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Tu T, Li L, Li W, Zhang S, Zhong H, Ge G, Ma Y, Wu L. Different patterns of bacterioplankton in response to inorganic and organic phosphorus inputs in freshwater lakes - a microcosmic study. WATER RESEARCH 2024; 268:122645. [PMID: 39461213 DOI: 10.1016/j.watres.2024.122645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Revised: 09/23/2024] [Accepted: 10/15/2024] [Indexed: 10/29/2024]
Abstract
Phosphorus (P) is a limiting factor in fresh waters and is also the main cause of water eutrophication and deterioration, However, the practical effect of elevated P level on bacterioplankton is less evaluated. In this study, we investigated the bacterioplankton in a 96 hours microcosm experiment with P additions in two forms (organic/inorganic P, OP/IP) and three levels (final conc., 0.040, 0.065 and 0.125 g/L), aiming to find out the response pattern of bacterioplankton in coping with the increasing P levels. Results showed a more dramatic change of water properties and bacterioplankton between P forms (OP and IP) than among the addition levels, and a more remarkable effect of OP addition than the IP. Both OP and IP treatments significantly decreased the water pH, dissolved oxygen (DO), Electrical Conductivity (EC), Nitrate Nitrogen (NO3--N) and Total Organic Carbon (TOC), and reduced the α-diversity of bacterioplankton and relative abundance of Cyanobacteria, but increased the abundance of Proteobacteria. The IP addition decreased Actinobacteria abundance (especially for HgcI) and showed higher denitrification potentials, while the OP addition depressed the Bateroidota and exhibited lowed methylotrophic functions, but such trends decreased with increasing addition concentrations. The network analysis showed that both IP and OP additions increased the proportion of positively correlated edges and reduced the network complexity and stability, but the OP network was more stable than the IP network. The study clarifies the response pattern of bacterioplankton to the P input with different forms and levels, and deepens our understanding of the eutrophication process, which provides a scientific basis for the management and control of freshwater lakes facing eutrophication.
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Affiliation(s)
- Tianhong Tu
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Le Li
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Wenkai Li
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Shan Zhang
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Hui Zhong
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Gang Ge
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Yantian Ma
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China.
| | - Lan Wu
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China.
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Lappan R, Chown SL, French M, Perlaza-Jiménez L, Macesic N, Davis M, Brown R, Cheng A, Clasen T, Conlan L, Goddard F, Henry R, Knight DR, Li F, Luby S, Lyras D, Ni G, Rice SA, Short F, Song J, Whittaker A, Leder K, Lithgow T, Greening C. Towards integrated cross-sectoral surveillance of pathogens and antimicrobial resistance: Needs, approaches, and considerations for linking surveillance to action. ENVIRONMENT INTERNATIONAL 2024; 192:109046. [PMID: 39378692 DOI: 10.1016/j.envint.2024.109046] [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: 07/18/2024] [Revised: 09/30/2024] [Accepted: 10/01/2024] [Indexed: 10/10/2024]
Abstract
Pathogenic and antimicrobial-resistant (AMR) microorganisms are continually transmitted between human, animal, and environmental reservoirs, contributing to the high burden of infectious disease and driving the growing global AMR crisis. The sheer diversity of pathogens, AMR mechanisms, and transmission pathways connecting these reservoirs create the need for comprehensive cross-sectoral surveillance to effectively monitor risks. Current approaches are often siloed by discipline and sector, focusing independently on parts of the whole. Here we advocate that integrated surveillance approaches, developed through transdisciplinary cross-sector collaboration, are key to addressing the dual crises of infectious diseases and AMR. We first review the areas of need, challenges, and benefits of cross-sectoral surveillance, then summarise and evaluate the major detection methods already available to achieve this (culture, quantitative PCR, and metagenomic sequencing). Finally, we outline how cross-sectoral surveillance initiatives can be fostered at multiple scales of action, and present key considerations for implementation and the development of effective systems to manage and integrate this information for the benefit of multiple sectors. While methods and technologies are increasingly available and affordable for comprehensive pathogen and AMR surveillance across different reservoirs, it is imperative that systems are strengthened to effectively manage and integrate this information.
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Affiliation(s)
- Rachael Lappan
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia; RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Securing Antarctica's Environmental Future, Monash University, Melbourne, Australia.
| | - Steven L Chown
- RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Securing Antarctica's Environmental Future, Monash University, Melbourne, Australia
| | - Matthew French
- RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Faculty of Art, Design and Architecture (MADA), Monash University, Melbourne, Australia
| | - Laura Perlaza-Jiménez
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia
| | - Nenad Macesic
- Centre to Impact AMR, Monash University, Melbourne, Australia; Department of Infectious Diseases, Alfred Health, Melbourne, Australia; Department of Infectious Diseases, Central Clinical School, Monash University, Melbourne, Australia
| | - Mark Davis
- Centre to Impact AMR, Monash University, Melbourne, Australia; School of Social Sciences, Monash University, Melbourne, Australia
| | - Rebekah Brown
- RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Monash Sustainable Development Institute, Melbourne, Australia
| | - Allen Cheng
- Centre to Impact AMR, Monash University, Melbourne, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia; Infection Prevention and Healthcare Epidemiology Unit, Alfred Health, Melbourne, Australia
| | - Thomas Clasen
- RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Lindus Conlan
- Centre to Impact AMR, Monash University, Melbourne, Australia
| | - Frederick Goddard
- RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Rebekah Henry
- Centre to Impact AMR, Monash University, Melbourne, Australia; RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Department of Civil Engineering, Monash University, Melbourne, Australia
| | - Daniel R Knight
- Department of Microbiology, PathWest Laboratory Medicine WA, Nedlands, WA, Australia; School of Biomedical Sciences, The University of Western Australia, WA, Australia
| | - Fuyi Li
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection and Cancer Programs, Biomedicine Discovery Institute and Department of Biochemistry and Molecular Biology, Monash University, Melbourne, Australia
| | - Stephen Luby
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Stanford, CA, USA
| | - Dena Lyras
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia
| | - Gaofeng Ni
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia
| | - Scott A Rice
- Microbiomes for One Systems Health, CSIRO Agriculture and Food, Canberra, Australia
| | - Francesca Short
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia
| | - Jiangning Song
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection and Cancer Programs, Biomedicine Discovery Institute and Department of Biochemistry and Molecular Biology, Monash University, Melbourne, Australia
| | - Andrea Whittaker
- Centre to Impact AMR, Monash University, Melbourne, Australia; School of Social Sciences, Monash University, Melbourne, Australia
| | - Karin Leder
- Centre to Impact AMR, Monash University, Melbourne, Australia; RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Trevor Lithgow
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia
| | - Chris Greening
- Centre to Impact AMR, Monash University, Melbourne, Australia; Infection Program, Biomedicine Discovery Institute and Department of Microbiology, Monash University, Melbourne, Australia; RISE: Revitalising Informal Settlements and their Environments, Melbourne, Australia; Securing Antarctica's Environmental Future, Monash University, Melbourne, Australia.
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3
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Zhang L, Yuan L, Xiang J, Liao Q, Zhang D, Liu J. Response of the microbial community structure to the environmental factors during the extreme flood season in Poyang Lake, the largest freshwater lake in China. Front Microbiol 2024; 15:1362968. [PMID: 38633691 PMCID: PMC11021660 DOI: 10.3389/fmicb.2024.1362968] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Accepted: 02/13/2024] [Indexed: 04/19/2024] Open
Abstract
Background Poyang Lake is the largest freshwater lake in China, and there are several studies on the composition and diversity of bacteria in Poyang Lake, while few quantitative studies were carried out on the response of the bacterial community to environmental factors during the extreme flood season in Poyang Lake. Methods The connected-lake heterogeneity of bacterial community composition (BCC) was investigated in Poyang Lake during the flood season in 2020. Illumina high-throughput sequencing technology was used in this study. Results The bacterial community structure in the water was different from that in the sediment of Poyang Lake during extreme flood seasons. The bacterial diversity in water was much lower than that in sediment. In the water column, the dominant phyla were Actinobacteriota, while the composition of bacteria in sediment was more complex than that in water, and the dominant phyla in sediment were Proteobacteria, Chloroflexi, Acidobacteriota, and Actinobacteriota. The bacterial diversity in the water of Poyang Lake showed seasonal dynamics, while no seasonal variation of bacterial communities in sediment was observed. The bacterial community structure in the sediment from the two bays and channel areas of Poyang Lake can be distinguished from each other. The microbial diversity in sediment gradually increased from the Sancha Bay to the Zhouxi Bay and then to the channel, but the total nitrogen (TN) concentration in sediment (STN) and the total phosphorus (TP) concentration in sediment (STP) showed opposite trends. This might be due to the anthropogenic disturbances from the extreme flood. The bacterial community structure in, water column was significantly correlated with WT, NH4-N, STP, SOM, Chl a, DO, TP, and Eh, while the bacterial community structure in sediment was significantly correlated with SOM and STP. Conclusion The bacterial community structure in water was greatly different from that in sediment in Poyang Lake during extreme flood seasons. The bacterial community structure in the water column was not only sensitive to the geochemical characteristics of the water but also affected by some nutrient concentrations in the sediment. During the wet seasons, bacterial diversity was only affected by SOM and STP.
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Affiliation(s)
- Li Zhang
- Institute of Quality & Safety and Standards of Agricultural Products Research, Jiangxi Academy of Agricultural Sciences, Nanchang, Jiangxi, China
| | - Lijuan Yuan
- Institute of Quality & Safety and Standards of Agricultural Products Research, Jiangxi Academy of Agricultural Sciences, Nanchang, Jiangxi, China
| | - Jianjun Xiang
- Institute of Quality & Safety and Standards of Agricultural Products Research, Jiangxi Academy of Agricultural Sciences, Nanchang, Jiangxi, China
| | - Qiegen Liao
- Institute of Quality & Safety and Standards of Agricultural Products Research, Jiangxi Academy of Agricultural Sciences, Nanchang, Jiangxi, China
| | - Dawen Zhang
- Institute of Quality & Safety and Standards of Agricultural Products Research, Jiangxi Academy of Agricultural Sciences, Nanchang, Jiangxi, China
| | - Jutao Liu
- Jiangxi Provincial Institute of Water Sciences, Nanchang, Jiangxi, China
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Guo P, Du H, Zhao W, Xiong B, Wang M, He M, Flemetakis E, Hänsch R, Ma M, Rennenberg H, Wang D. Selenium- and chitosan-modified biochars reduce methylmercury contents in rice seeds with recruiting Bacillus to inhibit methylmercury production. JOURNAL OF HAZARDOUS MATERIALS 2024; 465:133236. [PMID: 38141298 DOI: 10.1016/j.jhazmat.2023.133236] [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: 09/28/2023] [Revised: 11/13/2023] [Accepted: 12/10/2023] [Indexed: 12/25/2023]
Abstract
Biochar could reshape microbial communities, thereby altering methylmercury (MeHg) concentrations in rice rhizosphere and seeds. However, it remains unclear whether and how biochar amendment perturbs microbe-mediated MeHg production in mercury (Hg) contaminated paddy soil. Here, we used pinecone-derived biochar and its six modified biochars to reveal the disturbance. Results showed that selenium- and chitosan-modified biochar significantly reduced MeHg concentrations in the rhizosphere by 85.83% and 63.90%, thereby decreasing MeHg contents in seeds by 86.37% and 75.50%. The two modified bicohars increased the abundance of putative Hg-resistant microorganisms Bacillus, the dominant microbe in rhizosphere. These reductions about MeHg could be facilitated by biochar sensitive microbes such as Oxalobacteraceae and Subgroup_7. Pinecone-derived biochar increased MeHg concentration in rhizosphere but unimpacted MeHg content in seeds was observed. This biochar decreased the abundance in Bacillus but enhanced in putative Hg methylator Desulfovibrio. The increasing MeHg concentration in rhizosphere could be improved by biochar sensitive microbes such as Saccharimonadales and Clostridia. Network analysis showed that Saccharimonadales and Clostridia were the most prominent keystone taxa in rhizosphere, and the three biochars manipulated abundances of the microbes related to MeHg production in rhizosphere by those biochar sensitive microbes. Therefore, selenium- and chitosan-modified biochar could reduce soil MeHg production by these microorganisms, and is helpful in controlling MeHg contamination in rice.
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Affiliation(s)
- Pan Guo
- Center of Molecular Ecophysiology (CMEP), College of Resources and Environment, Southwest University, Chongqing 400715, PR China
| | - Hongxia Du
- Chongqing Key Laboratory of Bio-resource for Bioenergy, College of Resources and Environment, Southwest University, Chongqing 400715, PR China
| | - Wancang Zhao
- Chongqing Key Laboratory of Karst Environment, School of Geographical Sciences, Southwest University, Chongqing 400715, PR China
| | - Bingcai Xiong
- Chongqing Key Laboratory of Bio-resource for Bioenergy, College of Resources and Environment, Southwest University, Chongqing 400715, PR China
| | - Mingxing Wang
- Chongqing Key Laboratory of Agricultural Resources and Environment, College of Resources and Environment, Chongqing 400715, PR China
| | - Mingyan He
- Chongqing Ecological Environment Monitoring Center, Chongqing 401147, PR China
| | - Emmanouil Flemetakis
- Laboratory of Molecular Biology, Department of Biotechnology, Agricultural University of Athens, 11855 Athens, Greece
| | - Robert Hänsch
- Institute for Plant Biology, Technische Universität Braunschweig, Humboldtstraße 1, D-38106, Braunschweig, Germany
| | - Ming Ma
- Center of Molecular Ecophysiology (CMEP), College of Resources and Environment, Southwest University, Chongqing 400715, PR China; Chongqing Key Laboratory of Bio-resource for Bioenergy, College of Resources and Environment, Southwest University, Chongqing 400715, PR China.
| | - Heinz Rennenberg
- Center of Molecular Ecophysiology (CMEP), College of Resources and Environment, Southwest University, Chongqing 400715, PR China
| | - Dingyong Wang
- Chongqing Key Laboratory of Agricultural Resources and Environment, College of Resources and Environment, Chongqing 400715, PR China
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Saini N, Aamir M, Singh VK, Deepak B, Mona S. Unveiling the microbial diversity and functional dynamics of Shiv Kund, Sohna hot spring, India through a shotgun metagenomics approach. Arch Microbiol 2023; 205:323. [PMID: 37651004 DOI: 10.1007/s00203-023-03664-z] [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: 05/03/2023] [Revised: 08/07/2023] [Accepted: 08/18/2023] [Indexed: 09/01/2023]
Abstract
In this research, we examined the microbial diversity in Sohna hot spring, Haryana, India using shotgun metagenome sequencing based on the Illumina Hiseq 4000 sequencing technology. The raw sequence data from metagenomic paired-end libraries were analysed for taxonomic classification, diversity, and functional annotation using MG-RAST online server. The results showed the presence of total of 57 phyla, 931 genera, and 2068 species, predominantly occupied by Moraxellaceae (Gammaproteobacteria). However, at the species level, we reported the presence of some representative pathogenic taxa, such as Acinetobacter baumannii and Moraxella osloensis. The functional annotation predicted at various levels based on SEED-based subsystem, KEGG ortholog identity (KO), Cluster of Orthologous Groups (COGs) database identified the predominance of genes associated with primary and secondary metabolism along with a crucial role in environmental and genetic signals, cellular communication, and cell signalling. Comparative Genome Analysis (CGA) using The Pathosystem Resource Integration Centre (PATRIC) tool based on genome annotation and assembly of the metagenomic libraries for representative taxon Acinetobacter baumannii (NCBI tax id:470) characterized the reads with a unique genome identifier of 470.20380 (A. baumannii DDLJ4) which is evolutionary closer to A. baumannii ATCC 470.17978 400667.7. In addition, the CARD database results about the presence of potential AMR pathotypes and the prevalence of adeABC, adeIJK, abeM gene-specific clusters that function as multidrug efflux pumps. Overall, the results provided a comprehensive insight into virulence and anti-microbial resistance mechanism and could be useful for developing potential drug targets against the possible AMR pathotypes.
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Affiliation(s)
- Neha Saini
- Department of Environmental Science and Engineering, Guru Jambheshwar University of Science and Technology, Hisar, India
| | - Mohd Aamir
- Division of Plant Pathology, ICAR-Indian Council of Agricultural Research, Pusa Campus, New Delhi, India
| | - Vinay Kumar Singh
- Centre for Bioinformatics, School of Biotechnology, Institute of Science, Banaras Hindu University, Varanasi, India
| | - Bansal Deepak
- Department of Environmental Science and Engineering, Guru Jambheshwar University of Science and Technology, Hisar, India
| | - Sharma Mona
- Department of Environmental Studies, School of Interdisciplinary and Applied Sciences, Central University of Haryana, Mahendragarh, India.
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Mao P, Wang Y, Li L, Ji S, Li P, Liu L, Chen J, Sun H, Luo X, Ye C. The Isolation, Genetic Analysis and Biofilm Characteristics of Listeria spp. from the Marine Environment in China. Microorganisms 2023; 11:2166. [PMID: 37764010 PMCID: PMC10535974 DOI: 10.3390/microorganisms11092166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 08/19/2023] [Accepted: 08/22/2023] [Indexed: 09/29/2023] Open
Abstract
Listeria monocytogenes is an important pathogen that can cause listeriosis. Despite the growing recognition of Listeria spp. as a foodborne and environmental pathogen, the understanding of its prevalence and characteristics of Listeria spp. in the marine environment remains unknown. In this study, we first investigated the genetic and phenotypic characteristics of Listeria species isolated in a coastal city in China. The findings revealed that the sequence type 87 (ST87) L. monocytogenes, a prevalent clinical and seafood strain in China, dominates in recreational beach sands and possesses a notable biofilm-forming capacity in seawater. The presence of ST87 L. monocytogenes in coastal environments indicates the potential health risks for both recreational activities and seafood consumption. Moreover, the ST121 isolates from sand had a versatile plasmid encoding multifunctional genes, including uvrX for UV resistance, gbuC for salt resistance, and npx for oxidative resistance and multiple transposases, which potentially aid in survival under natural environments. Black-headed gulls potentially facilitate the spread of L. monocytogenes, with similar ST35 strains found in gulls and beach sand. As a reservoir of microbes from marine environments and human/animal excrement, coastal sand would play an important role in the spread of L. monocytogenes and is an environmental risk for human listeriosis.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Changyun Ye
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China; (P.M.); (Y.W.); (L.L.); (S.J.); (P.L.); (L.L.); (J.C.); (H.S.); (X.L.)
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Sadeghi J, Hashemi Shahraki A, Chaganti SR, Heath D. Functional gene transcription variation in bacterial metatranscriptomes in large freshwater Lake Ecosystems: Implications for ecosystem and human health. ENVIRONMENTAL RESEARCH 2023; 231:116298. [PMID: 37268212 DOI: 10.1016/j.envres.2023.116298] [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: 12/06/2022] [Revised: 05/12/2023] [Accepted: 05/31/2023] [Indexed: 06/04/2023]
Abstract
Little is known regarding the temporal and spatial functional variation of freshwater bacterial community (BC) under non-bloom conditions, especially in winter. To address this, we used metatranscriptomics to assess bacterial gene transcription variation among three sites across three seasons. Our metatranscriptome data for freshwater BCs at three public beaches (Ontario, Canada) sampled in the winter (no ice), summer and fall (2019) showed relatively little spatial, but a strong temporal variation. Our data showed high transcriptional activity in summer and fall but surprisingly, 89% of the KEGG pathway genes and 60% of the selected candidate genes (52 genes) associated with physiological and ecological activity were still active in freezing temperatures (winter). Our data also supported the possibility of an adaptively flexible gene expression response of the freshwater BC to low temperature conditions (winter). Only 32% of the bacterial genera detected in the samples were active, indicating that the majority of detected taxa were non-active (dormant). We also identified high seasonal variation in the abundance and activity of taxa associated with health risks (i.e., Cyanobacteria and waterborne bacterial pathogens). This study provides a baseline for further characterization of freshwater BCs, health-related microbial activity/dormancy and the main drivers of their functional variation (such as rapid human-induced environmental change and climate change).
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Affiliation(s)
- Javad Sadeghi
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario, Canada
| | | | - Subba Rao Chaganti
- Cooperative Institute for Great Lakes Research, University of Michigan, Ann Arbor, MI, USA.
| | - Daniel Heath
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario, Canada; Department of Integrative Biology, University of Windsor, Windsor, ON, Canada.
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Brandão J, Valério E, Weiskerger C, Veríssimo C, Sarioglou K, Novak Babič M, Solo-Gabriele HM, Sabino R, Rebelo MT. Strategies for Monitoring Microbial Life in Beach Sand for Protection of Public Health. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:ijerph20095710. [PMID: 37174228 PMCID: PMC10178049 DOI: 10.3390/ijerph20095710] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 04/28/2023] [Accepted: 04/30/2023] [Indexed: 05/15/2023]
Abstract
The 2021 revised guidelines of the World Health Organization recommend monitoring the quality of sand in addition to water at recreational beaches. This review provides background information about the types of beaches, the characteristics of sand, and the microbiological parameters that should be measured. Analytical approaches are described for quantifying fungi and fecal indicator bacteria from beach sand. The review addresses strategies to assess beach sand quality, monitoring approaches, sand remediation, and the proposed way forward for beach sand monitoring programs. In the proposed way forward, recommendations are provided for acceptable levels of fungi given their distribution in the environment. Additional recommendations include evaluating FIB distributions at beaches globally to assess acceptable ranges of FIB levels, similar to those proposed for fungi.
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Affiliation(s)
- João Brandão
- Department of Environmental Health, National Institute of Health Dr. Ricardo, Avenida Padre Cruz, 1649-016 Lisboa, Portugal
- Centre for Environmental and Marine Studies (CESAM), Department of Animal Biology, University of Lisboa, Campo Grande 016, 1749-016 Lisboa, Portugal
| | - Elisabete Valério
- Department of Environmental Health, National Institute of Health Dr. Ricardo, Avenida Padre Cruz, 1649-016 Lisboa, Portugal
- Centre for Environmental and Marine Studies (CESAM), Department of Animal Biology, University of Lisboa, Campo Grande 016, 1749-016 Lisboa, Portugal
| | - Chelsea Weiskerger
- Department of Civil and Environmental Engineering, Michigan State University, 1449 Engineering Research Ct. Room A127, East Lansing, MI 48824, USA
| | - Cristina Veríssimo
- Department of Transmittable Diseases, National Institute of Health Dr. Ricardo, Avenida Padre Cruz, 1649-016 Lisboa, Portugal
| | - Konstantina Sarioglou
- Department of Environmental Health, National Institute of Health Dr. Ricardo, Avenida Padre Cruz, 1649-016 Lisboa, Portugal
| | - Monika Novak Babič
- Department of Biology, Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000 Ljubljana, Slovenia
| | - Helena M Solo-Gabriele
- Department of Chemical, Environmental, and Materials Engineering, University of Miami, 1251 Memorial Drive, Coral Gables, FL 33146, USA
| | - Raquel Sabino
- Department of Transmittable Diseases, National Institute of Health Dr. Ricardo, Avenida Padre Cruz, 1649-016 Lisboa, Portugal
| | - Maria Teresa Rebelo
- Centre for Environmental and Marine Studies (CESAM), Department of Animal Biology, University of Lisboa, Campo Grande 016, 1749-016 Lisboa, Portugal
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Li P, Chen T, An M, Zhang Y, Li Y, Li Y, Wang J. Effects of Different Types of Human Disturbance on Total and Nitrogen-Transforming Bacteria in Haihe River. LIFE (BASEL, SWITZERLAND) 2022; 12:life12122081. [PMID: 36556446 PMCID: PMC9781767 DOI: 10.3390/life12122081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 11/28/2022] [Accepted: 12/05/2022] [Indexed: 12/14/2022]
Abstract
Haihe River is the largest water system in North China and is injected into the Bohai Sea in Tianjin City. In this study, different types of human disturbance (urban sewage, industrial pollution, ship disturbance) were selected from the upper reaches of Haihe river Tianjin section down to the estuary that connected with Bohai Sea for evaluation. By metagenomic sequencing, the effects of different types of disturbances on bacteria communities in Haihe sediments were studied, with a special focus on the function of nitrogen-cycling bacteria that were further analyzed through KEGG comparison. By analyzing the physical and chemical characteristics of sediments, results showed that human disturbance caused a large amount of nitrogen input into Haihe River, and different types of human disturbance led to distinct spatial heterogeneity in different sections of Haihe River. The bacteria community was dominated by Proteobacteria, followed by Chloroflexi, Bacteroidetes, Actinobacteria and Acidobacteria. The relative abundance of each phylum varied at different sites as a response to different types of human disturbances. In nitrogen cycling, microorganisms including nitrogen fixation and removal were detected at each site, which indicated the active potential for nitrogen transformation in Haihe River. In addition, a large number of metabolic pathways relating to human diseases were also revealed in urban and pollution sites by function potential, which provided an important basis for the indicative role of urban river ecosystem for public health security. In summary, by evaluating both the ecological role and function potential of bacteria in Haihe River under different types of human disturbance, the knowledge of microorganisms for healthy and disturbed river ecosystems has been broadened, which is also informative for further river management and bioremediation.
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Affiliation(s)
- Peiyang Li
- Tianjin Key Laboratory of Animal and Plant Resistance, Tianjin Key Laboratory of Conservation and Utilization of Animal Diversity, Tianjin Normal University, Tianjin 300387, China
| | - Tingyu Chen
- Tianjin Key Laboratory of Animal and Plant Resistance, Tianjin Key Laboratory of Conservation and Utilization of Animal Diversity, Tianjin Normal University, Tianjin 300387, China
| | - Miao An
- Tianjin Key Laboratory of Animal and Plant Resistance, Tianjin Key Laboratory of Conservation and Utilization of Animal Diversity, Tianjin Normal University, Tianjin 300387, China
| | - Ying Zhang
- Tianjin Key Laboratory of Animal and Plant Resistance, Tianjin Key Laboratory of Conservation and Utilization of Animal Diversity, Tianjin Normal University, Tianjin 300387, China
| | - Yanying Li
- Tianjin Key Laboratory of Animal and Plant Resistance, Tianjin Key Laboratory of Conservation and Utilization of Animal Diversity, Tianjin Normal University, Tianjin 300387, China
| | - Yang Li
- Key Laboratory of Environmental Protection Technology on Water Transport, National Engineering Research Center of Port Hydraulic Construction Technology, Ministry of Transport, Tianjin Research Institute for Water Transport Engineering, Tianjin 300456, China
| | - Jing Wang
- Tianjin Key Laboratory of Animal and Plant Resistance, Tianjin Key Laboratory of Conservation and Utilization of Animal Diversity, Tianjin Normal University, Tianjin 300387, China
- Correspondence:
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10
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Gulumbe BH, Bazata AY, Bagwai MA. Campylobacter Species, Microbiological Source Tracking and Risk Assessment of Bacterial pathogens. BORNEO JOURNAL OF PHARMACY 2022. [DOI: 10.33084/bjop.v5i2.3363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Campylobacter species continue to remain critical pathogens of public health interest. They are responsible for approximately 500 million cases of gastroenteritis per year worldwide. Infection occurs through the consumption of contaminated food and water. Microbial risk assessment and source tracking are crucial epidemiological strategies to monitor the outbreak of campylobacteriosis effectively. Various methods have been proposed for microbial source tracking and risk assessment, most of which rely on conventional microbiological techniques such as detecting fecal indicator organisms and other novel microbial source tracking methods, including library-dependent microbial source tracking and library-independent source tracking approaches. However, both the traditional and novel methods have their setbacks. For example, while the conventional techniques are associated with a poor correlation between indicator organism and pathogen presence, on the other hand, it is impractical to interpret qPCR-generated markers to establish the exact human health risks even though it can give information regarding the potential source and relative human risk. Therefore, this article provides up-to-date information on campylobacteriosis, various approaches for source attribution, and risk assessment of bacterial pathogens, including next-generation sequencing approaches such as shotgun metagenomics, which effectively answer the questions of potential pathogens are there and in what quantities.
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11
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VanMensel D, Droppo IG, Weisener CG. Identifying chemolithotrophic and pathogenic-related gene expression within suspended sediment flocs in freshwater environments: A metatranscriptomic assessment. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 807:150996. [PMID: 34656597 DOI: 10.1016/j.scitotenv.2021.150996] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 09/27/2021] [Accepted: 10/11/2021] [Indexed: 06/13/2023]
Abstract
The introduction and proliferation of pathogenic organisms in aquatic systems is a serious global issue that consequently leads to economic, financial, and health concerns. Health and safety related to recreational water use is typically monitored through water quality assessments that are outdated and can be misleading. These traditional methods focus on broad taxa groups, provide no insight into the active community or source of contamination, and the sediment compartments (bed and suspended) are often overlooked. To bridge this knowledge gap, our study aimed to 1) examine the metatranscriptome of the microbial community associated with suspended sediment (SS) in freshwater systems; 2) explore the influence of SS in tributaries to the littoral zone of the receiving lake; and 3) compare the SS fraction with previously reported nearshore bed sediment data. Samples were collected seasonally from Lake St. Clair and Lake Erie. Beaches in this region are influenced by both agriculture runoff and continued urban expansion. Results show that both adjacent tributary and beach SS have similar microbial functional diversity and are strongly correlated by site and season. We identified expression of transcripts encoding sequences with similarities to genes involved in nine bacterial infectious disease pathways, including legionellosis (sdhA) and Vibrio cholerae pathogenesis. According to MG-RAST gene categories, lake samples typically showed higher overall expression (p < 0.05) of transcripts with similarities to genes involved in infectious disease pathways compared to the tributaries, with summer upregulated (p < 0.05) compared to fall. Our data suggests SS acts as a strong vector for pathogen transport, making this facet an important area for further research as it pertains to human health regarding recreational water use. To our knowledge, this work is the first to investigate SS in aquatic microbial communities using metatranscriptomic analyses and has significant potential to help address growing issues of microbial contamination impacting freshwater security.
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Affiliation(s)
- Danielle VanMensel
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave, Windsor, Ontario N9B 3P4, Canada.
| | - Ian G Droppo
- Canada Centre for Inland Waters, Environment and Climate Change Canada, 867 Lakeshore Rd, Burlington, Ontario L7R 4A6, Canada
| | - Christopher G Weisener
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave, Windsor, Ontario N9B 3P4, Canada
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12
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Gallard-Gongora J, Lobos A, Conrad JW, Peraud J, Harwood VJ. An assessment of three methods for extracting bacterial DNA from beach sand. J Appl Microbiol 2021; 132:2990-3000. [PMID: 34932856 DOI: 10.1111/jam.15423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 12/16/2021] [Accepted: 12/17/2021] [Indexed: 11/28/2022]
Abstract
AIMS Beach water quality is regulated by faecal indicator bacteria levels, sand is not, despite known human health risk from exposure to beach sand. We compared the performance of three methods to extract bacterial DNA from beach sand as a step toward a standard method. METHODS AND RESULTS The analytical sensitivity of quantitative polymerase chain reaction (qPCR) for Enterococcus was compared for the slurry (suspension, agitation, membrane filtration of supernatant), versus direct extraction using PowerSoil™ or PowerMax Soil™ kits. The slurry method had the lowest limit of detection at 20-80 gene copies g-1 , recovered significantly more DNA, and the only method that detected Enterococcus by qPCR in all samples; therefore, the only method used in subsequent experiments. The slurry method reflected the spatial variability of Enterococcus in individual transect samples. Mean recovery efficiency of the microbial source tracking marker HF183 from wastewater spiked marine and freshwater beach sand was 100.8% and 64.1%, respectively, but varied, indicating that the mixing protocol needs improvement. CONCLUSIONS Among the three methods, the slurry method had the best analytical sensitivity and produced extracts that were useful for culture or molecular analysis. SIGNIFICANCE AND IMPACT OF STUDY Standardization of methods for extraction of bacterial DNA from sand facilitates comparisons among studies, and ultimately contributes to the safety of recreational beaches.
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Affiliation(s)
| | - Aldo Lobos
- Department of Integrative Biology, University of South Florida, Tampa, Florida, USA
| | - James W Conrad
- Department of Integrative Biology, University of South Florida, Tampa, Florida, USA
| | - Jayme Peraud
- Department of Integrative Biology, University of South Florida, Tampa, Florida, USA
| | - Valerie J Harwood
- Department of Integrative Biology, University of South Florida, Tampa, Florida, USA
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13
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Chaudhari NM, Overholt WA, Figueroa-Gonzalez PA, Taubert M, Bornemann TLV, Probst AJ, Hölzer M, Marz M, Küsel K. The economical lifestyle of CPR bacteria in groundwater allows little preference for environmental drivers. ENVIRONMENTAL MICROBIOME 2021; 16:24. [PMID: 34906246 PMCID: PMC8672522 DOI: 10.1186/s40793-021-00395-w] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 12/03/2021] [Indexed: 05/16/2023]
Abstract
BACKGROUND The highly diverse Cand. Patescibacteria are predicted to have minimal biosynthetic and metabolic pathways, which hinders understanding of how their populations differentiate in response to environmental drivers or host organisms. Their mechanisms employed to cope with oxidative stress are largely unknown. Here, we utilized genome-resolved metagenomics to investigate the adaptive genome repertoire of Patescibacteria in oxic and anoxic groundwaters, and to infer putative host ranges. RESULTS Within six groundwater wells, Cand. Patescibacteria was the most dominant (up to 79%) super-phylum across 32 metagenomes sequenced from DNA retained on 0.2 and 0.1 µm filters after sequential filtration. Of the reconstructed 1275 metagenome-assembled genomes (MAGs), 291 high-quality MAGs were classified as Cand. Patescibacteria. Cand. Paceibacteria and Cand. Microgenomates were enriched exclusively in the 0.1 µm fractions, whereas candidate division ABY1 and Cand. Gracilibacteria were enriched in the 0.2 µm fractions. On average, Patescibacteria enriched in the smaller 0.1 µm filter fractions had 22% smaller genomes, 13.4% lower replication measures, higher proportion of rod-shape determining proteins, and of genomic features suggesting type IV pili mediated cell-cell attachments. Near-surface wells harbored Patescibacteria with higher replication rates than anoxic downstream wells characterized by longer water residence time. Except prevalence of superoxide dismutase genes in Patescibacteria MAGs enriched in oxic groundwaters (83%), no major metabolic or phylogenetic differences were observed. The most abundant Patescibacteria MAG in oxic groundwater encoded a nitrate transporter, nitrite reductase, and F-type ATPase, suggesting an alternative energy conservation mechanism. Patescibacteria consistently co-occurred with one another or with members of phyla Nanoarchaeota, Bacteroidota, Nitrospirota, and Omnitrophota. Among the MAGs enriched in 0.2 µm fractions,, only 8% Patescibacteria showed highly significant one-to-one correlation, mostly with Omnitrophota. Motility and transport related genes in certain Patescibacteria were highly similar to genes from other phyla (Omnitrophota, Proteobacteria and Nanoarchaeota). CONCLUSION Other than genes to cope with oxidative stress, we found little genomic evidence for niche adaptation of Patescibacteria to oxic or anoxic groundwaters. Given that we could detect specific host preference only for a few MAGs, we speculate that the majority of Patescibacteria is able to attach multiple hosts just long enough to loot or exchange supplies.
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Affiliation(s)
- Narendrakumar M. Chaudhari
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
- German Center for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| | - Will A. Overholt
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Perla Abigail Figueroa-Gonzalez
- Department for Chemistry, Environmental Microbiology and Biotechnology, Group for Aquatic Microbial Ecology (GAME), University Duisburg-Essen, Essen, Germany
| | - Martin Taubert
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
| | - Till L. V. Bornemann
- Department for Chemistry, Environmental Microbiology and Biotechnology, Group for Aquatic Microbial Ecology (GAME), University Duisburg-Essen, Essen, Germany
| | - Alexander J. Probst
- Department for Chemistry, Environmental Microbiology and Biotechnology, Group for Aquatic Microbial Ecology (GAME), University Duisburg-Essen, Essen, Germany
| | - Martin Hölzer
- RNA Bioinformatics and High Throughput Analysis, Friedrich Schiller University, Jena, Germany
- European Virus Bioinformatics Center, Friedrich Schiller University, Jena, Germany
- Present Address: Methodology and Research Infrastructure, MF1 Bioinformatics, Robert Koch Institute, Berlin, Germany
| | - Manja Marz
- RNA Bioinformatics and High Throughput Analysis, Friedrich Schiller University, Jena, Germany
- European Virus Bioinformatics Center, Friedrich Schiller University, Jena, Germany
- FLI Leibniz Institute for Age Research, Jena, Germany
| | - Kirsten Küsel
- Aquatic Geomicrobiology, Institute of Biodiversity, Friedrich Schiller University, Jena, Germany
- German Center for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
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14
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Jamal R, Li X, Weidhaas J. Template length, concentration and guanidine and cytosine content influence on multiple displacement amplification efficiency. J Microbiol Methods 2021; 181:106146. [PMID: 33493489 DOI: 10.1016/j.mimet.2021.106146] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 01/12/2021] [Accepted: 01/14/2021] [Indexed: 01/09/2023]
Abstract
Detection of low abundance human health pathogens in environmental samples is a challenge for water monitoring. This limitation can be overcome by the introduction of multiple displacement amplification (MDA) where a minute amount of genetic material can be amplified using a phi-29 DNA polymerase. However, the genetic makeup and the concentration of the polynucleotides might influence the amplification process due to inherent assay bias. Herein, a series of experiments were designed to demonstrate the effect of genome length, guanidine and cytosine content, and template concentration on the efficiency of MDA. Quantitative polymerase chain reaction (qPCR) was performed to quantify pre- and post-MDA concentrations of selected genes. Linear regression between pre- and post-MDA log gene copies L-1 of both environmental and lab-grown samples showed a positive correlation (F = 77.59, P < 0.001, R2 = 0.7, slope = 1.01). Correlation between relative polynucleotide increase after MDA and target organism length and gene target guanidine and cytosine (G + C) content (F = 4.3, P = 0.02) shows that lower G + C and higher genome length is favored in the MDA process. The MDA process was shown to favor a longer genome over a shorter genome (1.19 and 1.04 change in log gene copy L-1, respectively) and a lower G + C content over a higher G + C content (1.11 and 0.61 change in log gene copy L-1, respectively). There was no MDA bias observed when polynucleotides had the same G + C and genome length but different initial concentrations. This study highlights the need for increased caution when interpreting relative abundance of organisms amplified by MDA such as in next generation sequencing.
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Affiliation(s)
- Rubayat Jamal
- Civil and Environmental Engineering, University of Utah, 110 Central Campus Drive, Salt Lake City, UT 84112, USA.
| | - Xiang Li
- Southern University of Science and Technology, School of Environmental Science and Engineering, Shenzhen, China
| | - Jennifer Weidhaas
- Civil and Environmental Engineering, University of Utah, 110 Central Campus Drive, Salt Lake City, UT 84112, USA.
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15
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Li Q, Huang Y, Xin S, Li Z. Comparative analysis of bacterioplankton assemblages from two subtropical karst reservoirs of southwestern China with contrasting trophic status. Sci Rep 2020; 10:22296. [PMID: 33339847 PMCID: PMC7749139 DOI: 10.1038/s41598-020-78459-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 11/25/2020] [Indexed: 11/08/2022] Open
Abstract
Although bacterioplankton play an important role in aquatic ecosystems, less is known about bacterioplankton assemblages from subtropical karst reservoirs of southwestern China with contrasting trophic status. Here, 16S rRNA gene next-generation sequencing coupled with water chemistry analysis was applied to compare the bacterioplankton communities from a light eutrophic reservoir, DL Reservoir, and a mesotrophic reservoir, WL Reservoir, in subtropical karst area of southwestern China. Our findings indicated that Proteobacteria, Firmicutes, Actinobacteria, Bacteroidetes, Cyanobacteria and Verrucomicrobia dominated bacterioplankton community with contrasting relative frequency in the two subtropical karst reservoirs. Proteobacteria and Bacteroidetes were the core communities, which played important roles in karst biogeochemical cycles. Though WT, TN and DOC play the decisive role in assembling karst aquatic bacterioplankton, trophic status exerted significantly negative direct effects on bacterioplankton community composition and alpha diversity. Due to contrasting trophic status in the two reservoirs, the dominant taxa such as Enterobacter, Clostridium sensu stricto, Candidatus Methylacidiphilum and Flavobacteriia, that harbor potential functions as valuable and natural indicators of karst water health status, differed in DL Reservoir and WL Reservoir.
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Affiliation(s)
- Qiang Li
- Key Laboratory of Karst Dynamics, MNR and GZAR, Institute of Karst Geology, Chinese Academy of Geological Sciences, Guilin, 541004, China.
- International Research Center on Karst Under the Auspices of UNESCO, Guilin, 541004, China.
| | - Yadan Huang
- Graduate School of Guilin Medical University, Guilin, 541004, China
| | - Shenglin Xin
- Key Laboratory of Karst Dynamics, MNR and GZAR, Institute of Karst Geology, Chinese Academy of Geological Sciences, Guilin, 541004, China
- International Research Center on Karst Under the Auspices of UNESCO, Guilin, 541004, China
| | - Zhongyi Li
- Agricultural Resource and Environment Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, 530007, China.
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16
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Phiri BJ, Hayman DTS, Biggs PJ, French NP, Garcia-R JC. Microbial diversity in water and animal faeces: a metagenomic analysis to assess public health risk. NEW ZEALAND JOURNAL OF ZOOLOGY 2020. [DOI: 10.1080/03014223.2020.1831556] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Bernard J. Phiri
- Biosecurity Surveillance and Incursion Investigation Team, Ministry for Primary Industries, Wellington, New Zealand
| | - David T. S. Hayman
- Molecular Epidemiology and Public Health Laboratory, Hopkirk Research Institute, School of Veterinary Science, Massey University, Palmerston North, New Zealand
| | - Patrick J. Biggs
- Molecular Epidemiology and Public Health Laboratory, Hopkirk Research Institute, School of Veterinary Science, Massey University, Palmerston North, New Zealand
| | - Nigel P. French
- Molecular Epidemiology and Public Health Laboratory, Hopkirk Research Institute, School of Veterinary Science, Massey University, Palmerston North, New Zealand
| | - Juan C. Garcia-R
- Molecular Epidemiology and Public Health Laboratory, Hopkirk Research Institute, School of Veterinary Science, Massey University, Palmerston North, New Zealand
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17
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Yang J, Howe A, Lee J, Yoo K, Park J. An Improved Approach to Identify Bacterial Pathogens to Human in Environmental Metagenome. J Microbiol Biotechnol 2020; 30:1335-1342. [PMID: 32627750 PMCID: PMC9728302 DOI: 10.4014/jmb.2005.05033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 06/08/2020] [Accepted: 06/16/2020] [Indexed: 12/15/2022]
Abstract
The identification of bacterial pathogens to humans is critical for environmental microbial risk assessment. However, current methods for identifying pathogens in environmental samples are limited in their ability to detect highly diverse bacterial communities and accurately differentiate pathogens from commensal bacteria. In the present study, we suggest an improved approach using a combination of identification results obtained from multiple databases, including the multilocus sequence typing (MLST) database, virulence factor database (VFDB), and pathosystems resource integration center (PATRIC) databases to resolve current challenges. By integrating the identification results from multiple databases, potential bacterial pathogens in metagenomes were identified and classified into eight different groups. Based on the distribution of genes in each group, we proposed an equation to calculate the metagenomic pathogen identification index (MPII) of each metagenome based on the weighted abundance of identified sequences in each database. We found that the accuracy of pathogen identification was improved by using combinations of multiple databases compared to that of individual databases. When the approach was applied to environmental metagenomes, metagenomes associated with activated sludge were estimated with higher MPII than other environments (i.e., drinking water, ocean water, ocean sediment, and freshwater sediment). The calculated MPII values were statistically distinguishable among different environments (p<0.05). These results demonstrate that the suggested approach allows more for more accurate identification of the pathogens associated with metagenomes.
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Affiliation(s)
- Jihoon Yang
- Department of Civil and Environmental Engineering, Yonsei University, Seoul 03722, Republic of Korea,Corresponding authors J.Y. Phone: +82-2-312-5798 Fax: +82-2-312-5798 E-mail:
| | - Adina Howe
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50011, USA
| | - Jaejin Lee
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50011, USA
| | - Keunje Yoo
- Department of Environmental Engineering, Korea Maritime and Ocean University, Busan 49112, Republic of Korea
| | - Joonhong Park
- Department of Civil and Environmental Engineering, Yonsei University, Seoul 03722, Republic of Korea,Corresponding authors J.Y. Phone: +82-2-312-5798 Fax: +82-2-312-5798 E-mail:
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18
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Ekwanzala MD, Dewar JB, Momba MNB. Environmental resistome risks of wastewaters and aquatic environments deciphered by shotgun metagenomic assembly. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2020; 197:110612. [PMID: 32302860 DOI: 10.1016/j.ecoenv.2020.110612] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Revised: 04/05/2020] [Accepted: 04/07/2020] [Indexed: 06/11/2023]
Abstract
In this paper, we deciphered the core resistome disseminating from hospital wastewater to the aquatic environment by characterising the resistome, plasmidome, mobilome and virulome using metagenomic analysis. This study also elucidated different environmental resistome risks using shotgun-metagenomic assembly. The results showed that clinically relevant taxa were found in assessed matrices (Salmonella spp., Acinetobacter spp, Escherichia-Shigella spp., Pseudomonas spp., Staphylococcus spp. and Vibrio spp.). For the plasmidome, we found 249 core plasmidome sequences that were shared among all assessed matrices. The core mobilome of 2424 mobile genetic elements shared among all assessed matrices was found. Regarding the virulome, we found 148 core virulence factors shared among all assessed samples, and the core virulome content was consistently shared across the most abundant bacterial genera. Although influent of wastewater showed considerable higher relative bacterial abundance (P = 0.008), hospital wastewater showed significant higher environmental resistome risk scores against all other assessed matrices, with an average of 46.34% (P = 0.001). These results suggest hospital wastewater, effluent and sewage sludge should be subjected to stringent mitigating measures to minimise such dissemination.
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Affiliation(s)
- Mutshiene Deogratias Ekwanzala
- Department of Environmental, Water and Earth Sciences, Tshwane University of Technology, Arcadia Campus, Private BagX680, Pretoria, 0001, South Africa.
| | - John Barr Dewar
- Department of Life and Consumer Sciences, University of South Africa, Florida Campus, Johannesburg, South Africa
| | - Maggy Ndombo Benteke Momba
- Department of Environmental, Water and Earth Sciences, Tshwane University of Technology, Arcadia Campus, Private BagX680, Pretoria, 0001, South Africa.
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19
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Nevers MB, Byappanahalli MN, Nakatsu CH, Kinzelman JL, Phanikumar MS, Shively DA, Spoljaric AM. Interaction of bacterial communities and indicators of water quality in shoreline sand, sediment, and water of Lake Michigan. WATER RESEARCH 2020; 178:115671. [PMID: 32380294 DOI: 10.1016/j.watres.2020.115671] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Revised: 01/24/2020] [Accepted: 02/27/2020] [Indexed: 06/11/2023]
Abstract
Shoreline sand harbors high concentrations of fecal indicator bacteria (FIB) that may be resuspended into the water column through washing and resuspension. Studies have explored coastal processes that influence this sand-water flux for FIB, but little is known about how microbial markers of contamination or the bacterial community interact in the sand-water interface. In this study, we take a three-tiered approach to explore the relationship between bacteria in sand, sediment, and overlying water at three shoreline sites and two associated rivers along an extended freshwater shoreline. Samples were collected over two years and analyzed for FIB, two microbial source tracking (MST) markers (Catellicoccus marimammalium, Gull2; Bacteroides HF183), and targeted metagenomic 16S rRNA gene analysis. FIB was much higher in sand than in water at all three sites. Gull2 marker was abundant in shoreline sand and water while HF183 marker was mostly present in rivers. Overall bacterial communities were dissimilar between sand/sediment and water, indicating little interaction. Sediment composition was generally unfavorable to bacterial resuspension. Results show that FIB and MST markers were effective estimates of short-term conditions at these locations, and bacterial communities in sand and sediment reflected longer-term conditions. Findings are useful for locating contamination sources and targeting restoration by evaluating scope of shoreline degradation.
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Affiliation(s)
- Meredith B Nevers
- U.S. Geological Survey, Great Lakes Science Center, 1574 North 300 East, Chesterton, IN, 46304, USA.
| | | | - Cindy H Nakatsu
- Purdue University, Department of Agronomy, 915 W State Street, West Lafayette, IN, 47907, USA.
| | - Julie L Kinzelman
- City of Racine Public Health Department, 730 Washington Ave., Racine, WI, 53403, USA.
| | - Mantha S Phanikumar
- Michigan State University, Department of Civil and Environmental Engineering, East Lansing, MI, 48824, USA.
| | - Dawn A Shively
- Michigan State University, Department of Civil and Environmental Engineering, East Lansing, MI, 48824, USA.
| | - Ashley M Spoljaric
- Michigan State University, Department of Civil and Environmental Engineering, East Lansing, MI, 48824, USA.
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20
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Zhao M, Ma YT, He SY, Mou X, Wu L. Dynamics of bacterioplankton community structure in response to seasonal hydrological disturbances in Poyang Lake, the largest wetland in China. FEMS Microbiol Ecol 2020; 96:5863183. [DOI: 10.1093/femsec/fiaa064] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2019] [Accepted: 06/25/2020] [Indexed: 11/14/2022] Open
Abstract
ABSTRACT
Bacterioplankton communities play a critical role in biogeochemical cycling in freshwater environments, but how the hydrological regime impacts the assembly of bacterioplankton communities remains unclear. This study examined differences in bacterioplankton community structures between wet (July and September) and dry (October and November) seasons in two consecutive years (2016 and 2017) in Poyang Lake, the largest seasonal freshwater lake in China. Our results revealed no overall difference in bacterioplankton compositions and their predicted functions among spatially separated sites. However, bacterioplankton communities did show significant temporal shifts, mainly between samples in November and other months. Transitions from the dry to the wet season were observed in October in both sampling years. Meanwhile, insignificant spatial but significant temporal differences were also found for physicochemical variables. Moreover, redundancy analysis indicates that compared with water depth, water temperature was found to better explain changes in the bacterioplankton community. These findings consistently indicate that the bacterioplankton community in Poyang Lake is relatively less sensitive to annual hydrology shifts than water temperature and nutrient conditions.
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Affiliation(s)
- Man Zhao
- School of Life Science, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Yan-tian Ma
- School of Life Science, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Shi-yao He
- School of Life Science, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Xiaozhen Mou
- Department of Biological Sciences, Kent State University, OH 44242, USA
| | - Lan Wu
- School of Life Science, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
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21
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Chan AWY, Naphtali J, Schellhorn HE. High-throughput DNA sequencing technologies for water and wastewater analysis. Sci Prog 2019; 102:351-376. [PMID: 31818206 PMCID: PMC10424514 DOI: 10.1177/0036850419881855] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Conventional microbiological water monitoring uses culture-dependent techniques to screen indicator microbial species such as Escherichia coli and fecal coliforms. With high-throughput, second-generation sequencing technologies becoming less expensive, water quality monitoring programs can now leverage the massively parallel nature of second-generation sequencing technologies for batch sample processing to simultaneously obtain compositional and functional information of culturable and as yet uncultured microbial organisms. This review provides an introduction to the technical capabilities and considerations necessary for the use of second-generation sequencing technologies, specifically 16S rDNA amplicon and whole-metagenome sequencing, to investigate the composition and functional potential of microbiomes found in water and wastewater systems.
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Affiliation(s)
| | - James Naphtali
- Department of Biology, McMaster University, Hamilton, ON, Canada
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22
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VanMensel D, Chaganti SR, Droppo IG, Weisener CG. Exploring bacterial pathogen community dynamics in freshwater beach sediments: A tale of two lakes. Environ Microbiol 2019; 22:568-583. [PMID: 31736260 DOI: 10.1111/1462-2920.14860] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 11/05/2019] [Accepted: 11/13/2019] [Indexed: 11/28/2022]
Abstract
Pathogenic bacteria associated with freshwater ecosystems can pose significant health risks particularly where recreational water use is popular. Common water quality assessments involve quantifying indicator Escherichia coli within the water column but neglect to consider physical and geochemical factors and contributions from the sediment. In this study, we used high-throughput sequencing to investigate sediment microbial communities at four freshwater public beaches in southern Ontario, Canada and analysed community structure, function, and gene expression with relation to geographical characteristics. Our results indicate that beach sediments at the sediment-water interface could serve as potential sources of bacterial contamination under low-energy environments with tightly packed small sediment particles compared with high-energy environments. Further, the absence of pathogens but expression of pathogenic transcripts suggests occurrence of alternate gene acquisition. Pathogenicity at these locations included expression of Salmonella virulence factors, genes involved in pertussis, and antimicrobial resistance. Finally, we introduce a proposed universal bacterial pathogen model to consider the combined and synergistic processes used by these microbes. To our knowledge, this is the first study of its kind to investigate chemolithotrophic activity related to pathogens within bed sediment at freshwater beaches. This work helps advance current understanding of health risks in these environments.
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Affiliation(s)
- Danielle VanMensel
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, Canada
| | - Subba Rao Chaganti
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, Canada.,Cooperative Institute for Great Lakes Research, University of Michigan, Ann Arbor, MI, USA
| | - Ian G Droppo
- Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Christopher G Weisener
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, Canada
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23
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Weiskerger CJ, Brandão J, Ahmed W, Aslan A, Avolio L, Badgley BD, Boehm AB, Edge TA, Fleisher JM, Heaney CD, Jordao L, Kinzelman JL, Klaus JS, Kleinheinz GT, Meriläinen P, Nshimyimana JP, Phanikumar MS, Piggot AM, Pitkänen T, Robinson C, Sadowsky MJ, Staley C, Staley ZR, Symonds EM, Vogel LJ, Yamahara KM, Whitman RL, Solo-Gabriele HM, Harwood VJ. Impacts of a changing earth on microbial dynamics and human health risks in the continuum between beach water and sand. WATER RESEARCH 2019; 162:456-470. [PMID: 31301475 DOI: 10.1016/j.watres.2019.07.006] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2018] [Revised: 07/02/2019] [Accepted: 07/03/2019] [Indexed: 05/16/2023]
Abstract
Although infectious disease risk from recreational exposure to waterborne pathogens has been an active area of research for decades, beach sand is a relatively unexplored habitat for the persistence of pathogens and fecal indicator bacteria (FIB). Beach sand, biofilms, and water all present unique advantages and challenges to pathogen introduction, growth, and persistence. These dynamics are further complicated by continuous exchange between sand and water habitats. Models of FIB and pathogen fate and transport at beaches can help predict the risk of infectious disease from beach use, but knowledge gaps with respect to decay and growth rates of pathogens in beach habitats impede robust modeling. Climatic variability adds further complexity to predictive modeling because extreme weather events, warming water, and sea level change may increase human exposure to waterborne pathogens and alter relationships between FIB and pathogens. In addition, population growth and urbanization will exacerbate contamination events and increase the potential for human exposure. The cumulative effects of anthropogenic changes will alter microbial population dynamics in beach habitats and the assumptions and relationships used in quantitative microbial risk assessment (QMRA) and process-based models. Here, we review our current understanding of microbial populations and transport dynamics across the sand-water continuum at beaches, how these dynamics can be modeled, and how global change factors (e.g., climate and land use) should be integrated into more accurate beachscape-based models.
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Affiliation(s)
- Chelsea J Weiskerger
- Department of Civil and Environmental Engineering, Michigan State University, East Lansing, MI, USA
| | - João Brandão
- Department of Environmental Health, National Institute of Health Dr. Ricardo Jorge, Lisboa, Portugal; Centre for Environmental and Marine Studies (CESAM) - Department of Animal Biology, University of Lisboa, Lisboa, Portugal.
| | - Warish Ahmed
- Commonwealth Scientific and Industrial Research Organisation (CSIRO), Land and Water, Ecosciences Precinct, 41 Boogo Road, Dutton Park, Old, 4102, Australia
| | - Asli Aslan
- Department of Environmental Health Sciences, Georgia Southern University, Statesboro, GA, USA
| | - Lindsay Avolio
- Department of Environmental Health and Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Brian D Badgley
- School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA
| | - Alexandria B Boehm
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA, USA
| | - Thomas A Edge
- Department of Biology, McMaster University, Ontario, Canada
| | - Jay M Fleisher
- College of Medicine, Nova Southeastern University, Fort Lauderdale, FL, USA
| | - Christopher D Heaney
- Department of Environmental Health and Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Luisa Jordao
- Department of Environmental Health, National Institute of Health Dr. Ricardo Jorge, Lisboa, Portugal
| | | | - James S Klaus
- Department of Marine Geosciences, University of Miami, Miami, FL, USA
| | | | - Päivi Meriläinen
- Department of Health Security, National Institute for Health and Welfare, Kuopio, Finland
| | | | - Mantha S Phanikumar
- Department of Civil and Environmental Engineering, Michigan State University, East Lansing, MI, USA
| | - Alan M Piggot
- Department of Earth and Environment, Florida International University, Miami, FL, USA
| | - Tarja Pitkänen
- Department of Health Security, National Institute for Health and Welfare, Kuopio, Finland
| | - Clare Robinson
- Department of Civil and Environmental Engineering, Western University, London, Ontario, Canada
| | - Michael J Sadowsky
- BioTechnology Institute and Departments of Soil, Water, & Climate, and Plant and Microbial Biology, University of Minnesota, St. Paul, MN, USA
| | | | | | - Erin M Symonds
- College of Marine Science, University of South Florida, St. Petersburg, FL, USA
| | - Laura J Vogel
- Department of Civil and Environmental Engineering, Western University, London, Ontario, Canada
| | - Kevan M Yamahara
- Monterrey Bay Aquarium Research Institute, Moss Landing, CA, USA
| | - Richard L Whitman
- Great Lakes Science Center, United States Geological Survey, Chesterton, IN, USA
| | - Helena M Solo-Gabriele
- Department of Civil, Architectural, and Environmental Engineering, University of Miami, Coral Gables, FL, USA
| | - Valerie J Harwood
- Department of Integrative Biology, University of South Florida, Tampa, FL, USA
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24
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Naphtali P, Mohiuddin MM, Paschos A, Schellhorn HE. Application of high-throughput 16S rRNA sequencing to identify fecal contamination sources and to complement the detection of fecal indicator bacteria in rural groundwater. JOURNAL OF WATER AND HEALTH 2019; 17:393-403. [PMID: 31095515 DOI: 10.2166/wh.2019.295] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Residents in rural communities across Canada collect potable water from aquifers. Fecal contaminants from sewage and agricultural runoffs can penetrate aquifers, posing a public health risk. Standard methods for detecting fecal contamination test for fecal indicator bacteria (FIB), but the presence of these do not identify sources of contamination. In contrast, DNA-based diagnostic tools can achieve this important objective. We employed quantitative polymerase chain reaction (qPCR) and high-throughput DNA sequencing to trace fecal contamination sources in Wainfleet, a rural Ontario township that has been under the longest active boil water advisory in Canada due to FIB contamination in groundwater wells. Using traditional methods, we identified FIBs indicating persistent fecal pollution in well waters. We used 16S rRNA sequencing to profile groundwater microbial communities and identified Campylobacteraceae as a fecal contamination DNA marker in septic tank effluents (STEs). We also identified Turicibacter and Gallicola as a potential cow and chicken fecal contamination marker, respectively. Using human specific Bacteroidales markers, we identified leaking septic tanks as the likely primary fecal contamination source in some of Wainfleet's groundwater. Overall, the results support the use of sequencing-based methods to augment traditional water quality testing methods and help end-users assess fecal contamination levels and identify point and non-point pollution sources.
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Affiliation(s)
- Paul Naphtali
- Department of Biology, McMaster University, Hamilton, ON, Canada E-mail:
| | - Mahi M Mohiuddin
- Department of Biology, McMaster University, Hamilton, ON, Canada E-mail:
| | - Athanasios Paschos
- Department of Biology, McMaster University, Hamilton, ON, Canada E-mail:
| | - Herb E Schellhorn
- Department of Biology, McMaster University, Hamilton, ON, Canada E-mail:
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25
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Fresia P, Antelo V, Salazar C, Giménez M, D'Alessandro B, Afshinnekoo E, Mason C, Gonnet GH, Iraola G. Urban metagenomics uncover antibiotic resistance reservoirs in coastal beach and sewage waters. MICROBIOME 2019; 7:35. [PMID: 30819245 PMCID: PMC6396544 DOI: 10.1186/s40168-019-0648-z] [Citation(s) in RCA: 89] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Accepted: 02/17/2019] [Indexed: 05/04/2023]
Abstract
BACKGROUND Microbial communities present in environmental waters constitute a reservoir for antibiotic-resistant pathogens that impact human health. For this reason, a diverse variety of water environments are being analyzed using metagenomics to uncover public health threats. However, the composition of these communities along the coastal environment of a whole city, where sewage and beach waters are mixed, is poorly understood. RESULTS We shotgun-sequenced 20 coastal areas from the city of Montevideo (capital of Uruguay) including beach and sewage water samples to characterize bacterial communities and their virulence and antibiotic resistance repertories. As expected, we found that sewage and beach environments present significantly different bacterial communities. This baseline allowed us to detect a higher prevalence and a more diverse repertory of virulence and antibiotic-resistant genes in sewage samples. Many of these genes come from well-known enterobacteria and represent carbapenemases and extended-spectrum betalactamases reported in hospital infections in Montevideo. Additionally, we were able to genotype the presence of both globally disseminated pathogenic clones and emerging antibiotic-resistant bacteria in sewage waters. CONCLUSIONS Our study represents the first in using metagenomics to jointly analyze beaches and the sewage system from an entire city, allowing us to characterize antibiotic-resistant pathogens circulating in urban waters. The data generated in this initial study represent a baseline metagenomic exploration to guide future longitudinal (time-wise) studies, whose systematic implementation will provide useful epidemiological information to improve public health surveillance.
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Affiliation(s)
- Pablo Fresia
- Laboratorio de Genómica Microbiana, Institut Pasteur Montevideo, Mataojo 2020, (PO 11400), Montevideo, Uruguay
- Unidad de Bioinformática, Institut Pasteur Montevideo, Montevideo, Uruguay
- Proyecto "Centro de Metagenómica", Institut Pasteur Montevideo, Montevideo, Uruguay
| | - Verónica Antelo
- Laboratorio de Genómica Microbiana, Institut Pasteur Montevideo, Mataojo 2020, (PO 11400), Montevideo, Uruguay
- Proyecto "Centro de Metagenómica", Institut Pasteur Montevideo, Montevideo, Uruguay
| | - Cecilia Salazar
- Laboratorio de Genómica Microbiana, Institut Pasteur Montevideo, Mataojo 2020, (PO 11400), Montevideo, Uruguay
- Proyecto "Centro de Metagenómica", Institut Pasteur Montevideo, Montevideo, Uruguay
| | - Matías Giménez
- Laboratorio de Genómica Microbiana, Institut Pasteur Montevideo, Mataojo 2020, (PO 11400), Montevideo, Uruguay
- Proyecto "Centro de Metagenómica", Institut Pasteur Montevideo, Montevideo, Uruguay
- Unidad de Microbiología Molecular, Instituto de Investigaciones Biológicas Clemente Estable, Montevideo, Uruguay
| | - Bruno D'Alessandro
- Laboratorio de Calidad Ambiental, Intendencia Municipal de Montevideo, Montevideo, Uruguay
| | - Ebrahim Afshinnekoo
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdelaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, USA
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
| | - Christopher Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdelaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, USA
- The Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, USA
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
| | - Gastón H Gonnet
- Proyecto "Centro de Metagenómica", Institut Pasteur Montevideo, Montevideo, Uruguay
- Department of Computer Science, ETH Zurich, Zurich, Switzerland
- SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Gregorio Iraola
- Laboratorio de Genómica Microbiana, Institut Pasteur Montevideo, Mataojo 2020, (PO 11400), Montevideo, Uruguay.
- Unidad de Bioinformática, Institut Pasteur Montevideo, Montevideo, Uruguay.
- Proyecto "Centro de Metagenómica", Institut Pasteur Montevideo, Montevideo, Uruguay.
- Centro de Biología Integrativa, Universidad Mayor, Santiago de Chile, Chile.
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26
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Borthong J, Omori R, Sugimoto C, Suthienkul O, Nakao R, Ito K. Comparison of Database Search Methods for the Detection of Legionella pneumophila in Water Samples Using Metagenomic Analysis. Front Microbiol 2018; 9:1272. [PMID: 29971047 PMCID: PMC6018159 DOI: 10.3389/fmicb.2018.01272] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2017] [Accepted: 05/24/2018] [Indexed: 12/12/2022] Open
Abstract
Metagenomic analysis has become a powerful tool to analyze bacterial communities in environmental samples. However, the detection of a specific bacterial species using metagenomic analysis remains difficult due to false positive detections of sequences shared between different bacterial species. In this study, 16S rRNA amplicon and shotgun metagenomic analyses were conducted on samples collected along a stream and ponds in the campus of Hokkaido University. We compared different database search methods for bacterial detection by focusing on Legionella pneumophila. In this study, we used L. pneumophila-specific nested PCR as a gold standard to evaluate the results of the metagenomic analysis. Comparison with the results from L. pneumophila-specific nested PCR indicated that a blastn search of shotgun reads against the NCBI-NT database led to false positive results and had problems with specificity. We also found that a blastn search of shotgun reads against a database of the catalase-peroxidase (katB) gene detected L. pneumophila with the highest area under the receiver operating characteristic curve among the tested search methods; indicating that a blastn search against the katB gene database had better diagnostic ability than searches against other databases. Our results suggest that sequence searches targeting long genes specifically associated with the bacterial species of interest is a prerequisite to detecting the bacterial species in environmental samples using metagenomic analyses.
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Affiliation(s)
- Jednipit Borthong
- Division of Bioinformatics, Research Center for Zoonosis Control, Hokkaido University, Sapporo, Japan
| | - Ryosuke Omori
- Division of Bioinformatics, Research Center for Zoonosis Control, Hokkaido University, Sapporo, Japan.,Precursory Research for Embryonic Science and Technology, Japan Science and Technology Agency, Kawaguchi, Japan
| | - Chihiro Sugimoto
- Division of Collaboration and Education, Research Center for Zoonosis Control, Hokkaido University, Sapporo, Japan.,Global Institute for Collaborative Research and Education, Hokkaido University, Sapporo, Japan
| | - Orasa Suthienkul
- Faculty of Public Health, Thammasat University, Rangsit Campus, Pathumthani, Thailand
| | - Ryo Nakao
- Laboratory of Parasitology, Graduate School of Veterinary Medicine, Hokkaido University, Sapporo, Japan
| | - Kimihito Ito
- Division of Bioinformatics, Research Center for Zoonosis Control, Hokkaido University, Sapporo, Japan.,Global Institute for Collaborative Research and Education, Hokkaido University, Sapporo, Japan.,Faculty of Public Health, Thammasat University, Rangsit Campus, Pathumthani, Thailand
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27
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Sánchez-Osuna M, Barbé J, Erill I. Comparative genomics of the DNA damage-inducible network in the Patescibacteria. Environ Microbiol 2017; 19:3465-3474. [DOI: 10.1111/1462-2920.13826] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Accepted: 06/09/2017] [Indexed: 11/28/2022]
Affiliation(s)
- Miquel Sánchez-Osuna
- Departament de Genètica i de Microbiologia; Universitat Autònoma de Barcelona; Spain
| | - Jordi Barbé
- Departament de Genètica i de Microbiologia; Universitat Autònoma de Barcelona; Spain
| | - Ivan Erill
- Department of Biological Sciences; University of Maryland Baltimore County; Baltimore Maryland USA
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