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Ohore OE, Zhang J, Zhou S, Sanganyado E, Gu JD, Yang G. Tetracycline and quinolone contamination mediate microbial and antibiotic resistant gene composition in epiphytic biofilms of mesocosmic wetlands. WATER RESEARCH 2024; 267:122484. [PMID: 39321725 DOI: 10.1016/j.watres.2024.122484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Revised: 09/10/2024] [Accepted: 09/18/2024] [Indexed: 09/27/2024]
Abstract
The fate and ecological impact of antibiotics on aquatic ecosystems have not been properly elucidated in mesocosm wetlands scale. This study explored how tetracyclines (TCs, including tetracycline TC and oxytetracycline) and fluoroquinolones (QNs, including ciprofloxacin CIP and levofloxacin) affect mesocosm wetlands vegetated by V. spiralis, focusing on their impact on epiphytic biofilm microbial communities and antibiotic resistance genes (ARGs). Results showed that submerged plants absorbed more antibiotics than sediment. Both TCs and QNs disrupted microbial communities in different ways and increased eukaryotic community diversity in a concentration-dependent manner (2-4 mg/L for CIP, 4-8 mg/L for TC). TCs mainly inhibited epiphytic bacteria, while CIP increased bacterial phyla abundance. TC reduced Cyanobacteriota, Acidobacteriota, and Patescibacteria but increased Bacillota, Bacteroidota, and Armatimonadota. In contrast, CIP reduced Bacteroidota, Cyanobacteriota, and Gemmatimonadota but increased Bacillota, Planctomycetota, and Acidobacteriota. Significant differences in ARG profiles were observed between QNs and TCs, with TCs having a more substantial effect on ARGs due to their stronger impact on bacterial communities. Both antibiotics raised ARG levels with higher concentrations, particularly for multidrug resistance, tetracyclines, trimethoprim, sulfonamides, aminoglycosides, and fosfomycin, emphasizing their role in antimicrobial resistance. The study suggests that antibiotics can either stimulate or inhibit ARGs depending on their effects on bacterial communities. This study provides key evidence on the ecological mechanisms underlying the impact of TCs and QNs on epiphytic microbes of mesocosm wetlands.
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Affiliation(s)
- Okugbe Ebiotubo Ohore
- NHC Key Laboratory of Tropical Disease Control, School of Tropical Medicine, Hainan Medical University, Haikou, Hainan 571199, China.
| | - Jingli Zhang
- Department of Clinical Medicine, Shantou University Medical College, Shantou, Guangdong 515041, China
| | - Sanji Zhou
- NHC Key Laboratory of Tropical Disease Control, School of Tropical Medicine, Hainan Medical University, Haikou, Hainan 571199, China
| | - Edmond Sanganyado
- Department of Applied Sciences, Northumbria University, Newcastle Upon Tyne NE2 4PB, UK
| | - Ji-Dong Gu
- Environmental Science and Engineering Program, Guangdong Technion - Israel Institute of Technology, 241 Daxue Road, Jinping District, Shantou, Guangdong 515063, China; Guangdong Provincial Key Laboratory of Materials and Technologies for Energy Conversion, Guangdong Technion - Israel Institute of Technology, 241 Daxue Road, Shantou, Guangdong 515063, China.
| | - Guojing Yang
- NHC Key Laboratory of Tropical Disease Control, School of Tropical Medicine, Hainan Medical University, Haikou, Hainan 571199, China.
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2
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Delik E, Eroğlu B, Karabıyık R, Tefon-Öztürk BE. Antibiotic concentrations induce morphological changes and increase biofilm formation in multi-antibiotic and heavy metal resistant Kluyvera cryocrescens and Serratia fonticola. Microb Pathog 2024; 197:107112. [PMID: 39521156 DOI: 10.1016/j.micpath.2024.107112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2024] [Revised: 10/20/2024] [Accepted: 11/07/2024] [Indexed: 11/16/2024]
Abstract
Water pollution is the biggest challenge that has rendered existing water resources unusable due to contamination with antibiotics and heavy metals. Antibiotics are often used to treat bacterial diseases. Heavy metals, on the other hand, are micro-pollutants that pose a threat to aquatic systems, especially when they accumulate in nature. Increasing pollution and the uncontrolled use of antibiotics have exposed bacteria to non-lethal concentrations (sub-MIC), potentially leading to resistance. In this study, Kluyvera cryocrescens and Serratia fonticola were isolated from a freshwater source and characterised. The resistance profiles of the isolates to 16 antibiotics and 8 heavy metals were determined, revealing that they are multidrug-resistant. The effects of sub-MICs (MIC/2 and MIC/4) of antibiotics on biofilm formation, siderophore production, and cell morphology of bacteria were analysed. It was found that at some sub-MIC values of kanamycin, tetracycline, meropenem, erythromycin, and clarithromycin, biofilm formation by K. cryocrescens increased. An increase in biofilm production was also observed in S. fonticola at sub-MIC values of imipenem, meropenem, ceftazidime, ciprofloxacin, and clarithromycin. Moreover, significant morphological changes were observed in both isolates following treatment with meropenem, ciprofloxacin, and ceftazidime. After treatment with meropenem, the typical rod-shaped (bacillary) morphology of the isolates shifted to a round (coccoid) form. In contrast, the bacteria developed into long filaments after treatment with ciprofloxacin and ceftazidime. These changes in the bacteria may favour the development of resistance and pose challenges for the prevention and treatment of diseases. Therefore, it is crucial to understand how sub-MIC levels of antimicrobial agents alter the virulence properties of bacteria.
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Affiliation(s)
- Eda Delik
- Biology Department, Faculty of Science, Akdeniz University, 07070, Antalya, Türkiye.
| | - Berfin Eroğlu
- Biology Department, Faculty of Science, Akdeniz University, 07070, Antalya, Türkiye.
| | - Reyhan Karabıyık
- Biology Department, Faculty of Science, Akdeniz University, 07070, Antalya, Türkiye.
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Chen Q, Yu Y, Xu Y, Quan H, Liu D, Li C, Liu M, Gong X. Salmonella Typhimurium alters galactitol metabolism under ciprofloxacin treatment to balance resistance and virulence. J Bacteriol 2024; 206:e0017824. [PMID: 39082861 PMCID: PMC11340313 DOI: 10.1128/jb.00178-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 07/02/2024] [Indexed: 08/23/2024] Open
Abstract
Ciprofloxacin-resistant Salmonella Typhimurium (S. Typhimurium) causes a significant health burden worldwide. A wealth of studies has been published on the contributions of different mechanisms to ciprofloxacin resistance in Salmonella spp. But we still lack a deep understanding of the physiological responses and genetic changes that underlie ciprofloxacin exposure. This study aims to know how phenotypic and genotypic characteristics are impacted by ciprofloxacin exposure, from ciprofloxacin-susceptible to ciprofloxacin-resistant strains in vitro. Here, we investigated the multistep evolution of resistance in replicate populations of S. Typhimurium during 24 days of continuously increasing ciprofloxacin exposure and assessed how ciprofloxacin impacts physiology and genetics. Numerous studies have demonstrated that RamA is a global transcriptional regulator that prominently perturbs the transcriptional landscape of S. Typhimurium, resulting in a ciprofloxacin-resistant phenotype appearing first; the quinolone resistance-determining region mutation site can only be detected later. Comparing the microbial physiological changes and RNA sequencing (RNA-Seq) results of ancestral and selectable mutant strains, the selectable mutant strains had some fitness costs, such as decreased virulence, an increase of biofilm-forming ability, a change of "collateral" sensitivity to other drugs, and inability to utilize galactitol. Importantly, in the ciprofloxacin induced, RamA directly binds and activates the gatR gene responsible for the utilization of galactitol, but RamA deletion strains could not activate gatR. The elevated levels of RamA, which inhibit the galactitol metabolic pathway through the activation of gatR, can lead to a reduction in the growth rate, adhesion, and colonization resistance of S. Typhimurium. This finding is supported by studies conducted in M9 medium as well as in vivo infection models. IMPORTANCE Treatment of antibiotic resistance can significantly benefit from a deeper understanding of the interactions between drugs and genetics. The physiological responses and genetic mechanisms in antibiotic-exposed bacteria are not well understood. Traditional resistance studies, often retrospective, fail to capture the entire resistance development process and typically exhibit unpredictable dynamics. To explore how clinical isolates of S. Typhimurium respond to ciprofloxacin, we analyzed their adaptive responses. We found that S. Typhimurium RamA-mediated regulation disrupts microbial metabolism under ciprofloxacin exposure, affecting genes in the galactitol metabolic pathways. This disruption facilitates adaptive responses to drug therapy and enhances the efficiency of intracellular survival. A more comprehensive and integrated understanding of these physiological and genetic changes is crucial for improving treatment outcomes.
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Affiliation(s)
- Qiwei Chen
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
| | - Yongfeng Yu
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
| | - Yongchang Xu
- Department of Immunology and Pathogen Biology, Key Laboratory of Aging and Cancer Biology of Zhejiang Province, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
| | - Heng Quan
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
| | - Donghui Liu
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
| | - Caiyu Li
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
| | - Mengyao Liu
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
| | - Xiaowei Gong
- State Key Laboratory for Animal Disease Control and Prevention, College of Animal Medicine and Biosafety, Lanzhou University, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, Gansu, China
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Tran TA, Sridhar S, Reece ST, Lunguya O, Jacobs J, Van Puyvelde S, Marks F, Dougan G, Thomson NR, Nguyen BT, Bao PT, Baker S. Combining machine learning with high-content imaging to infer ciprofloxacin susceptibility in isolates of Salmonella Typhimurium. Nat Commun 2024; 15:5074. [PMID: 38871710 PMCID: PMC11176356 DOI: 10.1038/s41467-024-49433-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 06/05/2024] [Indexed: 06/15/2024] Open
Abstract
Antimicrobial resistance (AMR) is a growing public health crisis that requires innovative solutions. Current susceptibility testing approaches limit our ability to rapidly distinguish between antimicrobial-susceptible and -resistant organisms. Salmonella Typhimurium (S. Typhimurium) is an enteric pathogen responsible for severe gastrointestinal illness and invasive disease. Despite widespread resistance, ciprofloxacin remains a common treatment for Salmonella infections, particularly in lower-resource settings, where the drug is given empirically. Here, we exploit high-content imaging to generate deep phenotyping of S. Typhimurium isolates longitudinally exposed to increasing concentrations of ciprofloxacin. We apply machine learning algorithms to the imaging data and demonstrate that individual isolates display distinct growth and morphological characteristics that cluster by time point and susceptibility to ciprofloxacin, which occur independently of ciprofloxacin exposure. Using a further set of S. Typhimurium clinical isolates, we find that machine learning classifiers can accurately predict ciprofloxacin susceptibility without exposure to it or any prior knowledge of resistance phenotype. These results demonstrate the principle of using high-content imaging with machine learning algorithms to predict drug susceptibility of clinical bacterial isolates. This technique may be an important tool in understanding the morphological impact of antimicrobials on the bacterial cell to identify drugs with new modes of action.
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Affiliation(s)
- Tuan-Anh Tran
- The Department of Medicine, University of Cambridge, Cambridge, UK
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Sushmita Sridhar
- The Department of Medicine, University of Cambridge, Cambridge, UK
- The Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Stephen T Reece
- The Department of Medicine, University of Cambridge, Cambridge, UK
- Sanofi, Kymab, Babraham Research Campus, Cambridge, UK
| | - Octavie Lunguya
- Department of Microbiology, Institut National de Recherche Biomédicale, Kinshasa, Democratic Republic of Congo
- Service de Microbiologie, Cliniques Universitaires de Kinshasa, Kinshasa, Democratic Republic of Congo
| | - Jan Jacobs
- Department of Microbiology, Immunology and Transplantation, KU Leuven, Leuven, Belgium
- Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Sandra Van Puyvelde
- The Department of Medicine, University of Cambridge, Cambridge, UK
- Laboratory of Medical Microbiology, Vaccine and Infectious Disease Institute, University of Antwerp, Antwerp, Belgium
| | - Florian Marks
- The Department of Medicine, University of Cambridge, Cambridge, UK
- International Vaccine Institute, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea
- Heidelberg Institute of Global Health, University of Heidelberg, Heidelberg, Germany
- Madagascar Institute for Vaccine Research, University of Antananarivo, Antananarivo, Madagascar
| | - Gordon Dougan
- The Department of Medicine, University of Cambridge, Cambridge, UK
| | - Nicholas R Thomson
- The Wellcome Sanger Institute, Hinxton, Cambridge, UK
- London School of Hygiene and Tropical Medicine, London, UK
| | - Binh T Nguyen
- Faculty of Mathematics and Computer Science, University of Science, Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Pham The Bao
- Information Science Faculty, Saigon University, Ho Chi Minh City, Vietnam
| | - Stephen Baker
- The Department of Medicine, University of Cambridge, Cambridge, UK.
- IAVI, Chelsea and Westminster Hospital, London, UK.
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5
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Bhatia RP, Kirit HA, Lewis CM, Sankaranarayanan K, Bollback JP. Evolutionary barriers to horizontal gene transfer in macrophage-associated Salmonella. Evol Lett 2023; 7:227-239. [PMID: 37475746 PMCID: PMC10355182 DOI: 10.1093/evlett/qrad020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 04/06/2023] [Accepted: 04/20/2023] [Indexed: 07/22/2023] Open
Abstract
Horizontal gene transfer (HGT) is a powerful evolutionary force facilitating bacterial adaptation and emergence of novel phenotypes. Several factors, including environmental ones, are predicted to restrict HGT, but we lack systematic and experimental data supporting these predictions. Here, we address this gap by measuring the relative fitness of 44 genes horizontally transferred from Escherichia coli to Salmonella enterica in infection-relevant environments. We estimated the distribution of fitness effects in each environment and identified that dosage-dependent effects across different environments are a significant barrier to HGT. The majority of genes were found to be deleterious. We also found longer genes had stronger negative fitness consequences than shorter ones, showing that gene length was negatively associated with HGT. Furthermore, fitness effects of transferred genes were found to be environmentally dependent. In summary, a substantial fraction of transferred genes had a significant fitness cost on the recipient, with both gene characteristics and the environment acting as evolutionary barriers to HGT.
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Affiliation(s)
- Rama P Bhatia
- Institute of Infection, Veterinary, and Ecological Sciences, Department of Evolution, Ecology, and Behaviour, University of Liverpool, Liverpool, United Kingdom
| | - Hande Acar Kirit
- Institute of Infection, Veterinary, and Ecological Sciences, Department of Evolution, Ecology, and Behaviour, University of Liverpool, Liverpool, United Kingdom
- Laboratories of Molecular Anthropology and Microbiome Research (LMAMR), University of Oklahoma, Norman, OK, United States
| | - Cecil M Lewis
- Laboratories of Molecular Anthropology and Microbiome Research (LMAMR), University of Oklahoma, Norman, OK, United States
- Department of Anthropology, University of Oklahoma, Norman, OK, United States
| | - Krithivasan Sankaranarayanan
- Laboratories of Molecular Anthropology and Microbiome Research (LMAMR), University of Oklahoma, Norman, OK, United States
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
| | - Jonathan P Bollback
- Corresponding author: Institute of Infection, Veterinary, and Ecological Sciences, Department of Evolution, Ecology, and Behaviour, University of Liverpool, Crown Street, Liverpool, L69 7ZB, United Kingdom.
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