1
|
Marinchel N, Marchesini A, Nardi D, Girardi M, Casabianca S, Vernesi C, Penna A. Mock community experiments can inform on the reliability of eDNA metabarcoding data: a case study on marine phytoplankton. Sci Rep 2023; 13:20164. [PMID: 37978238 PMCID: PMC10656442 DOI: 10.1038/s41598-023-47462-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 11/14/2023] [Indexed: 11/19/2023] Open
Abstract
Environmental DNA metabarcoding is increasingly implemented in biodiversity monitoring, including phytoplankton studies. Using 21 mock communities composed of seven unicellular diatom and dinoflagellate algae, assembled with different composition and abundance by controlling the number of cells, we tested the accuracy of an eDNA metabarcoding protocol in reconstructing patterns of alpha and beta diversity. This approach allowed us to directly evaluate both qualitative and quantitative metabarcoding estimates. Our results showed non-negligible rates (17-25%) of false negatives (i.e., failure to detect a taxon in a community where it was included), for three taxa. This led to a statistically significant underestimation of metabarcoding-derived alpha diversity (Wilcoxon p = 0.02), with the detected species richness being lower than expected (based on cell numbers) in 8/21 mock communities. Considering beta diversity, the correlation between metabarcoding-derived and expected community dissimilarities was significant but not strong (R2 = 0.41), indicating suboptimal accuracy of metabarcoding results. Average biovolume and rDNA gene copy number were estimated for the seven taxa, highlighting a potential, though not exhaustive, role of the latter in explaining the recorded biases. Our findings highlight the importance of mock communities for assessing the reliability of phytoplankton eDNA metabarcoding studies and identifying their limitations.
Collapse
Affiliation(s)
- Nadia Marinchel
- Department of Pure and Applied Sciences, University of Urbino, Urbino, Italy.
- Department of Biomolecular Sciences, University of Urbino, Urbino, Italy.
| | - Alexis Marchesini
- Research Institute on Terrestrial Ecosystems (IRET), National Research Council (CNR), Porano, Italy
- National Biodiversity Future Center, Palermo, Italy
| | - Davide Nardi
- DAFNAE, University of Padova, Legnaro, PD, Italy
| | - Matteo Girardi
- Conservation Genomics Research Unit, Research and Innovation Centre, Fondazione Edmund Mach, S. Michele all'Adige, Italy
| | - Silvia Casabianca
- Department of Biomolecular Sciences, University of Urbino, Urbino, Italy
- Fano Marine Center, Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, Fano, Italy
- CoNISMa, National Inter-University Consortium for Marine Sciences, Rome, Italy
| | - Cristiano Vernesi
- National Biodiversity Future Center, Palermo, Italy
- Forest Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, S. Michele all'Adige, Italy
| | - Antonella Penna
- Department of Biomolecular Sciences, University of Urbino, Urbino, Italy.
- Fano Marine Center, Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, Fano, Italy.
- CoNISMa, National Inter-University Consortium for Marine Sciences, Rome, Italy.
| |
Collapse
|
2
|
The Arabidopsis thaliana–Streptomyces Interaction Is Controlled by the Metabolic Status of the Holobiont. Int J Mol Sci 2022; 23:ijms232112952. [PMID: 36361736 PMCID: PMC9655247 DOI: 10.3390/ijms232112952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 10/20/2022] [Accepted: 10/21/2022] [Indexed: 11/26/2022] Open
Abstract
How specific interactions between plant and pathogenic, commensal, or mutualistic microorganisms are mediated and how bacteria are selected by a plant are important questions to address. Here, an Arabidopsis thaliana mutant called chs5 partially deficient in the biogenesis of isoprenoid precursors was shown to extend its metabolic remodeling to phenylpropanoids and lipids in addition to carotenoids, chlorophylls, and terpenoids. Such a metabolic profile was concomitant to increased colonization of the phyllosphere by the pathogenic strain Pseudomonas syringae pv. tomato DC3000. A thorough microbiome analysis by 16S sequencing revealed that Streptomyces had a reduced colonization potential in chs5. This study revealed that the bacteria–Arabidopsis interaction implies molecular processes impaired in the chs5 mutant. Interestingly, our results revealed that the metabolic status of A. thaliana was crucial for the specific recruitment of Streptomyces into the microbiota. More generally, this study highlights specific as well as complex molecular interactions that shape the plant microbiota.
Collapse
|
3
|
Hintikka S, Carlsson JE, Carlsson J. The bacterial hitchhiker’s guide to COI: Universal primer-based COI capture probes fail to exclude bacterial DNA, but 16S capture leaves metazoa behind. METABARCODING AND METAGENOMICS 2022. [DOI: 10.3897/mbmg.6.80416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Environmental DNA (eDNA) metabarcoding from water samples has, in recent years, shown great promise for biodiversity monitoring. However, universal primers targeting the cytochrome oxidase I (COI) marker gene popular in metazoan studies have displayed high levels of nontarget amplification. To date, enrichment methods bypassing amplification have not been able to match the detection levels of conventional metabarcoding. This study evaluated the use of universal metabarcoding primers as capture probes to either isolate target DNA or to remove nontarget DNA, prior to amplification, by using biotinylated versions of universal metazoan and bacterial barcoding primers, namely metazoan COI (mlCOIintF) and bacterial 16S (515F). Additionally, each step of the protocol was assessed by amplifying for both metazoan COI (mlCOIintF/jgHCO2198) and bacterial 16S (515F/806R) to investigate the effect on the metazoan and bacterial communities. Bacterial read abundance increased significantly in response to the captures (COI library), while the quality of the captured DNA was also improved. The metazoan-oriented probe captured bacterial DNA in a range that was also amplifiable with the 16S primers, demonstrating the ability of capture probes to isolate fragments of DNA spanning over a longer distance than perhaps expected, from eDNA. Although the use of the tested COI probe cannot be recommended for metazoan enrichment, based on the experimental results, the concept of capturing these longer fragments could be applied to metazoan metabarcoding. By using a truly conserved site without a high-level taxonomic resolution as a target for capture, it may be possible to isolate DNA fragments large enough to span over a nearby barcoding region (e.g., COI), which can then be processed through a conventional metabarcoding-by-amplification protocol.
Collapse
|