1
|
Salmaso N, Cerasino L, Pindo M, Boscaini A. Taxonomic and functional metagenomic assessment of a Dolichospermum bloom in a large and deep lake south of the Alps. FEMS Microbiol Ecol 2024; 100:fiae117. [PMID: 39227168 PMCID: PMC11412076 DOI: 10.1093/femsec/fiae117] [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: 04/03/2024] [Revised: 08/19/2024] [Accepted: 09/02/2024] [Indexed: 09/05/2024] Open
Abstract
Untargeted genetic approaches can be used to explore the high metabolic versatility of cyanobacteria. In this context, a comprehensive metagenomic shotgun analysis was performed on a population of Dolichospermum lemmermannii collected during a surface bloom in Lake Garda in the summer of 2020. Using a phylogenomic approach, the almost complete metagenome-assembled genome obtained from the analysis allowed to clarify the taxonomic position of the species within the genus Dolichospermum and contributed to frame the taxonomy of this genus within the ADA group (Anabaena/Dolichospermum/Aphanizomenon). In addition to common functional traits represented in the central metabolism of photosynthetic cyanobacteria, the genome annotation uncovered some distinctive and adaptive traits that helped define the factors that promote and maintain bloom-forming heterocytous nitrogen-fixing Nostocales in oligotrophic lakes. In addition, genetic clusters were identified that potentially encode several secondary metabolites that were previously unknown in the populations evolving in the southern Alpine Lake district. These included geosmin, anabaenopetins, and other bioactive compounds. The results expanded the knowledge of the distinctive competitive traits that drive algal blooms and provided guidance for more targeted analyses of cyanobacterial metabolites with implications for human health and water resource use.
Collapse
Affiliation(s)
- Nico Salmaso
- Research and Innovation Centre, Fondazione Edmund Mach, Via Edmund Mach, 1, 38098 San Michele all'Adige, Italy
- NBFC, National Biodiversity Future Center, Palermo 90133, Italy
| | - Leonardo Cerasino
- Research and Innovation Centre, Fondazione Edmund Mach, Via Edmund Mach, 1, 38098 San Michele all'Adige, Italy
| | - Massimo Pindo
- Research and Innovation Centre, Fondazione Edmund Mach, Via Edmund Mach, 1, 38098 San Michele all'Adige, Italy
| | - Adriano Boscaini
- Research and Innovation Centre, Fondazione Edmund Mach, Via Edmund Mach, 1, 38098 San Michele all'Adige, Italy
| |
Collapse
|
2
|
Stein ED, Jerde CL, Allan EA, Sepulveda AJ, Abbott CL, Baerwald MR, Darling J, Goodwin KD, Meyer RS, Timmers MA, Thielen PM. Critical considerations for communicating environmental DNA science. ENVIRONMENTAL DNA (HOBOKEN, N.J.) 2024; 6:1-12. [PMID: 38784600 PMCID: PMC11110536 DOI: 10.1002/edn3.472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 08/17/2023] [Indexed: 05/25/2024]
Abstract
The economic and methodological efficiencies of environmental DNA (eDNA) based survey approaches provide an unprecedented opportunity to assess and monitor aquatic environments. However, instances of inadequate communication from the scientific community about confidence levels, knowledge gaps, reliability, and appropriate parameters of eDNA-based methods have hindered their uptake in environmental monitoring programs and, in some cases, has created misperceptions or doubts in the management community. To help remedy this situation, scientists convened a session at the Second National Marine eDNA Workshop to discuss strategies for improving communications with managers. These include articulating the readiness of different eDNA applications, highlighting the strengths and limitations of eDNA tools for various applications or use cases, communicating uncertainties associated with specified uses transparently, and avoiding the exaggeration of exploratory and preliminary findings. Several key messages regarding implementation, limitations, and relationship to existing methods were prioritized. To be inclusive of the diverse managers, practitioners, and researchers, we and the other workshop participants propose the development of communication workflow plans, using RACI (Responsible, Accountable, Consulted, Informed) charts to clarify the roles of all pertinent individuals and parties and to minimize the chance for miscommunications. We also propose developing decision support tools such as Structured Decision-Making (SDM) to help balance the benefits of eDNA sampling with the inherent uncertainty, and developing an eDNA readiness scale to articulate the technological readiness of eDNA approaches for specific applications. These strategies will increase clarity and consistency regarding our understanding of the utility of eDNA-based methods, improve transparency, foster a common vision for confidently applying eDNA approaches, and enhance their benefit to the monitoring and assessment community.
Collapse
Affiliation(s)
- Eric D Stein
- Southern California Coastal Water Research Project, Costa Mesa, California, USA
| | - Christopher L Jerde
- Marine Science Institute, University of California Santa Barbara, Santa Barbara, California, USA
| | | | - Adam J Sepulveda
- U.S. Geological Survey, Northern Rocky Mountain Science Center, Bozeman, Montana, USA
| | | | - Melinda R Baerwald
- Division of Integrated Science and Engineering, California Department of Water Resources, West Sacramento, California, USA
| | - John Darling
- U.S. Environmental Protection Agency, Environmental Genomics Branch, Watershed and Ecosystem Characterization Division, Research Triangle Park, North Carolina, USA
| | - Kelly D Goodwin
- National Oceanic and Atmospheric Administration, NOAA Ocean Exploration, Stationed at SWFSC/NMFS, La Jolla, California, USA
| | - Rachel S Meyer
- Department of Ecology and Evolutionary Biology, University of Santa Cruz, Santa Cruz, California, USA
| | - Molly A Timmers
- Pristine Seas, National Geographic Society, Washington, DC, USA
- Hawai'i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
| | - Peter M Thielen
- Research and Exploratory Development Department, Johns Hopkins University Applied Physics Laboratory, Laurel, Maryland, USA
| |
Collapse
|
3
|
Curd EE, Gal L, Gallego R, Silliman K, Nielsen S, Gold Z. rCRUX: A Rapid and Versatile Tool for Generating Metabarcoding Reference libraries in R. ENVIRONMENTAL DNA (HOBOKEN, N.J.) 2024; 6:e489. [PMID: 38370872 PMCID: PMC10871694 DOI: 10.1002/edn3.489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 10/19/2023] [Indexed: 02/20/2024]
Abstract
The sequencing revolution requires accurate taxonomic classification of DNA sequences. Key to making accurate taxonomic assignments are curated, comprehensive reference barcode databases. However, the generation and curation of such databases has remained challenging given the large and continuously growing volumes of both DNA sequence data and novel reference barcode targets. Monitoring and research applications require a greater diversity of specialized gene regions and targeted taxa then are currently curated by professional staff. Thus there is a growing need for an easy to implement computational tool that can generate comprehensive metabarcoding reference libraries for any bespoke locus. We address this need by reimagining CRUX from the Anacapa Toolkit and present the rCRUX package in R which, like it's predecessor, relies on sequence homology and PCR primer compatibility instead of keyword-searches to avoid limitations of user-defined metadata. The typical workflow involves searching for plausible seed amplicons (get_seeds_local() or get_seeds_remote()) by simulating in silico PCR to acquire a set of sequences analogous to PCR products containing a user-defined set of primer sequences. Next, these seeds are used to iteratively blast search seed sequences against a local copy of the National Center for Biotechnology Information (NCBI) formatted nt database using a taxonomic-rank based stratified random sampling approach ( blast_seeds() ). This results in a comprehensive set of sequence matches. This database is dereplicated and cleaned (derep_and_clean_db()) by identifying identical reference sequences and collapsing the taxonomic path to the lowest taxonomic agreement across all matching reads. This results in a curated, comprehensive database of primer-specific reference barcode sequences from NCBI. Databases can then be compared (compare_db()) to determine read and taxonomic overlap. We demonstrate that rCRUX provides more comprehensive reference databases for the MiFish Universal Teleost 12S, Taberlet trnl, fungal ITS, and Leray CO1 loci than CRABS, MetaCurator, RESCRIPt, and ecoPCR reference databases. We then further demonstrate the utility of rCRUX by generating 24 reference databases for 20 metabarcoding loci, many of which lack dedicated reference database curation efforts. The rCRUX package provides a simple to use tool for the generation of curated, comprehensive reference databases for user-defined loci, facilitating accurate and effective taxonomic classification of metabarcoding and DNA sequence efforts broadly.
Collapse
Affiliation(s)
- Emily E. Curd
- Vermont Biomedical Research Network, University of Vermont, VT, USA
| | - Luna Gal
- Landmark College, VT, USA
- California Cooperative Oceanic Fisheries Investigations (CalCOFI), Scripps Institution of Oceanography, University of California San Diego (UCSD), La Jolla, CA, USA
| | - Ramon Gallego
- Departamento de Biología, Universidad Autónoma de Madrid, Cantoblanco, Madrid, Spain
| | - Katherine Silliman
- Northern Gulf Institute, Mississippi State University, Starkville, MS, USA
- NOAA Atlantic Oceanographic and Meteorological Laboratory, Miami, FL, USA
| | | | - Zachary Gold
- California Cooperative Oceanic Fisheries Investigations (CalCOFI), Scripps Institution of Oceanography, University of California San Diego (UCSD), La Jolla, CA, USA
- NOAA Pacific Marine Environmental Laboratory, Seattle, WA, USA
| |
Collapse
|
4
|
De León LF, Martinez-Urtaza J. Editorial overview: Novel approaches to gauge the human footprint on the biosphere. Curr Opin Biotechnol 2023; 84:103018. [PMID: 37924687 DOI: 10.1016/j.copbio.2023.103018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2023]
Abstract
Human disturbances are altering the biosphere in unprecedented ways. Yet, the precise picture of how these disturbances are altering the biosphere and the consequences for humans and the planet reamain undefined. The knowledge and tools to quantify these impacts are often dispersed across traditionally independent scientific disciplines. This special issue brings together a large diversity of topics and global experts under the common theme of using novel advances and tools to gauge the human footprint on the biosphere. The topics discussed illustrate how the integration of novel tools and approaches is key to quantify and address the most pressing environmental issues affecting our planet today and their potential consequences for humans. The global scope of this special issue provides a roadmap to address these challenges in a diverse range of environments and types of anthropogenetic disturbances.
Collapse
Affiliation(s)
- Luis F De León
- Department of Biology, University of Massachusetts Boston, 100 Morrissey Blvd., Boston, MA 02125, USA.
| | - Jaime Martinez-Urtaza
- Department of Genetics and Microbiology, Universitat Autònoma de Barcelona, 08193 Bellaterra, Barcelona, Spain.
| |
Collapse
|
5
|
Curd EE, Gal L, Gallego R, Nielsen S, Gold Z. rCRUX: A Rapid and Versatile Tool for Generating Metabarcoding Reference libraries in R. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.31.543005. [PMID: 37397980 PMCID: PMC10312559 DOI: 10.1101/2023.05.31.543005] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Key to making accurate taxonomic assignments are curated, comprehensive reference barcode databases. However, the generation and curation of such databases has remained challenging given the large and continuously growing volumes of DNA sequence data and novel reference barcode targets. Monitoring and research applications require a greater diversity of specialized gene regions and targeted taxa to meet taxonomic classification goals then are currently curated by professional staff. Thus, there is a growing need for an easy to implement tool that can generate comprehensive metabarcoding reference libraries for any bespoke locus. We address this need by reimagining CRUX from the Anacapa Toolkit and present the rCRUX package in R. The typical workflow involves searching for plausible seed amplicons (get_seeds_local() or get_seeds_remote()) by simulating in silico PCR to acquire seed sequences containing a user-defined primer set. Next these seeds are used to iteratively blast search seed sequences against a local NCBI formatted database using a taxonomic rank based stratified random sampling approach (blast_seeds()) that results in a comprehensive set of sequence matches. This database is dereplicated and cleaned (derep_and_clean_db()) by identifying identical reference sequences and collapsing the taxonomic path to the lowest taxonomic agreement across all matching reads. This results in a curated, comprehensive database of primer specific reference barcode sequences from NCBI. We demonstrate that rCRUX provides more comprehensive reference databases for the MiFish Universal Teleost 12S, Taberlet trnl, and fungal ITS locus than CRABS, METACURATOR, RESCRIPt, and ECOPCR reference databases. We then further demonstrate the utility of rCRUX by generating 16 reference databases for metabarcoding loci that lack dedicated reference database curation efforts. The rCRUX package provides a simple to use tool for the generation of curated, comprehensive reference databases for user-defined loci, facilitating accurate and effective taxonomic classification of metabarcoding and DNA sequence efforts broadly.
Collapse
Affiliation(s)
- Emily E. Curd
- Vermont Biomedical Research Network, University of Vermont, VT, USA
| | - Luna Gal
- Landmark College, VT, USA
- California Cooperative Oceanic Fisheries Investigations (CalCOFI), Scripps Institution of Oceanography, University of California San Diego (UCSD), La Jolla, CA, USA
| | - Ramon Gallego
- Universidad Autónoma de Madrid - Unidad de Genética, Spain
| | | | - Zachary Gold
- California Cooperative Oceanic Fisheries Investigations (CalCOFI), Scripps Institution of Oceanography, University of California San Diego (UCSD), La Jolla, CA, USA
- NOAA Pacific Marine Environmental Laboratory, Seattle, WA, USA
| |
Collapse
|