ArticleFrontiers in microbiology2021
Evaluation of Metagenomic-Enabled Antibiotic Resistance Surveillance at a Conventional Wastewater Treatment Plant.
Article in Frontiers in microbiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.
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Who cites it
31 citing papers in PubMed.
- Assessing resistome host range across water reclamation in three geographically distinct communities using Hi-C sequencing.Applied and environmental microbiology · 2026Article
- Wastewater Metagenomic Reanalysis of Antibiotic Resistance Genes in Public Datasets from Türkiye (Ankara and Hatay).Antibiotics (Basel, Switzerland) · 2026Article
- Wastewater Metagenomics for Antimicrobial Resistance and Pathogen Surveillance: A Bibliometric Analysis.Microorganisms · 2026Review
- Evaluating Antibiotic Resistance in Urban Rivers and Coral Reefs of Belize: Evidence for Hotspots and a Potential Screening Tool.GeoHealth · 2026Article
- A framework for evaluating implementation, impact, and cost-effectiveness of wastewater and environmental surveillance.Frontiers in public health · 2026Review
- The surveillance of antimicrobial resistance in wastewater from a one health perspective: A global scoping and temporal review (2014-2024).One health (Amsterdam, Netherlands) · 2025Article
- Bacteria That Made History: Detection ofMicroorganisms · 2025Article
- Relating antimicrobial use to wastewater resistance gene patterns via metagenomic analysis of two neighboring treatment plants circa the COVID-19 pandemic.npj antimicrobials and resistance · 2025Article
- A Practical Framework for Environmental Antibiotic Resistance Monitoring in Freshwater Ecosystems.Antibiotics (Basel, Switzerland) · 2025Review
- Harnessing Engineered Microbial Consortia for Xenobiotic Bioremediation: Integrating Multi-Omics and AI for Next-Generation Wastewater Treatment.Journal of xenobiotics · 2025Review
- The association between antibiotic use in hospitals and residual antibiotic concentrations in hospital effluents: a pilot study.JAC-antimicrobial resistance · 2025Article
- Evaluating Quantitative Metagenomics for Environmental Monitoring of Antibiotic Resistance and Establishing Detection Limits.Environmental science & technology · 2025Article
- CARPDM: cost-effective antibiotic resistome profiling of metagenomic samples using targeted enrichment.Applied and environmental microbiology · 2025Article
- Development of a quantitative metagenomic approach to establish quantitative limits and its application to viruses.Nucleic acids research · 2025Article
- Metagenomic analysis reveals houseflies as indicators for monitoring environmental antibiotic resistance genes.Environmental microbiology reports · 2024Article
- MetaCompare 2.0: differential ranking of ecological and human health resistome risks.FEMS microbiology ecology · 2024Article
- Enterobacterales Producing ESBLs and AmpC in Fresh Vegetables from Tebessa City, Algeria.Microbial drug resistance (Larchmont, N.Y.) · 2024Article
- Metagenomic Profiling of Internationally Sourced Sewage Influents and Effluents Yields Insight into Selecting Targets for Antibiotic Resistance Monitoring.Environmental science & technology · 2024Article
- Selection and horizontal gene transfer underlie microdiversity-level heterogeneity in resistance gene fate during wastewater treatment.Nature communications · 2024Article
- Wastewater metagenomics in Africa: Opportunities and challenges.PLOS global public health · 2024Article
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wastewater treatment plants (WWTPs) receive a confluence of sewage containing antimicrobials, antibiotic resistant bacteria, antibiotic resistance genes (ARGs), and pathogens and thus are a key point of interest for antibiotic resistance surveillance. WWTP monitoring has the potential to inform with respect to the antibiotic resistance status of the community served as well as the potential for ARGs to escape treatment. However, there is lack of agreement regarding suitable sampling frequencies and monitoring targets to facilitate comparison within and among individual WWTPs. The objective of this study was to comprehensively evaluate patterns in metagenomic-derived indicators of antibiotic resistance through various stages of treatment at a conventional WWTP for the purpose of informing local monitoring approaches that are also informative for global comparison. Relative abundance of total ARGs decreased by ∼50% from the influent to the effluent, with each sampling location defined by a unique resistome (i.e., total ARG) composition. However, 90% of the ARGs found in the effluent were also detected in the influent, while the effluent ARG-pathogen taxonomic linkage patterns identified in assembled metagenomes were more similar to patterns in regional clinical surveillance data than the patterns identified in the influent. Analysis of core and discriminatory resistomes and general ARG trends across the eight sampling events (i.e., tendency to be removed, increase, decrease, or be found in the effluent only), along with quantification of ARGs of clinical concern, aided in identifying candidate ARGs for surveillance. Relative resistome risk characterization further provided a comprehensive metric for predicting the relative mobility of ARGs and likelihood of being carried in pathogens and can help to prioritize where to focus future monitoring and mitigation. Most antibiotics that were subject to regional resistance testing were also found in the WWTP, with the total antibiotic load decreasing by ∼40-50%, but no strong correlations were found between antibiotics and corresponding ARGs. Overall, this study provides insight into how metagenomic data can be collected and analyzed for surveillance of antibiotic resistance at WWTPs, suggesting that effluent is a beneficial monitoring point with relevance both to the local clinical condition and for assessing efficacy of wastewater treatment in reducing risk of disseminating antibiotic resistance.
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