Long-read metagenomic characterization of the resistome and mobilome in heavy-metal-contaminated soils

Introduction Heavy-metal contamination is widely proposed to co-select for antibiotic resistance by placing metal- and antibiotic-resistance genes on the same mobile elements, yet the evidence for this rests largely on short-read co-occurrence rather than on direct observation of physical linkage. Methods We applied Nanopore long-read metagenomics to four soils from the Ridder polymetallic mining and metallurgical district of East Kazakhstan, where zinc, cadmium and lead exceed a single local reference site by up to two orders of magnitude. Physical linkage between antibiotic- and metal-resistance genes was tested at the contig, read, genome and community levels against chance expectation. Results Ensemble binning of two complementary assemblies produced 261 metagenome-assembled genomes, 97% of them lacking a GTDB species assignment and dominated by Actinomycetota, together with 73 closed circular elements including complete phages and plasmids. Screening this catalogue recovered 991 antibiotic-resistance and 395 metal-resistance loci. In these metal-enriched soils, the two classes were rarely physically linked. Only four contigs carried both, against 28.9 expected under a degree-preserving null model, a 0.14-fold depletion that was robust to catalogue thresholds; co-carriage on single reads was likewise rare. At the genome level the classes were independent, and in 22 of 24 dual-carrier genomes they occupied different contigs. The mobilome nonetheless carried metal resistance preferentially: contigs called as plasmids were enriched for metal genes relative to the catalogue base rate, and a 142-kb plasmid predicted to be conjugative encoded copper, cadmium/zinc, mercury and silver efflux systems, a complete type-IV secretion system and a CBASS anti-phage defense system, but no antibiotic-resistance gene. No genome belonged to an ESKAPE or WHO-priority pathogen genus. Discussion These soils are therefore a large environmental resistance reservoir, but no direct clinical-risk linkage was demonstrated in the present dataset. Community co-occurrence should not be read as evidence of physical linkage. Co-selection through cross-resistance or co-regulation was not excluded.

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Journal
Frontiers in Microbiology
Published
2026-11-11
DOI
https://doi.org/10.3389/fmicb.2026.1994598
Primary Topic
Pharmaceutical and Antibiotic Environmental Impacts
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article
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article

Long-read metagenomic characterization of the resistome and mobilome in heavy-metal-contaminated soils

Малика Шамекова, Диас Дауров, Загипа Сапахова, Кабыл Жамбакин et al.
Frontiers in Microbiology
Pharmaceutical and Antibiotic Environmental Impacts
article

Long-read metagenomic characterization of the resistome and mobilome in heavy-metal-contaminated soils

Малика Шамекова, Диас Дауров, Загипа Сапахова, Кабыл Жамбакин, Raushan Ramazanova, Айнаш Даурова, Жанар Абилда, Рахим Канат, Iskander Isgandarov, Assem Vyrakhmanova, Milana Altynbayeva, Yulia Tugunova
article en

Abstract

Introduction Heavy-metal contamination is widely proposed to co-select for antibiotic resistance by placing metal- and antibiotic-resistance genes on the same mobile elements, yet the evidence for this rests largely on short-read co-occurrence rather than on direct observation of physical linkage. Methods We applied Nanopore long-read metagenomics to four soils from the Ridder polymetallic mining and metallurgical district of East Kazakhstan, where zinc, cadmium and lead exceed a single local reference site by up to two orders of magnitude. Physical linkage between antibiotic- and metal-resistance genes was tested at the contig, read, genome and community levels against chance expectation. Results Ensemble binning of two complementary assemblies produced 261 metagenome-assembled genomes, 97% of them lacking a GTDB species assignment and dominated by Actinomycetota, together with 73 closed circular elements including complete phages and plasmids. Screening this catalogue recovered 991 antibiotic-resistance and 395 metal-resistance loci. In these metal-enriched soils, the two classes were rarely physically linked. Only four contigs carried both, against 28.9 expected under a degree-preserving null model, a 0.14-fold depletion that was robust to catalogue thresholds; co-carriage on single reads was likewise rare. At the genome level the classes were independent, and in 22 of 24 dual-carrier genomes they occupied different contigs. The mobilome nonetheless carried metal resistance preferentially: contigs called as plasmids were enriched for metal genes relative to the catalogue base rate, and a 142-kb plasmid predicted to be conjugative encoded copper, cadmium/zinc, mercury and silver efflux systems, a complete type-IV secretion system and a CBASS anti-phage defense system, but no antibiotic-resistance gene. No genome belonged to an ESKAPE or WHO-priority pathogen genus. Discussion These soils are therefore a large environmental resistance reservoir, but no direct clinical-risk linkage was demonstrated in the present dataset. Community co-occurrence should not be read as evidence of physical linkage. Co-selection through cross-resistance or co-regulation was not excluded.

Frontiers in MicrobiologyVol. 17
Institute of Plant Biology and Biotechnology (KZ), Kazakh National Agrarian Research University (KZ)
Pharmaceutical and Antibiotic Environmental Impacts
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