Resolving Host-Associated Antimicrobial Resistance in Municipal Wastewater Using Hi-C Metagenomics

Conventional wastewater metagenomics enables population-level surveillance of antimicrobial resistance (AMR) but provides limited insight into the bacterial hosts, genomic context, and the mobility of resistance determinants. In this study, we applied high-throughput chromosome conformation capture (Hi-C) metagenomics, a proximity-ligation approach, to resolve host-associated AMR. Six influent wastewater samples collected from two municipal wastewater treatment plants over a four-month sampling period were investigated. Integrated shotgun metagenomic and Hi-C sequencing were used to reconstruct metagenome-assembled genomes (MAGs), plasmid bins, and viral bins, and to link AMR, stress-response, and virulence-associated genes to their bacterial hosts through Hi-C contacts. From 12,877 genome bins, 454 met quality thresholds (139 MAGs, 130 plasmid bins, 185 viral bins) spanning 70 bacterial and archaeal families. AMRFinderPlus identified 771 resistance and fitness-associated gene hits (517 AMR, 232 stress-response, 22 virulence-associated), dominated by macrolide–lincosamide–streptogramin B (n = 117), β-lactam (n = 114), and tetracycline (n = 96) determinants. Hi-C linked 490 gene hits to host families; Enterobacteriaceae had the highest number of host-assigned detections (n = 131), while Aeromonadaceae carried the broadest AMR repertoire (n = 102; 72% AMR). The host–plasmid network comprised 137 AMR-positive plasmid bins linked to 106 MAGs through 166 Hi-C-supported associations. Five plasmid contigs, including one harbouring blaCMY-4, were linked to MAGs from two distinct bacterial classes, suggestive of cross-lineage plasmid carriage. Viral AMR attribution was limited, with erm(B) as the sole resistance determinant identified on a viral contig. Hi-C metagenomics extends wastewater resistome profiling beyond gene inventories by resolving bacterial hosts, plasmid associations, and genomic context, strengthening the ecological interpretation of wastewater-based AMR surveillance.

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Journal
Microorganisms
Published
2026-09-24
DOI
https://doi.org/10.3390/microorganisms14102153
Primary Topic
Pharmaceutical and Antibiotic Environmental Impacts
Type
article
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article

Resolving Host-Associated Antimicrobial Resistance in Municipal Wastewater Using Hi-C Metagenomics

Dean Everett, Danesh Moradigaravand, Rania Nassar, Douha Shouqair et al.
Microorganisms
Pharmaceutical and Antibiotic Environmental Impacts
article

Resolving Host-Associated Antimicrobial Resistance in Municipal Wastewater Using Hi-C Metagenomics

Dean Everett, Danesh Moradigaravand, Rania Nassar, Douha Shouqair, Mushtaq Ahmad Khan, Richard Goering, Subham Verma, Abiola Senok, Rashed Alghafri
article en

Abstract

Conventional wastewater metagenomics enables population-level surveillance of antimicrobial resistance (AMR) but provides limited insight into the bacterial hosts, genomic context, and the mobility of resistance determinants. In this study, we applied high-throughput chromosome conformation capture (Hi-C) metagenomics, a proximity-ligation approach, to resolve host-associated AMR. Six influent wastewater samples collected from two municipal wastewater treatment plants over a four-month sampling period were investigated. Integrated shotgun metagenomic and Hi-C sequencing were used to reconstruct metagenome-assembled genomes (MAGs), plasmid bins, and viral bins, and to link AMR, stress-response, and virulence-associated genes to their bacterial hosts through Hi-C contacts. From 12,877 genome bins, 454 met quality thresholds (139 MAGs, 130 plasmid bins, 185 viral bins) spanning 70 bacterial and archaeal families. AMRFinderPlus identified 771 resistance and fitness-associated gene hits (517 AMR, 232 stress-response, 22 virulence-associated), dominated by macrolide–lincosamide–streptogramin B (n = 117), β-lactam (n = 114), and tetracycline (n = 96) determinants. Hi-C linked 490 gene hits to host families; Enterobacteriaceae had the highest number of host-assigned detections (n = 131), while Aeromonadaceae carried the broadest AMR repertoire (n = 102; 72% AMR). The host–plasmid network comprised 137 AMR-positive plasmid bins linked to 106 MAGs through 166 Hi-C-supported associations. Five plasmid contigs, including one harbouring blaCMY-4, were linked to MAGs from two distinct bacterial classes, suggestive of cross-lineage plasmid carriage. Viral AMR attribution was limited, with erm(B) as the sole resistance determinant identified on a viral contig. Hi-C metagenomics extends wastewater resistome profiling beyond gene inventories by resolving bacterial hosts, plasmid associations, and genomic context, strengthening the ecological interpretation of wastewater-based AMR surveillance.

MicroorganismsVol. 14(10)
Creighton University (US), Khalifa University of Science and Technology (AE), United Arab Emirates University (AE), Mohammed Bin Rashid University of Medicine and Health Sciences (AE), King Abdullah University of Science and Technology (SA), Cardiff University (GB)
Clean water and sanitation
Openalex Percentile: Top 23%
Pharmaceutical and Antibiotic Environmental Impacts
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