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Hasegawa LA, Vilela FP, Falcão JP. Antimicrobial resistance, virulence potential and genomic epidemiology of global genomes of the rare Salmonella enterica serovar Orion. Zoonoses Public Health 2024; 71:591-599. [PMID: 38702905 DOI: 10.1111/zph.13140] [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: 11/09/2023] [Revised: 04/06/2024] [Accepted: 04/24/2024] [Indexed: 05/06/2024]
Abstract
AIMS Our aim is to characterize through whole-genome sequencing (WGS) the antimicrobial resistance (AMR) and heavy metal tolerance (HMT) genes content, plasmid presence, virulence potential and genomic diversity of the rare non-typhoid Salmonella enterica serovar Orion (S. Orion) from 19 countries of the African, American, Eastern Mediterranean, European, Southeastern Asia and Western Pacific regions. METHODS AND RESULTS Totally 324 S. Orion genomes were screened for AMR, HMT and virulence genes, plasmids and Salmonella Pathogenicity Islands (SPIs). Genomic diversity was investigated using Multi-Locus Sequence Typing (MLST) and core-genome MLST (cgMLST). Efflux pump encoding genes mdsA and mdsB were present in all genomes analysed, while quinolone chromosomal point mutations and aminoglycoside, beta-lactam, colistin, lincosamide, macrolide, phenicol, sulphonamide, trimethoprim, tetracycline and disinfectant resistance genes were found in 0.3%-5.9%. A total of 17 genomes (5.2%) from Canada, the United Kingdom, the USA and Tanzania showed a potential multi-drug resistance profile. Gold tolerance genes golS and golT were detected in all genomes analysed, while arsenic, copper, mercury, silver and tellurium tolerance genes were found in 0.3%-35.5%. Col(MGD2) was the most frequently detected plasmid, in 15.4% of the genomes. Virulence genes related to adherence, macrophage induction, magnesium uptake, regulation, serum resistance, stress adaptation, type III secretion systems and six SPIs (1, 2, 3, 4, 5, 9, 12, 13, 14 and C63PI) were detected. ST639 was assigned to 89.2% of the S. Orion genomes, while cgMLST showed core-genome STs and clusters of strains specific by countries. CONCLUSION The high virulence factor frequencies, the genomic similarity among some non-clinical and clinical strains circulating worldwide and the presence of a strain carrying a resistance gene against a last resource antimicrobial like colistin, highlight the potential risk of S. Orion strains for public health and food safety and reinforce the importance to not underestimate the potential hazard of rare non-typhoid Salmonella serovars.
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Affiliation(s)
- Leticia Ayumi Hasegawa
- Departamento de Análises Clínicas, Toxicológicas e Bromatológicas, Faculdade de Ciências Farmacêuticas de Ribeirão Preto - USP, Ribeirao Preto, SP, Brazil
| | - Felipe Pinheiro Vilela
- Departamento de Análises Clínicas, Toxicológicas e Bromatológicas, Faculdade de Ciências Farmacêuticas de Ribeirão Preto - USP, Ribeirao Preto, SP, Brazil
| | - Juliana Pfrimer Falcão
- Departamento de Análises Clínicas, Toxicológicas e Bromatológicas, Faculdade de Ciências Farmacêuticas de Ribeirão Preto - USP, Ribeirao Preto, SP, Brazil
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Leigh DM, Vandergast AG, Hunter ME, Crandall ED, Funk WC, Garroway CJ, Hoban S, Oyler-McCance SJ, Rellstab C, Segelbacher G, Schmidt C, Vázquez-Domínguez E, Paz-Vinas I. Best practices for genetic and genomic data archiving. Nat Ecol Evol 2024:10.1038/s41559-024-02423-7. [PMID: 38789640 DOI: 10.1038/s41559-024-02423-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 04/25/2024] [Indexed: 05/26/2024]
Abstract
Genetic and genomic data are collected for a vast array of scientific and applied purposes. Despite mandates for public archiving, data are typically used only by the generating authors. The reuse of genetic and genomic datasets remains uncommon because it is difficult, if not impossible, due to non-standard archiving practices and lack of contextual metadata. But as the new field of macrogenetics is demonstrating, if genetic data and their metadata were more accessible and FAIR (findable, accessible, interoperable and reusable) compliant, they could be reused for many additional purposes. We discuss the main challenges with existing genetic and genomic data archives, and suggest best practices for archiving genetic and genomic data. Recognizing that this is a longstanding issue due to little formal data management training within the fields of ecology and evolution, we highlight steps that research institutions and publishers could take to improve data archiving.
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Affiliation(s)
- Deborah M Leigh
- Swiss Federal Research Institute WSL, Birmensdorf, Switzerland.
| | - Amy G Vandergast
- US Geological Survey, Western Ecological Research Center, San Diego, CA, USA
| | - Margaret E Hunter
- US Geological Survey, Wetland & Aquatic Research Center, Gainesville, FL, USA
| | - Eric D Crandall
- Department of Biology, Pennsylvania State University, University Park, PA, USA
| | - W Chris Funk
- Department of Biology, Graduate Degree Program in Ecology, Colorado State University, Fort Collins, CO, USA
| | - Colin J Garroway
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Sean Hoban
- Center for Tree Science, The Morton Arboretum, Lisle, IL, USA
| | | | | | | | - Chloé Schmidt
- German Centre for Integrative Biodiversity Research Halle-Jena-Leipzig, Leipzig, Germany
| | - Ella Vázquez-Domínguez
- Departamento de Ecología de la Biodiversidad, Instituto de Ecología, Universidad Nacional Autónoma de México, Coyoacán, Ciudad de México, México
| | - Ivan Paz-Vinas
- Department of Biology, Graduate Degree Program in Ecology, Colorado State University, Fort Collins, CO, USA
- Universite Claude Bernard Lyon 1, LEHNA UMR 5023, CNRS, ENTPE, Villeurbanne, France
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McGaughran A, Dhami MK, Parvizi E, Vaughan AL, Gleeson DM, Hodgins KA, Rollins LA, Tepolt CK, Turner KG, Atsawawaranunt K, Battlay P, Congrains C, Crottini A, Dennis TPW, Lange C, Liu XP, Matheson P, North HL, Popovic I, Rius M, Santure AW, Stuart KC, Tan HZ, Wang C, Wilson J. Genomic Tools in Biological Invasions: Current State and Future Frontiers. Genome Biol Evol 2024; 16:evad230. [PMID: 38109935 PMCID: PMC10776249 DOI: 10.1093/gbe/evad230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 11/16/2023] [Accepted: 12/12/2023] [Indexed: 12/20/2023] Open
Abstract
Human activities are accelerating rates of biological invasions and climate-driven range expansions globally, yet we understand little of how genomic processes facilitate the invasion process. Although most of the literature has focused on underlying phenotypic correlates of invasiveness, advances in genomic technologies are showing a strong link between genomic variation and invasion success. Here, we consider the ability of genomic tools and technologies to (i) inform mechanistic understanding of biological invasions and (ii) solve real-world issues in predicting and managing biological invasions. For both, we examine the current state of the field and discuss how genomics can be leveraged in the future. In addition, we make recommendations pertinent to broader research issues, such as data sovereignty, metadata standards, collaboration, and science communication best practices that will require concerted efforts from the global invasion genomics community.
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Affiliation(s)
- Angela McGaughran
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Manpreet K Dhami
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Elahe Parvizi
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Amy L Vaughan
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Dianne M Gleeson
- Centre for Conservation Ecology and Genomics, Faculty of Science and Technology, University of Canberra, Canberra, ACT, Australia
| | - Kathryn A Hodgins
- School of Biological Sciences, Monash University, Melbourne, VIC, Australia
| | - Lee A Rollins
- Evolution and Ecology Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - Carolyn K Tepolt
- Department of Biology, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Kathryn G Turner
- Department of Biological Sciences, Idaho State University, Pocatello, ID, USA
| | - Kamolphat Atsawawaranunt
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Paul Battlay
- School of Biological Sciences, Monash University, Melbourne, VIC, Australia
| | - Carlos Congrains
- Entomology Section, Department of Plant and Environmental Protection Sciences, University of Hawaiʻi at Mānoa, Honolulu, HI 96822, USA
- US Department of Agriculture-Agricultural Research Service, Daniel K. Inouye US Pacific Basin Agricultural Research Center, Hilo, HI 96720, USA
| | - Angelica Crottini
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, Vairão 4485-661, Portugal
- Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, Porto 4169–007, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão 4485-661, Portugal
| | - Tristan P W Dennis
- Department of Vector Biology, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Claudia Lange
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Xiaoyue P Liu
- Department of Marine Science, University of Otago, Dunedin, New Zealand
| | - Paige Matheson
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Henry L North
- Department of Zoology, University of Cambridge, Cambridge, UK
| | - Iva Popovic
- School of the Environment, University of Queensland, Brisbane, QLD, Australia
| | - Marc Rius
- Centre for Advanced Studies of Blanes (CEAB, CSIC), Accés a la Cala Sant Francesc, Blanes, Spain
- Department of Zoology, Centre for Ecological Genomics and Wildlife Conservation, University of Johannesburg, Johannesburg 2006, South Africa
| | - Anna W Santure
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Katarina C Stuart
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Hui Zhen Tan
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Cui Wang
- The Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Jonathan Wilson
- School of Biological Sciences, Monash University, Melbourne, VIC, Australia
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Schmidt C, Hoban S, Jetz W. Conservation macrogenetics: harnessing genetic data to meet conservation commitments. Trends Genet 2023; 39:816-829. [PMID: 37648576 DOI: 10.1016/j.tig.2023.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 08/03/2023] [Accepted: 08/03/2023] [Indexed: 09/01/2023]
Abstract
Genetic biodiversity is rapidly gaining attention in global conservation policy. However, for almost all species, conservation relevant, population-level genetic data are lacking, limiting the extent to which genetic diversity can be used for conservation policy and decision-making. Macrogenetics is an emerging discipline that explores the patterns and processes underlying population genetic composition at broad taxonomic and spatial scales by aggregating and reanalyzing thousands of published genetic datasets. Here we argue that focusing macrogenetic tools on conservation needs, or conservation macrogenetics, will enhance decision-making for conservation practice and fill key data gaps for global policy. Conservation macrogenetics provides an empirical basis for better understanding the complexity and resilience of biological systems and, thus, how anthropogenic drivers and policy decisions affect biodiversity.
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Affiliation(s)
- Chloé Schmidt
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, USA; Center for Biodiversity and Global Change, Yale University, New Haven, CT, USA; German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.
| | - Sean Hoban
- The Center for Tree Science, The Morton Arboretum, Lisle, IL, USA
| | - Walter Jetz
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, USA; Center for Biodiversity and Global Change, Yale University, New Haven, CT, USA
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Caliskan A, Dangwal S, Dandekar T. Metadata integrity in bioinformatics: Bridging the gap between data and knowledge. Comput Struct Biotechnol J 2023; 21:4895-4913. [PMID: 37860229 PMCID: PMC10582761 DOI: 10.1016/j.csbj.2023.10.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 10/04/2023] [Accepted: 10/04/2023] [Indexed: 10/21/2023] Open
Abstract
In the fast-evolving landscape of biomedical research, the emergence of big data has presented researchers with extraordinary opportunities to explore biological complexities. In biomedical research, big data imply also a big responsibility. This is not only due to genomics data being sensitive information but also due to genomics data being shared and re-analysed among the scientific community. This saves valuable resources and can even help to find new insights in silico. To fully use these opportunities, detailed and correct metadata are imperative. This includes not only the availability of metadata but also their correctness. Metadata integrity serves as a fundamental determinant of research credibility, supporting the reliability and reproducibility of data-driven findings. Ensuring metadata availability, curation, and accuracy are therefore essential for bioinformatic research. Not only must metadata be readily available, but they must also be meticulously curated and ideally error-free. Motivated by an accidental discovery of a critical metadata error in patient data published in two high-impact journals, we aim to raise awareness for the need of correct, complete, and curated metadata. We describe how the metadata error was found, addressed, and present examples for metadata-related challenges in omics research, along with supporting measures, including tools for checking metadata and software to facilitate various steps from data analysis to published research.
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Affiliation(s)
- Aylin Caliskan
- Department of Bioinformatics, Biocenter, University of Würzburg, 97074 Würzburg, Germany
| | - Seema Dangwal
- Stanford Cardiovascular Institute, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305-5101, United States
| | - Thomas Dandekar
- Department of Bioinformatics, Biocenter, University of Würzburg, 97074 Würzburg, Germany
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Vaughan AL, Parvizi E, Matheson P, McGaughran A, Dhami MK. Current stewardship practices in invasion biology limit the value and secondary use of genomic data. Mol Ecol Resour 2023. [PMID: 37647021 DOI: 10.1111/1755-0998.13858] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 07/09/2023] [Accepted: 08/14/2023] [Indexed: 09/01/2023]
Abstract
Invasive species threaten native biota, putting fragile ecosystems at risk and having a large-scale impact on primary industries. Growing trade networks and the popularity of personal travel make incursions a more frequent risk, one only compounded by global climate change. With increasing publication of whole-genome sequences lies an opportunity for cross-species assessment of invasive potential. However, the degree to which published sequences are accompanied by satisfactory spatiotemporal data is unclear. We assessed the metadata associated with 199 whole-genome assemblies of 89 invasive terrestrial invertebrate species and found that only 38% of these were derived from field-collected samples. Seventy-six assemblies (38%) reported an 'undescribed' sample origin and, while further examination of associated literature closed this gap to 23.6%, an absence of spatial data remained for 47 of the total assemblies. Of the 76 assemblies that were ultimately determined to be field-collected, associated metadata relevant for invasion studies was predominantly lacking: only 35% (27 assemblies) provided granular location data, and 33% (n = 25) lacked sufficient collection date information. Our results support recent calls for standardized metadata in genome sequencing data submissions, highlighting the impact of missing metadata on current research in invasion biology (and likely other fields). Notably, large-scale consortia tended to provide the most complete metadata submissions in our analysis-such cross-institutional collaborations can foster a culture of increased adherence to improved metadata submission standards and a standard of metadata stewardship that enables reuse of genomes in invasion science.
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Affiliation(s)
- Amy L Vaughan
- Biocontrol & Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Elahe Parvizi
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Paige Matheson
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Angela McGaughran
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Manpreet K Dhami
- Biocontrol & Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
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