Evidence map›Paper›PMID 42671719›Full record

ArticleBrazilian journal of microbiology : [publication of the Brazilian Society for Microbiology]2026

The COVID-19 pandemic influenced the temporal dynamics of antimicrobial resistance markers and bacterial community across urban wastewater treatment plants.

Celso G B Filho, Francisca A S Oliveira, Victor L M Rodrigues, Denise C Hissa, Maisa V H Barros, Allysson A de Farias, Gabriel T Dantas, André B Dos Santos, Julio C M Ximenes, Vânia M M Melo

Abstract read
In one paragraph

Article in Brazilian journal of microbiology : [publication of the Brazilian Society for Microbiology], 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Celso G B FilhoDepartment of Civil Construction, Federal Institute of Education, Science and Technology of Ceará, Morada Nova, Ceará, Brazil.ORCID http://orcid.org/0009-0001-8465-863X
Francisca A S OliveiraDepartment of Biology, Federal University of Ceará, Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0000-0003-4757-9526
Victor L M RodriguesDepartment of Biology, Federal University of Ceará, Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0009-0007-7139-0690
Denise C HissaDepartment of Biology, Federal University of Ceará, Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0000-0002-8018-5070
Maisa V H BarrosCenter for Genomics and Bioinformatics (CeGenBio), Center for Research and Drug Development, Federal University of Ceará, Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0000-0001-6691-1104
Allysson A de FariasCenter for Genomics and Bioinformatics (CeGenBio), Center for Research and Drug Development, Federal University of Ceará, Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0000-0002-5322-1785
Gabriel T DantasChristus University Center (Unichristus), Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0009-0004-8832-0013
André B Dos SantosDepartment of Hydraulic and Environmental Engineering, Federal University of Ceará, Fortaleza, Ceará, Brazil.ORCID http://orcid.org/0000-0002-3395-8878
Julio C M XimenesPasteur Fiocruz Center for Immunology and Immunotherapy, Fiocruz- Ceará, Eusébio, Ceará, Brazil.ORCID http://orcid.org/0000-0003-3342-4486
Vânia M M MeloDoctoral Program in Biotechnology of the Northeast Biotechnology Network (RENORBIO), Federal University of Ceará, Fortaleza, Ceará, Brazil. vmmmelo@ufc.br.ORCID http://orcid.org/0000-0002-3302-8857

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Urban wastewater systems represent important interfaces between human activity and the environmental occurrence of antimicrobial resistance (AMR) markers. We assessed the temporal dynamics of intI1, ermB, and the 16 S rRNA gene by quantitative PCR across three wastewater systems (EPC, CJC, and JW) in Fortaleza, Brazil, from November 2021 to November 2023. Bacterial communities were additionally characterized by 16 S rRNA gene metabarcoding in 18 samples collected in December 2021 and January 2022. A synchronized decline in 16 S rRNA gene and intI1 concentrations beginning in late 2022 was observed across all three wastewater systems, suggesting a shift toward lower microbial abundance. The ermB gene showed higher and more variable concentrations during part of the pandemic period, followed by convergence toward lower levels; however, the absence of antimicrobial-consumption data precluded attribution of this pattern to changes in macrolide selective pressure. Normalized antimicrobial resistance marker abundances were comparatively stable at EPC and JW but more variable at CJC. EPC exhibited the highest ASV richness, whereas CJC and JW showed greater diversity according to Shannon and inverse Simpson indices. Beta-diversity analyses identified wastewater system as the principal factor associated with bacterial community structure, while the effect of sampling period was smaller and metric-dependent. Neither ermB nor intI1 was individually associated with community composition, although intI1 showed a limited effect after adjustment for wastewater system in one model. Physicochemical parameters were not significantly associated with normalized marker abundances in the exploratory paired analysis. Arcobacter, Acinetobacter, and other potentially relevant genera were detected, but no direct associations between these taxa and the monitored AMR markers could be established. These findings highlight the value of integrating longitudinal qPCR, microbiome profiling, and environmental characterization to improve the interpretation of targeted AMR markers in One Health wastewater surveillance.

Indexed as

BacteriaCOVID-19Drug Resistance, BacterialMicrobiotaWastewaterAnti-Bacterial AgentsBrazilHumansRNA, Ribosomal, 16SSARS-CoV-2Anti-Bacterial AgentsRNA, Ribosomal, 16SWastewater16S rRNA metabarcodingAntimicrobial resistance markersQuantitative PCRWastewater surveillanceWastewater treatment plants

Identifiers

PMID42671719
PMCPMC13530101

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.