Identifying ARG-carrying bacteriophages in a lake replenished by reclaimed water using deep learning techniques

Exploring the distribution and transmission mechanism of ARGs in crab aquaculture ponds and ditches using metagenomics

Aquaculture provides notable economic benefits; however, the excessive use of antibiotics has resulted in the production and spread of antibiotic resistance genes (ARGs). The intricate pollution dynamics in aquaculture areas complicate the comprehension of the distribution and transmission of ARGs in aquaculture systems. Using metagenomic sequencing technology, this study used eight ponds and four ditches in a large crab aquaculture area in Taizhou City, where Proteobacteria (61.58 %) and Acidobacteria (6.04 %) were identified as the dominant phyla and Thiobacillus (1.84 %) and Lysobacter (0.99 %) were the dominant genera. Network and linear discriminant analysis effect size (LEfse) analyses showed that Proteobacteria and Lysobacter were the main host phyla of ARGs, and Lysobacter, which are key host bacteria in ponds, played an important role in determining the abundance of ARGs in ponds. Co-occurrence network analysis (spearman r > 0.7, p < 0.01) revealed that prophages can dominate the spread of ARGs by carrying several ARG subtypes (rsmA, OXA-21, THIN-B and lnuF). Analysis of variance demonstrated that functions related to the horizontal gene transfer (HGT) of ARGs, such as EPS synthesis (lptF), oxidative stress (gor and ompR), ATP synthesis (lapB and vcaM), and cell membrane permeability (yajC and gspJ), were significantly expressed in the pond (p < 0.05), confirming that ARGs had stronger transmission potential in the pond. The Mantel test and partial least squares path modeling (PLS-PM) analysis showed that ARGs exist in bacteria and spread among them through mobile genetic elements and HGT. This study revealed the distribution and transmission mechanism of ARGs in the ponds and ditches of a crab aquaculture system and provided a theoretical basis for controlling the spread of ARGs in crab aquaculture in this area.

The potential role of viruses in antibiotic resistance gene dissemination in activated sludge viromes

The dissemination of antibiotic resistance genes (ARGs) in activated sludge (AS) systems poses significant environmental and public health challenges. The role of viruses, primarily bacteriophages, in storing and spreading ARGs in AS systems remains largely unexplored. This study characterized the viral community, virus-associated ARGs (vir_ARGs), and mobile genetic elements (MGEs) of aerobic AS viromes from eight wastewater treatment plants (WWTPs) in eastern China. 78,604 viral operational taxonomic units (vOTUs) were identified, including 1685 temperate vOTUs (T-vOTUs). Five ARG types were detected in 37 vOTUs, indicating a low proportion of ARG-carrying viruses. The co-occurrence rate between vir_ARGs and MGEs was 37.83 %, and six ARG-carrying vOTUs contained multiple MGEs, indicating a transfer potential of vir_ARGs. Additionally, ARG and MGE profiles of AS metagenomes were analyzed to evaluate the transfer potential of phage activity on ARGs. The results showed that phage-associated MGEs showed a significant coupling with both the abundance and composition of ARGs, suggesting a potential role of phages in ARG propagation. These findings offer preliminary insights into understanding the viral resistome and its transfer potential in AS systems. Future research necessitates rigorous pure culture and molecular biology experiments to elucidate the precise mechanisms through which viruses contribute to the dissemination and persistence of ARGs.

Hot spots of resistance: Transit centers as breeding grounds for airborne ARG-carrying bacteriophages

The presence of pathogenic bacteria and antibiotic resistance genes (ARGs) in urban air poses a significant threat to public health. While prevailing research predominantly focuses on the airborne transmission of ARGs by bacteria, the potential influence of other vectors, such as bacteriophages, is often overlooked. This study aims to investigate the characteristics of phages and ARGs in aerosols originating from hospitals, public transit centers, wastewater treatment plants, and landfill sites. The average abundance of ARGs carried by phages in the public transit centers was 8.81 ppm, which was 2 to 3 times higher than that at the other three sites. Additionally, the abundance of ARGs across different risk levels at this site was also significantly higher than at the other three sites. The assembled phage communities bearing ARGs in public transit centers are chiefly governed by homogeneous selection processes, likely influenced by human movement. Furthermore, observations at public transit sites revealed that the average abundance ratio of virulent phages to their hosts was 1.01, and the correlation coefficient between their auxiliary metabolic genes and hosts' metabolic genes was 0.59, which were 20 times and 3 times higher, respectively, than those of temperate phages. This suggests that virulent phages may enhance their survival by altering host metabolism, thereby aiding the dispersion of ARGs and bacterial resistance. These revelations furnish fresh insights into phage-mediated ARG transmission, offering scientific substantiation for strategies aimed at preventing and controlling resistance within aerosols.

Investigating potential auxiliary anaerobic digestion activity of phage under polyvinyl chloride microplastic stress

Polyvinyl chloride (PVC) microplastics present in sewage were trapped in sludge, thereby hindering anaerobic digestion performance of waste active sludge (WAS). Phages regulate virocell metabolism by encoding auxiliary metabolic genes (AMGs) related to energy acquisition and material degradation, supporting hosts survive in harsh environments and play a crucial role in biogeochemical cycles. This study investigated the potential effects of phages on the recovery of WAS anaerobic digestion under PVC stress. We observed a significant alteration in the phage community induced by PVC microplastics. Phages encoded AMGs related to anaerobic digestion and cell growth probably alleviate PVC microplastics inhibition on WAS anaerobic digestion, and 54.2 % of hydrolysis-related GHs and 40.8 % of acidification-related AMGs were actively transcribed in the PVC-exposed group. Additionally, the degradation of chitin and peptidoglycan during hydrolysis and the conversion of glucose to pyruvate during acidification were more susceptible to phages. Prediction of phage-host relationship indicated that the phyla Pseudomonadota were predominantly targeted hosts by hydrolysis-related and acidification-related phages, and PVC toxicity had minimal impact on phage-host interaction. Our findings highlight the importance of phages in anaerobic digestion and provide a novel strategy for using phages in the functional recovery of microplastic-exposed sludge.

A comprehensive review of antibiotic resistance gene contamination in agriculture: Challenges and AI-driven solutions

Since their discovery, the prolonged and widespread use of antibiotics in veterinary and agricultural production has led to numerous problems, particularly the emergence and spread of antibiotic-resistant bacteria (ARB). In addition, other anthropogenic factors accelerate the horizontal transfer of antibiotic resistance genes (ARGs) and amplify their impact. In agricultural environments, animals, manure, and wastewater are the vectors of ARGs that facilitate their spread to the environment and humans via animal products, water, and other environmental pathways. Therefore, this review comprehensively analyzed the current status, removal methods, and future directions of ARGs on farms. This article 1) investigates the origins of ARGs on farms, the pathways and mechanisms of their spread to surrounding environments, and various strategies to mitigate their spread; 2) determines the multiple factors influencing the abundance of ARGs on farms, the pathways through which ARGs spread from farms to the environment, and the effects and mechanisms of non-antibiotic factors on the spread of ARGs; 3) explores methods for controlling ARGs in farm wastes; and 4) provides a comprehensive summary and integration of research across various fields, proposing that in modern smart farms, emerging technologies can be integrated through artificial intelligence to control or even eliminate ARGs. Moreover, challenges and future research directions for controlling ARGs on farms are suggested.

GOPhage: protein function annotation for bacteriophages by integrating the genomic context

Bacteriophages are viruses that target bacteria, playing a crucial role in microbial ecology. Phage proteins are important in understanding phage biology, such as virus infection, replication, and evolution. Although a large number of new phages have been identified via metagenomic sequencing, many of them have limited protein function annotation. Accurate function annotation of phage proteins presents several challenges, including their inherent diversity and the scarcity of annotated ones. Existing tools have yet to fully leverage the unique properties of phages in annotating protein functions. In this work, we propose a new protein function annotation tool for phages by leveraging the modular genomic structure of phage genomes. By employing embeddings from the latest protein foundation models and Transformer to capture contextual information between proteins in phage genomes, GOPhage surpasses state-of-the-art methods in annotating diverged proteins and proteins with uncommon functions by 6.78% and 13.05% improvement, respectively. GOPhage can annotate proteins lacking homology search results, which is critical for characterizing the rapidly accumulating phage genomes. We demonstrate the utility of GOPhage by identifying 688 potential holins in phages, which exhibit high structural conservation with known holins. The results show the potential of GOPhage to extend our understanding of newly discovered phages.

Metagenome sequencing reveals shifts in phage-associated antibiotic resistance genes from influent to effluent in wastewater treatment plants

Antibiotic resistance poses a significant threat to global health, and the microbe-rich activated sludge environment may contribute to the dissemination of antibiotic resistance genes (ARGs). ARGs spread across various bacterial populations via multiple dissemination routes, including horizontal gene transfer mediated by bacteriophages (phages). However, the potential role of phages in spreading ARGs in wastewater treatment systems remains unclear. This study characterized the core resistome, mobile genetic elements (MGEs), and virus-associated ARGs (vir_ARGs) in influents (Inf) and effluents (Eff) samples from nine WWTPs in eastern China. The abundance of ARGs in the Inf samples was higher than that in the Eff samples. A total of 21 core ARGs were identified, accounting for 38.70 %-83.70 % of the different samples. There was an increase in MGEs associated with phage-related processes from influents to effluents (from 12.68 % to 21.10 %). These MGEs showed strong correlations in relative abundance and composition with the core ARGs in the Eff samples. Across the Inf and Eff samples, 58 unique vir_ARGs were detected, with the Eff samples exhibiting higher diversity of vir_ARGs than the Inf samples. Statistical analyses indicated a robust relationship between core ARG profile, MGEs associated with phage-related processes, and vir_ARG composition in the Eff samples. Additionally, the co-occurrence of MGEs and ARGs in viral genomes was observed, ranging from 22.73 % to 68.75 %. This co-occurrence may exacerbate the persistence and spread of ARGs within WWTPs. The findings present new information on the changes in core ARGs, MGEs, and phage-associated ARGs from influents to effluents in WWTPs and provide new insights into the role of phage-associated ARGs in these systems.