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Metabarcoding vs. morphological identification to assess diatom diversity in environmental studies
Abstract
Diatoms are frequently used for water quality assessments; however, identification to species level is difficult, time‐consuming and needs in‐depth knowledge of the organisms under investigation, as nonhomoplastic species‐specific morphological characters are scarce. We here investigate how identification methods based on DNA (metabarcoding using NGS platforms) perform in comparison to morphological diatom identification and propose a workflow to optimize diatom fresh water quality assessments. Diatom diversity at seven different sites along the course of the river system Odra and Lusatian Neisse from the source to the mouth is analysed with DNA and morphological methods, which are compared. The NGS technology almost always leads to a higher number of identified taxa (270 via NGS vs. 103 by light microscopy LM), whose presence could subsequently be verified by LM. The sequence‐based approach allows for a much more graduated insight into the taxonomic diversity of the environmental samples. Taxa retrieval varies considerably throughout the river system, depending on species occurrences and the taxonomic depth of the reference databases. Mostly rare taxa from oligotrophic parts of the river systems are less well represented in the reference database used. A workflow for DNA‐based NGS diatom identification is presented. 28 000 diatom sequences were evaluated. Our findings provide evidence that metabarcoding of diatoms via NGS sequencing of the V4 region (18S) has a great potential for water quality assessments and could complement and maybe even improve the identification via light microscopy.
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“Several studies show that DNA-based assessments are superior to morphological assessments in freshwater ecosystems (e.g., [14,25,33])”
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Metadata
- Authors
- Zimmermann, J., Glöckner, G., Jahn, R., Enke, N., & Gemeinholzer, B.
- Affiliations
- Justus-Liebig-Universität Gießen (DE)
- University of Cologne (DE)
- Botanic Garden and Botanical Museum Berlin (DE)
- Corresponding author
- Zimmermann, Jonas
- Venue
- Molecular Ecology Resources
- Publisher
- Wiley
- Published
- 2014-10-20
- Volume
- 15
- Issue
- 3
- Pages
- 526-542
- ISSN
- 1755-098X (ISSN-L)
- 1755-0998
- OpenAlex
- W2089848025
- Cited by
- 317
- References
- 101
- Citations by year
- 2026: 17 · 2025: 23 · 2024: 39 · 2023: 24 · 2022: 21 · 2021: 23 · 2020: 41 · 2019: 26 · 2018: 55 · 2017: 25 · 2016: 14 · 2015: 7 · 2014: 1
- FWCI
- 13.58
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Molecular Ecology Resources (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Deutsche Forschungsgemeinschaft (GE 12 42/11-1)
- Topics
- Physical Sciences › Environmental Science › Ecology › Environmental DNA in Biodiversity Studies
- Physical Sciences › Environmental Science › Ecology › Microbial Community Ecology and Physiology
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Diatoms and Algae Research
- Keywords
- diatoms, metabarcoding, morphological identification, species identification, water quality assessment, reference database, rare taxa, Oder River
- MeSH terms
- Algorithms, Cytological Techniques, Fresh Water, Microscopy, Molecular Sequence Data, Genetic Variation, Diatoms, Sequence Analysis, DNA, Biodiversity, Rivers, Workflow, DNA Barcoding, Taxonomic, Water Quality
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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