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Updated: Jan 7, 2026

Isolation and Identification of Waterborne Antibiotic-Resistant Bacteria and Molecular Characterization of their Antibiotic Resistance Genes
Published on: March 3, 2023
Metformin drives the antibiotic resistome in activated sludge by reshaping microbial communities and promoting
Jiaming Yi1, Zhengtao Li1, Xuezhu Han1
1Zhejiang Key Laboratory of Solid Waste Pollution Control and Resource Utilization, School of Environmental Science and Engineering, Zhejiang Gongshang University, Hangzhou 310018, China.
Abstract:
Aerobic granular sludge (AGS) serves as a major reservoir and dissemination hotspot for human bacterial pathogens (HBPs) and antibiotic resistance genes (ARGs). Metformin (MET) as an emerging contaminant, which exacerbates antibiotic resistance and poses a problem for the stable operation of the activated sludge process in wastewater treatment plants. However, the specific mechanisms underlying the effects of MET stress on microbial communities and ARGs propagation in activated sludge remain poorly understood. In this study, we employed metagenomic analysis to investigate the effects of MET exposure, under a composite antibiotic background, on microbial community dynamics and resistome profiles in AGS systems and interpreted these effects from the perspectives of energy metabolism and community competition. Our findings demonstrate that MET exposure significantly enriched HBPs and multidrug resistance-related ARGs. Co-occurrence network analysis further identified that, among all sludge samples, 27 high-risk HBPs were strongly correlated with ARGs, virulence factor genes, and mobile genetic elements. Additionally, MET was also found to enhance ATP production in specific HBPs, conferring a competitive edge that facilitates ARG accumulation. Furthermore, the natural transformation and conjugation experiments further demonstrated the key role of MET in promoting horizontal gene transfer. In summary, this study underscores the role of MET in exacerbating the ecological risk of antibiotic resistance in AGS systems by concurrently enriching pathogenic bacteria and facilitating the horizontal transfer of ARGs, thereby highlighting the potential environmental impacts of MET as a pervasive contaminant on the propagation of resistance within wastewater treatment ecosystems.
Insights
Metformin (MET) contamination in wastewater amplifies human bacterial pathogens and antibiotic resistance genes (ARGs) in aerobic granular sludge. This emerging contaminant promotes pathogen growth and horizontal gene transfer, increasing antibiotic resistance risks.
Area of Science:
- Environmental microbiology
- Wastewater treatment
- Antimicrobial resistance
Background:
- Aerobic granular sludge (AGS) harbors human bacterial pathogens (HBPs) and antibiotic resistance genes (ARGs).
- Metformin (MET), an emerging contaminant, worsens antibiotic resistance and disrupts wastewater treatment processes.
- Mechanisms of MET's impact on microbial communities and ARG propagation in activated sludge are poorly understood.
Purpose of the Study:
- To investigate MET's effects on microbial communities and ARGs in AGS under antibiotic stress.
- To elucidate the role of energy metabolism and community competition in MET's influence.
- To understand MET's contribution to ARG propagation and horizontal gene transfer.
Main Methods:
- Metagenomic analysis of AGS exposed to MET and antibiotics.
- Co-occurrence network analysis to identify correlations between HBPs, ARGs, virulence factors, and mobile genetic elements.
- Natural transformation and conjugation experiments to assess MET's role in horizontal gene transfer.
Main Results:
- MET exposure significantly enriched HBPs and multidrug resistance ARGs.
- 27 high-risk HBPs showed strong correlations with ARGs, virulence factors, and mobile genetic elements.
- MET enhanced ATP production in specific HBPs, promoting ARG accumulation and horizontal gene transfer.
Conclusions:
- MET exacerbates antibiotic resistance risks in AGS by enriching pathogens and facilitating ARG transfer.
- MET acts as a significant driver for ARG propagation in wastewater treatment ecosystems.
- Understanding MET's impact is crucial for managing resistance in wastewater treatment.
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Development of Antibiotic Resistance
Antibiotic Selection
Transformation
Gene Regulation in Microbial Communities: Quorum Sensing
Biofilms
Conjugation

