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Saleem F, Li E, Edge TA, Tran KL, Schellhorn HE. Identification of potential microbial risk factors associated with fecal indicator exceedances at recreational beaches. ENVIRONMENTAL MICROBIOME 2024; 19:4. [PMID: 38225663 PMCID: PMC10790499 DOI: 10.1186/s40793-024-00547-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 01/02/2024] [Indexed: 01/17/2024]
Abstract
BACKGROUND Fecal bacterial densities are proxy indicators of beach water quality, and beach posting decisions are made based on Beach Action Value (BAV) exceedances for a beach. However, these traditional beach monitoring methods do not reflect the full extent of microbial water quality changes associated with BAV exceedances at recreational beaches (including harmful cyanobacteria). This proof of concept study evaluates the potential of metagenomics for comprehensively assessing bacterial community changes associated with BAV exceedances compared to non-exceedances for two urban beaches and their adjacent river water sources. RESULTS Compared to non-exceedance samples, BAV exceedance samples exhibited higher alpha diversity (diversity within the sample) that could be further differentiated into separate clusters (Beta-diversity). For Beach A, Cyanobacterial sequences (resolved as Microcystis and Pseudanabaena at genus level) were significantly more abundant in BAV non-exceedance samples. qPCR validation supported the Cyanobacterial abundance results from metagenomic analysis and also identified saxitoxin genes in 50% of the non-exceedance samples. Microcystis sp and saxitoxin gene sequences were more abundant on non-exceedance beach days (when fecal indicator data indicated the beach should be open for water recreational purposes). For BAV exceedance days, Fibrobacteres, Pseudomonas, Acinetobacter, and Clostridium sequences were significantly more abundant (and positively correlated with fecal indicator densities) for Beach A. For Beach B, Spirochaetes (resolved as Leptospira on genus level) Burkholderia and Vibrio sequences were significantly more abundant in BAV exceedance samples. Similar bacterial diversity and abundance trends were observed for river water sources compared to their associated beaches. Antibiotic Resistance Genes (ARGs) were also consistently detected at both beaches. However, we did not observe a significant difference or correlation in ARGs abundance between BAV exceedance and non-exceedance samples. CONCLUSION This study provides a more comprehensive analysis of bacterial community changes associated with BAV exceedances for recreational freshwater beaches. While there were increases in bacterial diversity and some taxa of potential human health concern associated with increased fecal indicator densities and BAV exceedances (e.g. Pseudomonas), metagenomics analyses also identified other taxa of potential human health concern (e.g. Microcystis) associated with lower fecal indicator densities and BAV non-exceedances days. This study can help develop more targeted beach monitoring strategies and beach-specific risk management approaches.
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Affiliation(s)
- Faizan Saleem
- Department of Biology, McMaster University, 1280 Main St W., Hamilton, ON, L8S 4L8, Canada
| | - Enze Li
- Department of Biology, McMaster University, 1280 Main St W., Hamilton, ON, L8S 4L8, Canada
| | - Thomas A Edge
- Department of Biology, McMaster University, 1280 Main St W., Hamilton, ON, L8S 4L8, Canada
| | - Kevin L Tran
- Department of Biology, McMaster University, 1280 Main St W., Hamilton, ON, L8S 4L8, Canada
| | - Herb E Schellhorn
- Department of Biology, McMaster University, 1280 Main St W., Hamilton, ON, L8S 4L8, Canada.
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Paulino GVB, Félix CR, da Silva Oliveira FA, Gomez-Silvan C, Melo VMM, Andersen GL, Landell MF. Microbiota of healthy and bleached corals of the species Siderastrea stellata in response to river influx and seasonality in Brazilian northeast. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:26496-26509. [PMID: 36369436 DOI: 10.1007/s11356-022-23976-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 10/30/2022] [Indexed: 06/16/2023]
Abstract
Although coral bleaching is increasing worldwide due to warming oceans exacerbated by climate change, there has been a growing recognition that local stressors may play an additional role. Important stressors include the physicochemical and microbiological influences that are related to river runoff. Here, we investigated the microbiota associated to mucus and tissue of endemic coral Siderastrea stellata, collected from Brazilian northeast coral reefs of Barra de Santo Antônio (subject to river runoff) and Maragogi (minimal river runoff) during both the rainy and dry seasons. We sequenced the V4 region of 16S rDNA and used multiple R packages to process raw data and performed statistical analysis to reveal the microbial community structure composition and functional predictions. Major dissimilarities between microbial communities were related to seasonality, while healthy and bleached specimens were mainly associated with the enrichment of several less abundant taxa involved in specific metabolic functions, mainly related to the nitrogen cycle. We were not able to observe the dominance of groups that has been previously associated with bleachings, such as Vibrionaceae or Burkholderiaceae. The influx of freshwater appears to increase the homogeneity between individuals in Barra de Santo Antonio, especially during the rainy season. By contrast, we observed an increased homogeneity between samples in Maragogi during the dry season. Understanding the dynamics of the coral microbiota and how bleaching appears in response to specific environmental variables, in addition to determining the conditions that lead to a more robust coral microbiota, is essential for choosing the most appropriate area and conservation methods, for example.
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Affiliation(s)
- Gustavo Vasconcelos Bastos Paulino
- Universidade Federal de Alagoas, Maceió, AL, Brazil
- Programa de Pós-Graduação Em Diversidade Biológica E Conservação Nos Trópicos, Universidade Federal de Alagoas, Maceió, AL, Brazil
| | - Ciro Ramon Félix
- Universidade Federal de Alagoas, Maceió, AL, Brazil
- Programa de Pós-Graduação Em Diversidade Biológica E Conservação Nos Trópicos, Universidade Federal de Alagoas, Maceió, AL, Brazil
| | - Francisca Andréa da Silva Oliveira
- Laboratório de Ecologia Microbiana E Biotecnologia (Lembiotech), Departamento de Biologia, Universidade Federal Do Ceará, Campus Do Pici, Bloco 909, Fortaleza, CE, 60455-760, Brazil
| | - Cinta Gomez-Silvan
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Vânia M M Melo
- Laboratório de Ecologia Microbiana E Biotecnologia (Lembiotech), Departamento de Biologia, Universidade Federal Do Ceará, Campus Do Pici, Bloco 909, Fortaleza, CE, 60455-760, Brazil
| | - Gary L Andersen
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Melissa Fontes Landell
- Universidade Federal de Alagoas, Maceió, AL, Brazil.
- Setor de Genética-ICBS, Universidade Federal de Alagoas, Av. Lourival Melo Mota, S/N, Tabuleiro Dos Martins, CEP: 57072-900, Maceió, AL, Brasil.
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Characterization of Bacterial Communities from the Surface and Adjacent Bottom Layers of Water in the Billings Reservoir. LIFE (BASEL, SWITZERLAND) 2022; 12:life12081280. [PMID: 36013459 PMCID: PMC9409723 DOI: 10.3390/life12081280] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 08/04/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022]
Abstract
Here, we describe the bacterial diversity and physicochemical properties in freshwater samples from the surface and bottom layers of the Billings Reservoir, the largest open-air storage ecosystem in the São Paulo (Brazil) metropolitan area. Forty-four samples (22 from the surface and 22 from the bottom layers) were characterized based on 16S rRNA gene analysis using Illumina MiSeq. Taxonomical composition revealed an abundance of the Cyanobacteria phylum, followed by Proteobacteria, which were grouped into 1903 and 2689 different genera in the surface and the deep-water layers, respectively. Chroobacteria, Actinobacteria, Betaproteobacteria, and Alphaproteobacteria were the most dominant classes. The Shannon diversity index was in the range of 2.3–5.39 and 4.04–6.86 in the surface and bottom layers, respectively. Flavobacterium was the most predominant pathogenic genus. Temperature and phosphorus concentrations were among the most influential factors in shaping the microbial communities of both layers. Predictive functional analysis suggests that the reservoir is enriched in motility genes involved in flagellar assembly. The overall results provide new information on the diversity composition, ecological function, and health risks of the bacterial community detected in the Billings freshwater reservoir. The broad bacterial diversity indicates that the bacterioplankton communities in the reservoir were involved in multiple essential environmental processes.
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Šamanić I, Kalinić H, Fredotović Ž, Dželalija M, Bungur AM, Maravić A. Bacteria tolerant to colistin in coastal marine environment: Detection, microbiome diversity and antibiotic resistance genes' repertoire. CHEMOSPHERE 2021; 281:130945. [PMID: 34289613 DOI: 10.1016/j.chemosphere.2021.130945] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 03/17/2021] [Accepted: 05/17/2021] [Indexed: 05/22/2023]
Abstract
The global spread of mobilized colistin resistance (mcr) genes in clinical and natural environments dangerously diminishes the effectiveness of this last-resort antibiotic, becoming an urgent health threat. We used a multidisciplinary approach to detect mcr-1 gene and colistin (CL)-resistant bacteria in seawater from two Croatian public beaches. Illumina-based sequencing of metagenomic 16S rRNA was used to assess the taxonomic, functional, and antibiotic resistance genes (ARGs) profiling of the bacterial community tolerant to CL regarding different culture-based isolation methodologies. Data revealed that the choice of methodology alters the diversity and abundance of taxa accounting for the CL-resistance phenotype. The mcr-1 gene was identified by cloning and sequencing in one sample, representing the first report of mcr-1 gene in Croatia. Culturing of CL-resistant strains revealed their resistance phenotypes and concurrent production of clinically significant β-lactamases, such as CTX-M-15, CTX-M-3 and SHV-12. We also report the first identification of blaCTX-M-15 gene in Klebsiella huaxiensis and K. michiganensis, as well as the blaTEM-1+CTX-M-3 in Serratia fonticola. ARGs profiles derived from metagenomic data and predicted by PICRUSt2, showed the highest abundance of genes encoding for multidrug efflux pumps, followed by the transporter genes accounting for the tetracycline, macrolide and phenicol resistance. Our study evidenced the multidrug resistance features of CL-tolerant bacterial communities thriving in surface beach waters. We also showed that combined application of the metagenomic approaches and culture-based techniques enabled successful detection of mcr-1 gene, which could be underreported in natural environment.
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Affiliation(s)
- Ivica Šamanić
- Department of Biology, Faculty of Science, University of Split, Split, Croatia
| | - Hrvoje Kalinić
- Department of Informatics, Faculty of Science, University of Split, Split, Croatia
| | - Željana Fredotović
- Department of Biology, Faculty of Science, University of Split, Split, Croatia
| | - Mia Dželalija
- Department of Biology, Faculty of Science, University of Split, Split, Croatia
| | - Ana-Marija Bungur
- Department of Biology, Faculty of Science, University of Split, Split, Croatia
| | - Ana Maravić
- Department of Biology, Faculty of Science, University of Split, Split, Croatia.
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da Silva VEL, Dolbeth M, Fabré NN. Assessing tropical coastal dynamics across habitats and seasons through different dimensions of fish diversity. MARINE ENVIRONMENTAL RESEARCH 2021; 171:105458. [PMID: 34478971 DOI: 10.1016/j.marenvres.2021.105458] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 08/19/2021] [Accepted: 08/24/2021] [Indexed: 06/13/2023]
Abstract
Coastal habitat mosaics are among the most productive ecosystems around the globe, with many ecological and social-economic services provided. Their natural challenging conditions have always been a subject of concern for ecologist and conservationist, with a particular interest in understanding how its spatial and temporal dynamics influence ecosystem functioning. In this context, we aimed to assess tropical coastal dynamics using an integrative approach, measuring the different facets of fish diversity across space (habitats) and time (seasons). Three different estuarine systems and their adjacent areas in the southwestern Atlantic were monthly sampled between July 2017 and June 2018, in a sampling design that encompassed three different coastal mosaics with three habitat types (mangroves, seagrass and sandy beaches), and both seasons of the studied region (dry and rainy). Taxonomic, phylogenetic, and functional diversity were then evaluated with equivalent diversity measures to allow comparisons between them. Different patterns of species occurrence and distribution were found between habitats and seasons, which resulted in different effects on the abundance-weighted diversity dimensions. Although taxonomic diversity of habitats was greater during the rainy season (p = 0.03), a seasonal increase in phylogenetic diversity was only observed in the sandy beach habitat (p = 0.04). In contrast for the functional diversity, no significant differences were found among habitats in both seasons (p = 0.15), indicating high levels of redundancy. Our results showed that patterns in the occurrence and abundance of tropical fish species among habitats that comprise a coastal mosaic have different effects on distinct diversity dimensions. More precisely, for tropical coastal systems with marked seasonality, both habitats and season appear to play a synergic role in the maintenance of ecosystem functioning by enhancing functional and phylogenetic redundancy.
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Affiliation(s)
- Victor Emmanuel Lopes da Silva
- Laboratório de Ecologia, Peixes e Pesca - Instituto de Ciências Biológicas e da Saúde, Universidade Federal de Alagoas, Maceió, Brazil.
| | - Marina Dolbeth
- Interdisciplinary Centre of Marine and Environmental Research - CIIMAR, Universidade do Porto, Matosinhos, Portugal
| | - Nidia Noemi Fabré
- Laboratório de Ecologia, Peixes e Pesca - Instituto de Ciências Biológicas e da Saúde, Universidade Federal de Alagoas, Maceió, Brazil
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Abstract
The aquatic ecosystem is continuously threatened by the infiltration and discharge of anthropogenic wastewaters. This issue requires the unending improvement of monitoring systems to become more comprehensive and specific to targeted pollutants. This review intended to elucidate the overall aspects explored by researchers in developing better water pollution monitoring tools in recent years. The discussion is encircled around three main elements that have been extensively used as the basis for the development of monitoring methods, namely the dissolved compounds, bacterial indicator, and nucleic acids. The latest technologies applied in wastewater and surface water mapped from these key players were reviewed and categorized into physicochemical and compound characterizations, biomonitoring, and molecular approaches in taxonomical and functional analyses. Overall, researchers are continuously rallying to enhance the detection of causal source for water pollution through either conventional or mostly advanced approaches focusing on spectrometry, high-throughput sequencing, and flow cytometry technology among others. From this review’s perspective, each pollution evaluation technology has its own advantages and it would be beneficial for several aspects of pollutants assessments to be combined and established as a complementary package for better aquatic environmental management in the long run.
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