Water Research · 2023 · 74 citations · 63 references
Life SciencesEnvironmental SciencesMicrobiologyAntimicrobial ResistanceMicrobial EcologyWastewater TreatmentAquatic Microbial EcologyBacterial BiofilmsBiofilm-associated ResistanceMicrobial BiofilmsWastewater MicrobiologyAntimicrobial Resistance In BiofilmsBiofilm DevelopmentBiofilm DynamicsBiofilms As Resistance ReservoirsConstructed Wetland TreatmentFree Water Surface WetlandsSequential Microbial ColonizationWastewater Treatment Microbial Ecology
Microplastics in wastewater are colonized by biofilms containing pathogens and antimicrobial resistance (AMR) genes that can be exported into receiving water bodies. This study investigated establishment and changes in microplastic-associated biofilm and AMR during a conventional full-scale 2100 population equivalent wastewater treatment process combined with a free water surface polishing constructed wetland. Sequential microplastic colonization experiments were conducted at different stages of the wastewater treatment process, including in raw sewage, treated effluent and the constructed wetland. Two scenarios were tested in which the constructed wetland served as either (i) a polishing step or (ii) as primary recipient of sewage inoculated microplastics. Bacterial 16S rRNA gene sequencing was carried out for qualitative bacterial community analysis. qPCR was applied for quantitative analysis of AMR genes (sul1, ermB, tetW, intiI1), bacterial biomass (16S rRNA) and a human fecal marker (HF183). Microbial diversity on microplastics increased with incubation time. The initial sewage-derived biofilm composition changed more significantly in the wastewater effluent compared to the constructed wetland. Pathogen and AMR load decreased by up to two orders of magnitude after coupled conventional and constructed wetland treatment, while less impact was observed when sewage-inoculated microplastic material was directly transferred into the constructed wetland. Aeromonas, Klebsiella, and Streptococcus were key pathogenic genera correlated with AMR in microplastic-associated biofilms. Despite decreasing trends on human pathogens and AMR load along the treatment process, microplastic-associated biofilms were a considerable potential hotspot for AMR (intI1 gene) and accommodated Cyanobacteria and fish pathogens.
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Classification and Regression by randomForest
Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations
James J. Kozich, Sarah L. Westcott, Nielson T. Baxter et al. · Applied and Environmental Microbiology · 2013 · 7.5K citations · Full text
Life Sciences, Ecology, Microbiology +15
Julia Talvitie, Anna Mikola, Arto Koistinen et al. · Water Research · 2017 · 1.5K citations · Full text
Engineering, Environmental Engineering, Environmental Sciences +16