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Title: The Advantages of Combining Morphological and Molecular Methods to Characterise Zooplankton Communities: A Case Study of the UNESCO Biosphere Reserve of the Berlengas Archipelago, Portugal

Journal Article · · Oceans

Understanding the ecological dynamics of zooplankton communities is crucial to precisely assessing the health of marine ecosystems and their management. Metabarcoding has contributed to a better understanding of biodiversity in marine environments. However, this methodology still requires protocol optimisation. Here, we used a complementary approach combining molecular and morphological identification methods to identify the zooplankton community inhabiting the Berlengas Archipelago, Portugal. The presence of non-indigenous species was also assessed. The results showed that the metabarcoding approach outperformed the classical morphological identification method, detecting more species with higher resolution. Nevertheless, the classical method was able to identify species that were not detected by the molecular approaches, probably due to a lack of reference data in the databases. The comparison between different molecular approaches showed that COI and bulk DNA gave better results than 18S rRNA and eDNA by detecting higher species diversity. However, complementarities were observed between them. Molecular tools also proved effective in identifying several potential non-indigenous species, identifying, for the first time, several potentially unreported NIS inhabiting the Portuguese marine ecosystems. Overall, our results confirmed the importance of combining both classical and molecular methods to obtain a more refined assessment of the zooplanktonic communities in marine environments.

Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Transportation Office. Fuel Cell Technologies Office
OSTI ID:
2475237
Journal Information:
Oceans, Journal Name: Oceans Journal Issue: 4 Vol. 5; ISSN OBSCAL; ISSN 2673-1924
Publisher:
MDPI AGCopyright Statement
Country of Publication:
Country unknown/Code not available
Language:
English

References (89)

QIIME 2 Enables Comprehensive End‐to‐End Analysis of Diverse Microbiome Data and Comparative Studies with Publicly Available Data journal April 2020
Toward accurate molecular identification of species in complex environmental samples: testing the performance of sequence filtering and clustering methods journal May 2015
18S rRNA V9 metabarcoding for diet characterization: a critical evaluation with two sympatric zooplanktivorous fish species journal February 2016
Estimating species richness using environmental DNA journal May 2016
Effect of marker choice and thermal cycling protocol on zooplankton DNA metabarcoding studies journal January 2017
Assessing eukaryotic biodiversity in the Florida Keys National Marine Sanctuary through environmental DNA metabarcoding journal January 2019
Evaluation of marine zooplankton community structure through environmental DNA metabarcoding journal January 2018
Can morphology reliably distinguish between the copepods Calanus finmarchicus and C. glacialis, or is DNA the only way? journal February 2018
Toward a global reference database of COI barcodes for marine zooplankton journal May 2021
Simple molecular method to distinguish the identity of Calanus species (Copepoda: Calanoida) at any developmental stage journal January 1999
Marine Ecology: Gelatinous Bells May Ring Change in Marine Ecosystems journal September 2006
Tunicates journal February 2016
DNA barcoding of Arctic Ocean holozooplankton for species identification and recognition journal January 2010
Deep-sea sampling on CMarZ cruises in the Atlantic Ocean – an Introduction journal December 2010
A “Rosetta Stone” for metazoan zooplankton: DNA barcode analysis of species diversity of the Sargasso Sea (Northwest Atlantic Ocean) journal December 2010
A systematic study of zooplankton-based indices of marine ecological change and water quality: Application to the European marine strategy framework Directive (MSFD) journal February 2022
eDNA metabarcoding in zooplankton improves the ecological status assessment of aquatic ecosystems journal January 2020
Differential interactions between the nematocyst-bearing mixotrophic dinoflagellate Paragymnodinium shiwhaense and common heterotrophic protists and copepods: Killer or prey journal February 2017
Monitoring pelagic ecosystems using plankton indicators journal January 2005
Comparison of morphological and next generation DNA sequencing methods for assessing zooplankton assemblages journal February 2017
eDNA and specific primers for early detection of invasive species – A case study on the bivalve Rangia cuneata, currently spreading in Europe journal December 2015
Suitability of a dual COI marker for marine zooplankton DNA metabarcoding journal August 2021
First evaluation of ballast water management systems on operational ships for minimizing introductions of nonindigenous zooplankton journal September 2022
Plankton dynamics across the freshwater, transitional and marine research sites of the LTER-Italy Network. Patterns, fluctuations, drivers journal June 2018
Sequencing our way towards understanding global eukaryotic biodiversity journal April 2012
Implementation options for DNA-based identification into ecological status assessment under the European Water Framework Directive journal July 2018
Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2 journal July 2019
Zooplankton Community Profiling in a Eutrophic Freshwater Ecosystem-Lake Tai Basin by DNA Metabarcoding journal May 2017
DNA metabarcoding for high-throughput monitoring of estuarine macrobenthic communities journal November 2017
Multi-marker metabarcoding approach to study mesozooplankton at basin scale journal August 2018
Combining morpho-taxonomy and metabarcoding enhances the detection of non-indigenous marine pests in biofouling communities journal November 2018
Multi-locus DNA metabarcoding of zooplankton communities and scat reveal trophic interactions of a generalist predator journal January 2019
eDNA metabarcoding of small plankton samples to detect fish larvae and their preys from Atlantic and Pacific waters journal March 2021
Global forecasts of shipping traffic and biological invasions to 2050 journal March 2019
Barcode of Life journal October 2008
Marine biodiversity, ecosystem functioning, and carbon cycles journal May 2010
The perils of online biogeographic databases: a case study with the ‘monospecific’ genus Aegina (Cnidaria, Hydrozoa, Narcomedusae) journal May 2017
High-Throughput Sequencing Characterizes Intertidal Meiofaunal Communities in Northern Gulf of Mexico (Dauphin Island and Mobile Bay, Alabama) journal October 2014
Predation control of zooplankton dynamics: a review of observations and models journal August 2013
Richness–abundance relationships for zooplankton in ballast water: temperate versus Arctic comparisons journal February 2014
Time-series metabarcoding analysis of zooplankton diversity of the NW Atlantic continental shelf journal February 2019
Molecular Insights Into the Ctenophore Genus Beroe in Europe: New Species, Spreading Invaders journal June 2018
Metabarcoding of marine zooplankton: prospects, progress and pitfalls journal April 2016
Repositories for Taxonomic Data: Where We Are and What is Missing journal April 2020
Barcoding animal life: cytochrome c oxidase subunit 1 divergences among closely related species
  • Hebert, Paul D. N.; Ratnasingham, Sujeevan; de Waard, Jeremy R.
  • Proceedings of the Royal Society of London. Series B: Biological Sciences, Vol. 270, Issue suppl_1 https://doi.org/10.1098/rsbl.2003.0025
journal August 2003
Redesign of PCR primers for mitochondrial cytochrome c oxidase subunit I for marine invertebrates and application in all‐taxa biotic surveys journal July 2013
Comparing diversity levels in environmental samples: DNA sequence capture and metabarcoding approaches using 18S and COI genes journal June 2020
Trends in the detection of aquatic non‐indigenous species across global marine, estuarine and freshwater ecosystems: A 50‐year perspective journal October 2020
Metabarcoding using multiplexed markers increases species detection in complex zooplankton communities journal September 2018
Warming of Subarctic waters accelerates development of a key marine zooplankton Calanus finmarchicus journal September 2017
Species discovery in marine planktonic invertebrates through global molecular screening journal February 2010
Towards next-generation biodiversity assessment using DNA metabarcoding: NEXT-GENERATION DNA METABARCODING journal April 2012
Bioinformatic challenges for DNA metabarcoding of plants and animals journal April 2012
Assessing vertebrate biodiversity in a kelp forest ecosystem using environmental DNA journal December 2015
Vertical gradients in species richness and community composition across the twilight zone in the North Pacific Subtropical Gyre journal September 2017
Capturing open ocean biodiversity: Comparing environmental DNA metabarcoding to the continuous plankton recorder journal September 2020
Environmental conditions drive zooplankton community structure in the epipelagic oceanic water of the southern Gulf of Mexico: A molecular approach journal November 2021
Ecological Roulette: The Global Transport of Nonindigenous Marine Organisms journal July 1993
DNA Barcoding of Marine Metazoa journal January 2011
Plankton and Particle Size and Packaging: From Determining Optical Properties to Driving the Biological Pump journal January 2012
Global Marine Biodiversity Trends journal November 2006
A new versatile primer set targeting a short fragment of the mitochondrial COI region for metabarcoding metazoan diversity: application for characterizing coral reef fish gut contents journal January 2013
Evidence of cryptic and pseudocryptic speciation in the Paracalanus parvus species complex (Crustacea, Copepoda, Calanoida) journal January 2014
DNA Barcoding of Marine Copepods: Assessment of Analytical Approaches to Species Identification journal January 2014
RESCRIPt: Reproducible sequence taxonomy reference database management journal November 2021
Next Generation Sequencing Reveals the Hidden Diversity of Zooplankton Assemblages journal November 2013
Development and Validation of Environmental DNA (eDNA) Markers for Detection of Freshwater Turtles journal July 2015
DNA in a bottle—Rapid metabarcoding survey for early alerts of invasive species in ports journal September 2017
Persistence of marine fish environmental DNA and the influence of sunlight journal September 2017
Zooplankton biogeographic boundaries in the California Current System as determined from metabarcoding journal June 2020
Associations between species and groups of sites: indices and statistical inference journal December 2009
A Qualitative Assessment of Sponge-Feeding Organisms from the Mexican Pacific Coast journal December 2010
Zooplankton (Especially Crustaceans and Rotifers) as Indicators of Water Quality journal January 1978
Shift towards the dominance of boreal species in the Arctic: inter-annual and spatial zooplankton variability in the West Spitsbergen Current journal March 2014
18S V9 metabarcoding correctly depicts plankton estuarine community drivers journal December 2017
ggVennDiagram: An Intuitive, Easy-to-Use, and Highly Customizable R Package to Generate Venn Diagram journal September 2021
Genetic and Manual Survey Methods Yield Different and Complementary Views of an Ecosystem journal January 2017
Spongivory by Fishes on Southwestern Atlantic Coral Reefs: No Evidence of Top-Down Control on Sponge Assemblages journal August 2018
Diversity and Distribution of Meroplanktonic Larvae in the Pacific Arctic and Connectivity With Adult Benthic Invertebrate Communities journal August 2019
Resilience of the Copepod Oithona similis to Climatic Variability: Egg Production, Mortality, and Vertical Habitat Partitioning journal February 2020
Borealization of the Arctic Ocean in Response to Anomalous Advection From Sub-Arctic Seas journal July 2020
COI Metabarcoding of Zooplankton Species Diversity for Time-Series Monitoring of the NW Atlantic Continental Shelf journal April 2022
Nuisance Algae in Ballast Water Facing International Conventions. Insights from DNA Metabarcoding in Ships Arriving in Bay of Biscay journal July 2020
Copepod Diel Vertical Distribution in the Open Southern Adriatic Sea (NE Mediterranean) under Two Different Environmental Conditions journal June 2022
A Review: Potentiality of Zooplankton as Bioindicator journal October 2009
BOLDigger – a Python package to identify and organise sequences with the Barcode of Life Data systems journal June 2020
DNA metabarcoding of zooplankton communities: species diversity and seasonal variation revealed by 18S rRNA and COI journal March 2021
Genetic signatures of ecological diversity along an urbanization gradient journal September 2016
DNA metabarcoding of littoral hard-bottom communities: high diversity and database gaps revealed by two molecular markers journal May 2018