Anthropogenic impacts on antibiotic resistance genes and their hosts from pristine to urban river using metagenomic and binning approaches
Introduction
The overuse of antibiotics in both clinical and non-clinical settings has increased selective pressure and led to increasing the emergence, spread and accumulation of antibiotic resistance genes (ARGs) and antibiotic resistance bacteria (ARB) in various environmental media, including wastewater treatment plants (WWTPs), livestock farms, aquaculture and receiving aquatic environments, which pose a potential threat to public and ecological health (Shi et al., 2021; Yang et al., 2021; Ye et al., 2021; Yu et al., 2020). Antibiotic resistance is further exacerbated through horizontal gene transfer (HGT) mediated by mobile genetic elements (MGEs) and vertical gene transfer by microbial proliferation (Li et al., 2019). Moreover, the co-selection of ARGs with metal resistance genes (MRGs) could contribute to the maintenance and proliferation of ARGs under anthropogenic levels of metal pollution in the environment (Seiler and Berendonk, 2012). In particular, the transportation of ARGs via aquatic environments is significant and has received great attention, among which sediments are an important reservoir of some ARGs (Qiao et al., 2018). Urban rivers, as the major water source and environmental carrier, are suffering from serious pollution from anthropogenic sources, including sewage from WWTPs and residents (Laffite et al., 2020; Schmeller et al., 2018). More importantly, these ARGs and ARB in the river system could return to aquatic animals and even humans via the food chain or recreation, which enhances the likelihood of global dissemination of ARGs.
ARGs are inherent characteristics of microorganisms in various natural environments where there is no apparent human activity impact, such as deep permafrost, deep ocean sediments and the terrestrial deep subsurface (Brown and Balkwill, 2009; Chen et al., 2013; Zhang et al., 2018). Whereas antibiotic resistance has been detected at high levels in human-impacted environments as a result of increasing selection pressure from contaminants such as antibiotics, heavy metals and other environmental factors (Chen et al., 2019). Recent studies have looked into the occurrences and distributions of ARGs in river environments, but the role of human activities in the prevalence and spread of ARGs, as well as the ecological mechanisms underlying them, has not been thoroughly investigated (Laffite et al., 2020; Na et al., 2021). Although some studies have used metagenomic or genomic to investigate the co-occurrence between ARGs and MGEs, MRGs or microbial communities, comprehensive information on the genetic linkage between ARGs and MRGs and their co-existence with MGEs and the accurate host bacteria in the river environment is limited (Hu et al., 2020; Li et al., 2017; Yang et al., 2019).
The development of metagenomic and binning technologies overcame the drawbacks of traditionally culture-dependent and amplification-based approaches, which provided more comprehensive insights into the profiles of ARGs in complex microbial communities and reconstructed genomes of ARG hosts in the environment (Liu et al., 2019; Van Goethem et al., 2018). In this study, we chose both the primitive and urban section of Ba Rivers, which showed an environmental gradient due to different degrees of anthropogenic contamination. And environmental factors including antibiotics, heavy metals, and nutrients were considered in sediments. The metagenomic assembly and binning approaches were adopted to decipher the profiles of ARGs, MGEs and MRGs, their genetic location on the plasmid, as well as the hosts of ARGs in sediments along the environmental gradient. The objectives were to (1) reveal the effects of anthropogenic inputs on the characteristics of ARGs, MRGs and MGEs; (2) explore the molecular mechanisms involved in the mobility and dissemination of ARGs by identifying their genetic location patterns; and (3) identify the influential factors on ARG profiles of sediments and the key driver.
Section snippets
Site selection and sample collection
The sediments were sampled from both the primitive and urban section of Ba Rivers in September 2019 (Fig. 1). Site S1 is situated in a pristine mountainous area in the upper basin of the Wangyu River, the second largest tributary of Ba River, which is hardly affected by human activities. All the other sampling sites (S2–5) are located in the urban basin of Ba River, the largest urban river in Xi'an, and are impacted by human activities to varying degrees. Site S2 is located near the Ecological
Distribution of ARGs along the environmental gradient
Metagenomic sequencing of 15 sediment samples generated approximately 1342.98 million (89.53 million per sample at average) clean reads with a total of 206.22 Gb data (13.75 Gb per sample at average) (Table S1). The assembly of the clean reads resulted in 8594049 contigs (572803.27 per sample) longer than 300 bp containing 10055676 ORFs (670378.4 per sample) (Table S1).
In total, 19007, 11599, 22301, 16785 and 14966 ORFs were identified as ARG-ORFs (AROs) and carried by 18934, 11571, 21845,
Higher proportion of some ARGs under anthropogenic pressures
As expected, a significant increase was observed in the proportion of MLS, vancomycin, β-lactam and sulfonamide resistance genes along the environmental gradient from pristine to polluted sediments, indicating that anthropogenic impact enhanced the emergence and dissemination of certain ARGs. Similarly, a more diverse and much higher abundance of ARG was detected in the polluted Pearl River Estuary sediments than in the relatively pristine South China Sea sediments (Chen et al., 2013). The
Conclusions
This study comprehensively analyzed the role and mechanism of MRGs and MGEs in the transmission of ARGs under anthropogenic pollution pressure by using metagenomic and binning technologies. The following main conclusions were obtained:
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Anthropogenic pollution promoted the emergence and dissemination of MLS, vancomycin, β-lactam and sulfonamide resistance genes, while increased the co-occurrence of multiple ARGs.
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Anthropogenic pressures enhanced the relative abundance of the dominant hosts of ARGs.
CRediT authorship contribution statement
Yongjing Guan: Conceptualization, Methodology, Formal analysis, Investigation, Visualization, Writing – original draft. Jia Jia: Software, Visualization, Supervision. Xiaoteng Fan: Data curation, Writing – review & editing. Kaiqi Li: Investigation, Validation. Zaizhao Wang: Supervision, Validation, Resources, Project administration, Funding acquisition, Writing – review & editing.
Declaration of Competing Interest
We declare that we have no relevant financial or non-financial interests to disclose.
Acknowledgments
This study was supported by a grant from the National Natural Science Foundation of China (31870487).
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