eukaryotes with substantial impacts on natural ecosystems and human endeavours. These taxa often have complex and poorly understood life cycles, lack observable, discriminatory morphological characters, and may not be amenable to in vitro culturing. As a result, species identification is frequently difficult. Molecular (DNA sequence) data have emerged as crucial information for the taxonomic identification of plant pathogenic fungi, with the nuclear ribosomal internal transcribed spacer (ITS) region being the most popular marker. However, international nucleotide sequence databases are accumulating numerous sequences of compromised or low-resolution taxonomic annotations and substandard technical quality, making their use in the molecular identification of plant pathogenic fungi problematic. Here we report on a concerted effort to identify high-quality reference sequences for various plant pathogenic fungi and to re-annotate incorrectly or insufficiently annotated public ITS sequences from these fungal lineages. A third objective was to enrich the sequences with geographical and ecological metadata. The results – a total of 31,954 changes – are incorporated in and made available through the UNITE database for molecular identification of fungi (http://unite.ut.ee), including standalone FASTA files of sequence data for local BLAST searches, use in the next-generation sequencing analysis platforms QIIME and mothur, and related applications. The present initiative is just a beginning to cover the wide spectrum of plant pathogenic fungi, and we invite all researchers with pertinent expertise to join the annotation effort.

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

Similar content being viewed by others

References

  • Abarenkov K, Nilsson RH, Larsson K-H, Alexander IJ, Eberhardt U, Erland S, Høiland K, Kjøller R, Larsson E, Pennanen T, Sen R, Taylor AFS, Tedersoo L, Ursing BM, Vrålstad T, Liimatainen K, Peintner U, Kõljalg U (2010a) The UNITE database for molecular identification of fungi - recent updates and future perspectives. New Phytol 186:281–285

    Article  PubMed  Google Scholar 

  • Abarenkov K, Tedersoo L, Nilsson RH, Vellak K, Saar I, Veldre V, Parmasto E, Prous M, Aan A, Ots M, Kurina O, Ostonen I, Jõgeva J, Halapuu S, Põldmaa K, Toots M, Truu J, Larsson K-H, Kõljalg U (2010b) PlutoF - a web-based workbench for ecological and taxonomic research, with an online implementation for fungal ITS sequences. Evol Bioinform 6:189–196

    Google Scholar 

  • Altschul SF, Madden TL, Schäffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25:3389–3402

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Barnes I, Crous PW, Wingfield BD, Wingfield MJ (2004) Multigene phylogenies reveal that red band needle blight is caused by two distinct species of Dothistroma, D. septosporum and D. pini. Stud Mycol 50:551–565

  • Bates ST, Ahrendt S, Bik HM, Bruns TD, Caporaso JG, Cole J, Dwan M, Fierer N, Gu D, Houston S, Knight R, Leff J, Lewis C, Maestre JP, McDonald D, Nilsson RH, Porras-Alfaro A, Robert V, Schoch C, Scott J, Taylor DL, Wegener Parfrey L, Stajich JE (2013) Meeting report: fungal ITS workshop (October 2012). Stand Genomic Sci 8:118–123

    Article  PubMed  PubMed Central  Google Scholar 

  • Bengtsson-Palme J, Ryberg M, Hartmann M, Branco S, Wang Z, Godhe A, De Wit P, Sánchez-García M, Ebersberger M, de Sousa F, Amend A, Jumpponen A, Unterseher M, Kristiansson E, Abarenkov K, Bertrand YJK, Sanli K, Eriksson MK, Vik U, Veldre V, Nilsson RH (2013) Improved software detection and extraction of ITS1 and ITS2 from ribosomal ITS sequences of fungi and other eukaryotes for analysis of environmental sequencing data. Methods Ecol Evol 4:914–919

    Google Scholar 

  • Bidartondo M, Bruns TD, Blackwell M et al (2008) Preserving accuracy in GenBank. Science 319:5870

    Article  Google Scholar 

  • Britton KO, Liebhold AM (2013) One world, many pathogens! New Phytol 197:9–10

    Article  PubMed  Google Scholar 

  • Caporaso JG, Kuczynski J, Stombaugh J et al (2010) QIIME allows analysis of high-throughput community sequencing data. Nat Methods 7:335–336

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Cunha KCD, Sutton DA, Fothergill AW, Gené GJ, Cano J, Madrid H, Hoog SD, Crous PW, Guarro J (2013) In vitro antifungal susceptibility and molecular identity of 99 clinical isolates of the opportunistic fungal genus Curvularia. Diagn Microbiol Infect Dis 76:168–174

    Article  PubMed  Google Scholar 

  • Dean R, Van Kan JA, Pretorius ZA, Hammond-Kosack KE, Di Pietro A, Spanu PD, Rudd JJ, Dickman M, Kahmann R, Ellis J, Foster GD (2012) The top 10 fungal pathogens in molecular plant pathology. Mol Plant Pathol 13:414–430

    Article  PubMed  Google Scholar 

  • Delaye L, García-Guzmán G, Heil M (2013) Endophytes versus biotrophic and necrotrophic pathogens – are fungal lifestyles evolutionarily stable traits? Fungal Divers 60:125–135

    Article  Google Scholar 

  • Fisher MC, Henk DA, Briggs CJ, Brownstein JS, Madoff LC, McCraw SL, Gurr SJ (2012) Emerging fungal threats to animal, plant and ecosystem health. Nature 484:186–194

    Article  PubMed  CAS  Google Scholar 

  • Gauthier G, Keller N (2013) Crossover fungal pathogens: the biology and pathogenesis of fungi capable of crossing kingdoms to infect plants and humans. Fungal Genet Biol 61:146–57

    Article  PubMed  CAS  Google Scholar 

  • Ghannoum MA, Jurevic RJ, Mukherjee PK, Cui F, Sikaroodi M, Naqvi A, Gillevet PM (2010) Characterization of the oral fungal microbiome (mycobiome) in healthy individuals. PLoS Pathog 6:e1000713

    Article  PubMed  PubMed Central  Google Scholar 

  • Heath TA, Hedtke SM, Hillis DM (2008) Taxon sampling and the accuracy of phylogenetic analyses. J Syst Evol 46:239–257

    Google Scholar 

  • Hibbett DS, Ohman A, Glotzer D, Nuhn M, Kirk P, Nilsson RH (2011) Progress in molecular and morphological taxon discovery in fungi and options for formal classification of environmental sequences. Fungal Biol Rev 25:38–47

    Article  Google Scholar 

  • Hyde KD, Udayanga D, Manamgoda DS, Tedersoo L, Larsson E, Abarenkov K, Bertrand YJK, Oxelman B, Hartmann M, Kauserud H, Ryberg M, Kristiansson E, Nilsson RH (2013) Incorporating molecular data in fungal systematics: a guide for aspiring researchers. Curr Res Environ Appl Mycol 3:1–32

    Google Scholar 

  • Kang S, Mansfield MAM, Park B, Geiser DM, Ivors KL, Coffey MD, Grünwald NJ, Martin FN, Lévesque CA, Blair JE (2010) The promise and pitfalls of sequence-based identification of plant pathogenic fungi and oomycetes. Phytopathology 100:732–737

    Article  PubMed  Google Scholar 

  • Ko Ko TWK, Stephenson SL, Bahkali AH, Hyde KD (2011) From morphology to molecular biology: can we use sequence data to identify fungal endophytes? Fungal Divers 50:113–120

    Article  Google Scholar 

  • Kõljalg U, Nilsson RH, Abarenkov K et al (2013) Towards a unified paradigm for sequence-based identification of Fungi. Mol Ecol 22:5271–5277

    Article  PubMed  Google Scholar 

  • Kowalski T, Holdenrieder O (2009) The teleomorph of Chalara fraxinea, the causal agent of ash dieback. For Pathol 39:304–308

    Article  Google Scholar 

  • La Duc MT, Vaishampayan P, Nilsson RH, Torok T, Venkateswaran K (2012) Pyrosequencing-derived bacterial, archaeal, and fungal diversity of spacecraft hardware destined for Mars. Appl Environ Microbiol 78:5912–5922

    Article  PubMed  PubMed Central  Google Scholar 

  • Lanzén A, Jørgensen SL, Huson DH, Gorfer M, Grindhaug SH, Jonassen I, Øvreås L, Urich T (2012) CREST – classification resources for environmental sequence tags. PLoS One 7:e49334

    Article  PubMed  PubMed Central  Google Scholar 

  • Maharachchikumbura SSN, Guo LD, Cai L, Chukeatirote E, Wu WP, Sun X, Crous PW, Bhat DJ, McKenzie EHC, Bahkali AH, Hyde KD (2012) A multi-locus backbone tree for Pestalotiopsis, with a polyphasic characterization of 14 new species. Fungal Divers 56:95–129

    Article  Google Scholar 

  • Manamgoda DS, Cai L, McKenzie EHC, Crous PW, Madrid H, Chukeatirote E, Shivas RG, Tan YP, Hyde KD (2012) A phylogenetic and taxonomic re-evaluation of the Bipolaris, Cochliobolus, Curvularia complex. Fungal Divers 56:131–144

  • Nakamura Y, Cochrane G, Karsch-Mizrachi I (2013) The international nucleotide sequence database collaboration. Nucleic Acids Res 41:D21–D24

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Nilsson RH, Ryberg M, Sjökvist E, Abarenkov K (2011) Rethinking taxon sampling in the light of environmental sequencing. Cladistics 27:197–203

    Article  Google Scholar 

  • Nilsson RH, Tedersoo L, Abarenkov K, Ryberg M, Kristiansson E, Hartmann M, Schoch CL, Nylander JAA, Bergsten J, Porter TM, Jumpponen A, Vaishampayan P, Ovaskainen O, Hallenberg N, Bengtsson-Palme J, Eriksson KM, Larsson K-H, Larsson E (2012) Five simple guidelines for establishing basic authenticity and reliability of newly generated fungal ITS sequences. MycoKeys 4:37–63

    Article  Google Scholar 

  • Pautasso M (2013) Fungal under-representation is (slowly) diminishing in the life sciences. Fungal Ecol 6:129–135

    Article  Google Scholar 

  • Pennisi E (2008) “Proposal to ‘wikify’ GenBank meets stiff resistance”. Science 319:1598–1599

    Article  PubMed  CAS  Google Scholar 

  • Queloz V, Grunig CR, Berndt R, Kowalski T, Sieber TN, Holdenrieder O (2011) Cryptic speciation in Hymenoscyphus albidus. For Pathol 41:133–142

    Article  Google Scholar 

  • Robbertse B, Schoch CL, Robert V et al. (2014) Finding needles in haystacks: linking scientific names, reference specimens and molecular data for Fungi. Database, in press

  • Rossman AY, Palm-Hernández ME (2008) Systematics of plant pathogenic fungi: why it matters. Plant Dis 10:1376–1386

    Article  Google Scholar 

  • Ryberg M, Kristiansson E, Sjökvist E, Nilsson RH (2009) An outlook on the fungal internal transcribed spacer sequences in GenBank and the introduction of a web-based tool for the exploration of fungal diversity. New Phytol 181:471–477

    Article  PubMed  CAS  Google Scholar 

  • Samerpitak K, Van der Linde E, Choi HJ, Gerrits van den Ende AHG, Machouart M, Gueidan C, de Hoog GS (2014) Taxonomy of Ochroconis, a genus including opportunistic pathogens on humans and animals. Fungal Divers 65:89–126. doi:10.1007/s13225-013-0253-6

  • Schloss PD, Westcott SL, Ryabin T et al (2009) Introducing mothur: open-source, platform-independent, community-supported software for describing and comparing microbial communities. Appl Environ Microbiol 75:7537–7541

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Schoch CL, Seifert KA, Huhndorf S et al (2012) Nuclear ribosomal internal transcribed spacer (ITS) region as a universal DNA barcode marker for fungi. Proc Natl Acad Sci U S A 109:6241–6246

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Seifert K, Rossman AY (2010) How to describe a new fungal species. IMA Fungus 1:109–116

    Article  PubMed  PubMed Central  Google Scholar 

  • Sharma G, Kumar N, Weir BS, Hyde KD, Shenoy BD (2013) Apmat gene can resolve Colletotrichum species: a case study with Mangifera indica. Fungal Divers 61:117–138

    Article  Google Scholar 

  • Shenoy BD, Rajesh J, Hyde KD (2007) Impact of DNA sequence-data on the taxonomy of anamorphic fungi. Fungal Divers 26:1–54

    Google Scholar 

  • Stajich JE, Berbee ML, Blackwell M, Hibbett DS, James TY, Spatafora JW, Taylor JW (2009) The fungi. Curr Biol 19:R840–R845

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Tedersoo L, Abarenkov K, Nilsson RH, Schussler A, Grelet G-A, Kohout P, Oja J, Bonito GM, Veldre V, Jairus T, Ryberg M, Larsson K-H, Kõljalg U (2011) Tidying up international nucleotide sequence databases: ecological, geographical, and sequence quality annotation of ITS sequences of mycorrhizal fungi. PLoS One 6:e24940

    Article  PubMed  CAS  PubMed Central  Google Scholar 

  • Udayanga D, Liu XX, Crous PW, McKenzie EHC, Chukeatirote E, Hyde KD (2012) A multi-locus phylogenetic evaluation of Diaporthe (Phomopsis). Fungal Divers 56:157–171

    Article  Google Scholar 

  • Unterseher M, Peršoh D, Schnittler M (2013) Leaf-inhabiting endophytic fungi of European Beech (Fagus sylvatica L.) co-occur in leaf litter but are rare on decaying wood of the same host. Fungal Divers 60:43–54

    Article  Google Scholar 

  • U’Ren JM, Dalling JW, Gallery RE, Maddison DR, Davis EC, Gibson CM, Arnold EA (2009) Diversity and evolutionary origins of fungi associated with seeds of a neotropical pioneer tree: a case study for analyzing fungal environmental samples. Mycol Res 113:432–449

    Article  PubMed  Google Scholar 

  • Woudenberg JHC, Groenewald JZ, Binder M, Crous PW (2013) Alternaria redefined. Stud Mycol 75:171–212

    Article  PubMed  CAS  PubMed Central  Google Scholar 

Download references

Acknowledgments

RHN acknowledges financial support from Swedish Research Council of Environment, Agricultural Sciences, and Spatial Planning (FORMAS, 215-2011-498). ArA acknowledges financial support from European Funds through COMPETE and by National Funds through the Portuguese Foundation for Science and Technology (FCT) within projects PTDC/AGR-FOR/3807/2012 - FCOMP-01-0124-FEDER-027979 and PEst-C/MAR/LA0017/2013. SB is supported by National Science Foundation Grant DBI 1046115. The Austrian Centre of Industrial Biotechnology (ACIB) contribution (BH) was supported by FFG, BMWFJ, BMVIT, ZIT, Zukunftsstiftung Tirol, and Land Steiermark within the Austrian COMET program FFG Grant 824186. Financial support to JP was partially provided by the Polish Ministry of Science and Higher Education (MNiSW), grant no. NN303_548839. OLP acknowledges financial support from FAPEMIG and CNPq. TMP was funded by the Government of Canada through Genome Canada and the Ontario Genomics Institute through the Biomonitoring 2.0 project (OGI-050). The GenBank staff is acknowledged for helpful discussions and data sharing. The NEFOM network is acknowledged for infrastructural support. The authors have no conflict of interests to report.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kessy Abarenkov.

Additional information

Anders Bjørnsgard Aas, Siti A. Alias, Artur Alves, Cajsa Lisa Anderson, Alexandre Antonelli, A. Elizabeth Arnold, Barbara Bahnmann, Mohammad Bahram, Johan Bengtsson-Palme, Anna Berlin, Sara Branco, Putarak Chomnunti, Asha Dissanayake, Rein Drenkhan, Hanna Friberg, Tobias Guldberg Frøslev, Bettina Halwachs, Martin Hartmann, Beatrice Henricot, Ruvishika Jayawardena, Ari Jumpponen, Håvard Kauserud, Sonja Koskela, Tomasz Kulik, Kare Liimatainen, Björn D. Lindahl, Daniel Lindner, Jian-Kui Liu, Sajeewa Maharachchikumbura, Dimuthu Manamgoda, Svante Martinsson, Maria Alice Neves, Tuula Niskanen, Stephan Nylinder, Olinto Liparini Pereira, Danilo Batista Pinho, Teresita M. Porter, Valentin Queloz, Taavi Riit, Marisol Sánchez-García, Filipe de Sousa, Emil Stefańczyk, Mariusz Tadych, Susumu Takamatsu, Qing Tian, Dhanushka Udayanga, Martin Unterseher, Zheng Wang, Saowanee Wikee and Jy Yan contributed equally to the project and are listed in alphabetical order.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary Item 1

The 39 journals screened for ITS sequences from type specimens/ex-type cultures of fungi described (or re-typified) during the period 2000–2012 (variously and as applicable). The time coverage of the journal is indicated. Only papers whose title suggested that one or more new species were described (or that one or more species were re-typified) were examined. In some few cases, individual articles were not clear on whether a sequence actually came from the type specimen or not, and we hope that ongoing efforts to standardize what data to provide (and how to provide them) when describing new species in a molecular context will be successful. (PDF 32 kb)

Supplementary Item 2

Screenshots showing examples of how the user can interact with, and modify, the public fungal ITS sequences in UNITE. The processes illustrated include taxonomic re-annotation, addition of ecological and geographical metadata, annotation of basic sequence properties, and association of sequences with voucher specimens/cultures. Structured INSDC searches as well as browsing among species hypotheses are also shown. A manual for the PlutoF sequence management environment is available at http://unite.ut.ee/temp/plutof2/files/PlutoF_2.5_Manual_small.pdf (PDF 2956 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Nilsson, R.H., Hyde, K.D., Pawłowska, J. et al. Improving ITS sequence data for identification of plant pathogenic fungi. Fungal Diversity 67, 11–19 (2014). https://doi.org/10.1007/s13225-014-0291-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13225-014-0291-8

Keywords

Navigation