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Djeghout B, Bloomfield SJ, Rudder S, Elumogo N, Mather AE, Wain J, Janecko N. Comparative genomics of Campylobacter jejuni from clinical campylobacteriosis stool specimens. Gut Pathog 2022; 14:45. [PMID: 36476389 PMCID: PMC9727990 DOI: 10.1186/s13099-022-00520-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 11/22/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Campylobacter jejuni is a pervasive pathogen of major public health concern with a complex ecology requiring accurate and informative approaches to define pathogen diversity during outbreak investigations. Source attribution analysis may be confounded if the genetic diversity of a C. jejuni population is not adequately captured in a single specimen. The aim of this study was to determine the genomic diversity of C. jejuni within individual stool specimens from four campylobacteriosis patients. Direct plating and pre-culture filtration of one stool specimen per patient was used to culture multiple isolates per stool specimen. Whole genome sequencing and pangenome level analysis were used to investigate genomic diversity of C. jejuni within a patient. RESULTS A total 92 C. jejuni isolates were recovered from four patients presenting with gastroenteritis. The number of isolates ranged from 13 to 30 per patient stool. Three patients yielded a single C. jejuni multilocus sequence type: ST-21 (n = 26, patient 4), ST-61 (n = 30, patient 1) and ST-2066 (n = 23, patient 2). Patient 3 was infected with two different sequence types [ST-51 (n = 12) and ST-354 (n = 1)]. Isolates belonging to the same sequence type from the same patient specimen shared 12-43 core non-recombinant SNPs and 0-20 frameshifts with each other, and the pangenomes of each sequence type consisted of 1406-1491 core genes and 231-264 accessory genes. However, neither the mutation nor the accessory genes were connected to a specific functional gene category. CONCLUSIONS Our findings show that the C. jejuni population recovered from an individual patient's stool are genetically diverse even within the same ST and may have shared common ancestors before specimens were obtained. The population is unlikely to have evolved from a single isolate at the time point of initial patient infection, leading us to conclude that patients were likely infected with a heterogeneous C. jejuni population. The diversity of the C. jejuni population found within individual stool specimens can inform future methodological approaches to attribution and outbreak investigations.
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Affiliation(s)
- Bilal Djeghout
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK
| | - Samuel J. Bloomfield
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK
| | - Steven Rudder
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK
| | - Ngozi Elumogo
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK ,grid.416391.80000 0004 0400 0120Eastern Pathology Alliance, Norfolk and Norwich University Hospital, Norwich, NR4 7UY UK
| | - Alison E. Mather
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK ,grid.8273.e0000 0001 1092 7967Faculty of Medicine and Health Sciences, University of East Anglia, Norwich, NR4 7TJ UK
| | - John Wain
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK ,grid.8273.e0000 0001 1092 7967Faculty of Medicine and Health Sciences, University of East Anglia, Norwich, NR4 7TJ UK
| | - Nicol Janecko
- grid.40368.390000 0000 9347 0159Quadram Institute Bioscience, Rosalind Franklin Rd, Norwich Research Park, Norwich, NR4 7UQ UK
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dessouky YE, Elsayed SW, Abdelsalam NA, Saif NA, Álvarez-Ordóñez A, Elhadidy M. Genomic insights into zoonotic transmission and antimicrobial resistance in Campylobacter jejuni from farm to fork: a one health perspective. Gut Pathog 2022; 14:44. [PMID: 36471447 PMCID: PMC9721040 DOI: 10.1186/s13099-022-00517-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 11/08/2022] [Indexed: 12/09/2022] Open
Abstract
BACKGROUND Campylobacteriosis represents a global public health threat with various socio-economic impacts. Among different Campylobacter species, Campylobacter jejuni (C. jejuni) is considered to be the foremost Campylobacter species responsible for most of gastrointestinal-related infections. Although these species are reported to primarily inhabit birds, its high genetic and phenotypic diversity allowed their adaptation to other animal reservoirs and to the environment that may impact on human infection. MAIN BODY A stringent and consistent surveillance program based on high resolution subtyping is crucial. Recently, different epidemiological investigations have implemented high-throughput sequencing technologies and analytical pipelines for higher resolution subtyping, accurate source attribution, and detection of antimicrobial resistance determinants among these species. In this review, we aim to present a comprehensive overview on the epidemiology, clinical presentation, antibiotic resistance, and transmission dynamics of Campylobacter, with specific focus on C. jejuni. This review also summarizes recent attempts of applying whole-genome sequencing (WGS) coupled with bioinformatic algorithms to identify and provide deeper insights into evolutionary and epidemiological dynamics of C. jejuni precisely along the farm-to-fork continuum. CONCLUSION WGS is a valuable addition to traditional surveillance methods for Campylobacter. It enables accurate typing of this pathogen and allows tracking of its transmission sources. It is also advantageous for in silico characterization of antibiotic resistance and virulence determinants, and hence implementation of control measures for containment of infection.
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Affiliation(s)
- Yara El dessouky
- grid.440881.10000 0004 0576 5483Biomedical Sciences Program, University of Science and Technology, Zewail City of Science and Technology, Giza, Egypt ,grid.440881.10000 0004 0576 5483Center for Genomics, Helmy Institute for Medical Sciences, Zewail City of Science and Technology, Giza, Egypt
| | - Salma W. Elsayed
- grid.440881.10000 0004 0576 5483Biomedical Sciences Program, University of Science and Technology, Zewail City of Science and Technology, Giza, Egypt ,grid.440881.10000 0004 0576 5483Center for Genomics, Helmy Institute for Medical Sciences, Zewail City of Science and Technology, Giza, Egypt ,grid.7269.a0000 0004 0621 1570Department of Microbiology and Immunology, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
| | - Nehal Adel Abdelsalam
- grid.440881.10000 0004 0576 5483Biomedical Sciences Program, University of Science and Technology, Zewail City of Science and Technology, Giza, Egypt ,grid.440881.10000 0004 0576 5483Center for Genomics, Helmy Institute for Medical Sciences, Zewail City of Science and Technology, Giza, Egypt ,grid.7776.10000 0004 0639 9286Department of Microbiology and Immunology, Faculty of Pharmacy, Cairo University, Cairo, Egypt
| | - Nehal A. Saif
- grid.440881.10000 0004 0576 5483Biomedical Sciences Program, University of Science and Technology, Zewail City of Science and Technology, Giza, Egypt ,grid.440881.10000 0004 0576 5483Center for Genomics, Helmy Institute for Medical Sciences, Zewail City of Science and Technology, Giza, Egypt
| | - Avelino Álvarez-Ordóñez
- grid.4807.b0000 0001 2187 3167Department of Food Hygiene and Technology and Institute of Food Science and Technology, Universidad de León, León, Spain
| | - Mohamed Elhadidy
- grid.440881.10000 0004 0576 5483Biomedical Sciences Program, University of Science and Technology, Zewail City of Science and Technology, Giza, Egypt ,grid.440881.10000 0004 0576 5483Center for Genomics, Helmy Institute for Medical Sciences, Zewail City of Science and Technology, Giza, Egypt ,grid.10251.370000000103426662Department of Bacteriology, Mycology and Immunology, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt
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Tsiklauri R, Gabashvili E, Kobakhidze S, Tabatadze L, Bobokhidze E, Dadiani K, Koulouris S, Kotetishvili M. In-silico analyses provide strong statistical evidence for intra-species recombination events of the gyrA and CmeABC operon loci contributing to the continued emergence of resistance to fluoroquinolones in natural populations of Campylobacter jejuni. J Glob Antimicrob Resist 2022; 31:22-31. [PMID: 35985623 DOI: 10.1016/j.jgar.2022.08.011] [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: 03/17/2022] [Revised: 08/11/2022] [Accepted: 08/12/2022] [Indexed: 12/30/2022] Open
Abstract
OBJECTIVES The continued emergence of Campylobacter jejuni strains resistant to fluoroquinolones (FQs) has posed a significant threat to global public health, leading frequently to undesirable outcomes of human campylobacteriosis treatment. The molecular genetic mechanisms contributing to the increased retention of resistance to FQs in natural populations of this species, especially in antibiotic-free environments, are not clearly understood. This study aimed to determine whether genetic recombination could be such a mechanism. METHODS We applied a large array of algorithms, imbedded in the SplitsTree and RDP4 software packages, to analyse the DNA sequences of the chromosomal loci, including the gyrA gene and the CmeABC operon, to identify events of their genetic recombination between C. jejuni strains. RESULTS The SplitsTree analyses of the above genetic loci resulted in several parallelograms with the bootstrap values being in a range of 94.7 to 100, with the high fit estimates being 99.3 to 100. These analyses were further strongly supported by the Phi test results (P ≤ 0.02715) and the RDP4-generated statistics (P ≤ 0.04005). The recombined chromosomal regions, along with the gyrA gene and CmeABC operon loci, were also found to contain the genetic loci that included, but were not limited to, the genes encoding for phosphoribosyltransferase, lipoprotein, outer membrane motility protein, and radical SAM domain protein. CONCLUSION These findings strongly suggest that the genetic recombination of the chromosomal regions involving gyrA, CmeABC, and their adjacent loci may be an additional mechanism underlying the constant emergence of epidemiologically successful FQ-resistant strains in natural populations of C. jejuni.
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Affiliation(s)
- Rusudan Tsiklauri
- Faculty of Medicine, Iv. Javakhishvili Tbilisi State University, Tbilisi, Georgia
| | - Ekaterine Gabashvili
- Bioinformatics Core, Scientific-Research Center of Agriculture, Tbilisi, Georgia
| | - Saba Kobakhidze
- Division of Risk Assessment, Scientific-Research Center of Agriculture, Tbilisi, Georgia
| | - Leila Tabatadze
- Division of Risk Assessment, Scientific-Research Center of Agriculture, Tbilisi, Georgia
| | - Ekaterine Bobokhidze
- Division of Risk Assessment, Scientific-Research Center of Agriculture, Tbilisi, Georgia
| | - Ketevan Dadiani
- Faculty of Medicine, Iv. Javakhishvili Tbilisi State University, Tbilisi, Georgia; G. Natadze Scientific-Research Institute of Sanitation, Hygiene and Medical Ecology, Tbilisi, Georgia
| | - Stylianos Koulouris
- European Commission, Directorate General for Health and Food Safety, Bruxelles/Brussel, Belgium
| | - Mamuka Kotetishvili
- G. Natadze Scientific-Research Institute of Sanitation, Hygiene and Medical Ecology, Tbilisi, Georgia; School of Science and Technology, Scientific Research Institute of the University of Georgia, Tbilisi, Georgia.
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Knipper AD, Ghoreishi N, Crease T. Prevalence and concentration of Campylobacter in faeces of dairy cows: A systematic review and meta-analysis. PLoS One 2022; 17:e0276018. [PMID: 36240215 PMCID: PMC9565387 DOI: 10.1371/journal.pone.0276018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 09/28/2022] [Indexed: 11/26/2022] Open
Abstract
The consumption of raw milk from dairy cows has caused multiple food-borne outbreaks of campylobacteriosis in the European Union (EU) since 2011. Cross-contamination of raw milk through faeces is an important vehicle for transmission of Campylobacter to consumers. This systematic review and meta-analysis, aimed to summarize data on the prevalence and concentration of Campylobacter in faeces of dairy cows. Suitable scientific articles published up to July 2021 were identified through a systematic literature search and subjected to screening and quality assessment. Fifty-three out of 1338 identified studies were eligible for data extraction and 44 were further eligible for meta-analysis. The pooled prevalence was calculated in two different meta-analytic models: a simple model based on one average prevalence estimate per study and a multilevel meta-analytic model that included all prevalence outcomes reported in each study (including different subgroups of e.g. health status and age of dairy cows). The results of the two models were significantly different with a pooled prevalence estimate of 29%, 95% CI [23-36%] and 51%, 95% CI [44-57%], respectively. The effect of sub-groups on prevalence were analyzed with a multilevel mixed-effect model which showed a significant effect of the faecal collection methods and Campylobacter species on the prevalence. A meta-analysis on concentration data could not be performed due to the limited availability of data. This systematic review highlights important data gaps and limitations in current studies and variation of prevalence outcomes between available studies. The included studies used a variety of methods for sampling, data collection and analysis of Campylobacter that added uncertainty to the pooled prevalence estimates. Nevertheless, the performed meta-analysis improved our understanding of Campylobacter prevalence in faeces of dairy cows and is considered a valuable basis for the further development of quantitative microbiological risk assessment models for Campylobacter in (raw) milk and food products thereof.
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Affiliation(s)
- Anna-Delia Knipper
- German Federal Institute for Risk Assessment (BfR), Department Biological Safety, Junior Research Group Supply Chain Models, Berlin, Germany
| | - Narges Ghoreishi
- German Federal Institute for Risk Assessment (BfR), Department Exposure, Unit of Epidemiology, Statistics and Exposure Modelling, Berlin, Germany
| | - Tasja Crease
- German Federal Institute for Risk Assessment (BfR), Department Biological Safety, Junior Research Group Supply Chain Models, Berlin, Germany
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St. Charles JL, Brooks PT, Bell JA, Ahmed H, Van Allen M, Manning SD, Mansfield LS. Zoonotic Transmission of Campylobacter jejuni to Caretakers From Sick Pen Calves Carrying a Mixed Population of Strains With and Without Guillain Barré Syndrome-Associated Lipooligosaccharide Loci. Front Microbiol 2022; 13:800269. [PMID: 35591997 PMCID: PMC9112162 DOI: 10.3389/fmicb.2022.800269] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 03/16/2022] [Indexed: 11/29/2022] Open
Abstract
Campylobacter jejuni causes foodborne gastroenteritis and may trigger acute autoimmune sequelae including Guillain Barré Syndrome. Onset of neuromuscular paralysis is associated with exposure to C. jejuni lipooligosaccharide (LOS) classes A, B, C, D, and E that mimic and evoke antibodies against gangliosides on myelin and axons of peripheral nerves. Family members managing a Michigan dairy operation reported recurring C. jejuni gastroenteritis. Because dairy cattle are known to shed C. jejuni, we hypothesized that calves in the sick pen were the source of human infections. Fecal samples obtained from twenty-five calves, one dog, and one asymptomatic family member were cultured for Campylobacter. C. jejuni isolates were obtained from thirteen calves and the family member: C. coli from two calves, and C. hyointestinalis from two calves. Some calves had diarrhea; most were clinically normal. Typing of lipooligosaccharide biosynthetic loci showed that eight calf C. jejuni isolates fell into classes A, B, and C. Two calf isolates and the human isolate possessed LOS class E, associated mainly with enteric disease and rarely with Guillain Barré Syndrome. Multi-locus sequence typing, porA and flaA typing, and whole genome comparisons of the thirteen C. jejuni isolates indicated that the three LOS class E strains that included the human isolate were closely related, indicating zoonotic transmission. Whole-genome comparisons revealed that isolates differed in virulence gene content, particularly in loci encoding biosynthesis of surface structures. Family members experienced diarrheal illness repeatedly over 2 years, yet none experienced GBS despite exposure to calves carrying invasive C. jejuni with LOS known to elicit antiganglioside autoantibodies.
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Affiliation(s)
- Jessica L. St. Charles
- Comparative Enteric Diseases Laboratory, Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Comparative Medicine and Integrative Biology, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
| | - Phillip T. Brooks
- Comparative Enteric Diseases Laboratory, Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Comparative Medicine and Integrative Biology, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Institute for Integrative Toxicology, Michigan State University, East Lansing, MI, United States
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
| | - Julia A. Bell
- Comparative Enteric Diseases Laboratory, Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
| | - Husnain Ahmed
- Comparative Enteric Diseases Laboratory, Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Comparative Medicine and Integrative Biology, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
| | - Mia Van Allen
- Comparative Enteric Diseases Laboratory, Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
| | - Shannon D. Manning
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, United States
| | - Linda S. Mansfield
- Comparative Enteric Diseases Laboratory, Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Comparative Medicine and Integrative Biology, College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Institute for Integrative Toxicology, Michigan State University, East Lansing, MI, United States
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, United States
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, United States
- *Correspondence: Linda S. Mansfield,
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"Take It or Leave It"-Factors Regulating Competence Development and DNA Uptake in Campylobacter jejuni. Int J Mol Sci 2021; 22:ijms221810169. [PMID: 34576332 PMCID: PMC8468864 DOI: 10.3390/ijms221810169] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 09/14/2021] [Accepted: 09/15/2021] [Indexed: 11/21/2022] Open
Abstract
Campylobacter jejuni has a large adaptive potential due to enormous genetic exchange. Factors regulating natural transformation in this food-borne pathogen are largely unknown but of interest for the application of sustained reduction strategies in the food-processing industry. Using a single cell DNA uptake assay, we visualized that recognition of methylated C. jejuni DNA was essential for the first step of DNA uptake into a DNase resistant state. Transformation rates using a resistance marker correlated with the fraction of competent bacteria, harboring one to maximally four locations of active DNA uptake, not necessarily being located at the cell pole. Competence developed with rising pH between 6.5 and 7.5 under microaerobic conditions and was nearly insensitive towards growth temperatures between 32 °C and 42 °C, CO2 concentrations ranging from 0 to 50% and growth rates. However, competence development was abolished at pH 5 or under aerobic stress conditions, in which the bacteria ceased growth but fully survived. The DNA uptake machinery in competent bacteria shut down at slightly acidic pH and was reversibly switched on upon neutralization. It was dependent on the proton motive force and, in contrast to competence development, slightly enhanced under aerobic conditions. The results suggest that natural transformation in C. jejuni occurs in the neutral and microaerobic intestinal environment for enhanced genetic diversity and pre-adaption before host switch. In addition, highly competent bacteria might be shed into the environment, still able to acquire genetic material for increased survival.
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Ma L, Konkel ME, Lu X. Antimicrobial Resistance Gene Transfer from Campylobacter jejuni in Mono- and Dual-Species Biofilms. Appl Environ Microbiol 2021; 87:e0065921. [PMID: 33990313 PMCID: PMC8276811 DOI: 10.1128/aem.00659-21] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 05/13/2021] [Indexed: 01/16/2023] Open
Abstract
Horizontal gene transfer (HGT) is a driving force for the dissemination of antimicrobial resistance (AMR) genes among Campylobacter jejuni organisms, a leading cause of foodborne gastroenteritis worldwide. Although HGT is well documented for C. jejuni planktonic cells, the role of C. jejuni biofilms in AMR spread that likely occurs in the environment is poorly understood. Here, we developed a cocultivation model to investigate the HGT of chromosomally encoded AMR genes between two C. jejuni F38011 AMR mutants in biofilms. Compared to planktonic cells, C. jejuni biofilms significantly promoted HGT (P < 0.05), resulting in an increase of HGT frequencies by up to 17.5-fold. Dynamic study revealed that HGT in biofilms increased at the early stage (i.e., from 24 h to 48 h) and remained stable during 48 to 72 h. Biofilms continuously released the HGT mutants into supernatant culture, indicating spontaneous dissemination of AMR to broader niches. DNase I treatment confirmed the role of natural transformation in genetic exchange. HGT was not associated with biofilm biomass, cell density, or bacterial metabolic activity, whereas the presence of extracellular DNA was negatively correlated with the altered HGT frequencies. HGT in biofilms also had a strain-to-strain variation. A synergistic HGT effect was observed between C. jejuni with different genomic backgrounds (i.e., C. jejuni NCTC 11168 chloramphenicol-resistant strain and F38011 kanamycin-resistant strain). C. jejuni performed HGT at the frequency of 10-7 in Escherichia coli-C. jejuni biofilms, while HGT was not detectable in Salmonella enterica-C. jejuni biofilms. IMPORTANCE Antimicrobial-resistant C. jejuni has been listed as a high priority of public health concern worldwide. To tackle the rapid evolution of AMR in C. jejuni, it is of great importance to understand the extent and characteristics of HGT in C. jejuni biofilms, which serve as the main survival strategy of this microbe in the farm-to-table continuum. In this study, we demonstrated that biofilms significantly enhanced HGT compared to the planktonic state (P < 0.05). Biofilm cultivation time and extracellular DNA (eDNA) amount were related to varied HGT frequencies. C. jejuni could spread AMR genes in both monospecies and dual-species biofilms, mimicking the survival mode of C. jejuni in food chains. These findings indicated that the risk and extent of AMR transmission among C. jejuni organisms have been underestimated, as previous HGT studies mainly focused on the planktonic state. Future AMR controlling measures can target biofilms and their main component eDNA.
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Affiliation(s)
- Luyao Ma
- Food, Nutrition and Health Program, Faculty of Land and Food Systems, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Michael E. Konkel
- School of Molecular Biosciences, Washington State University, Pullman, Washington, USA
| | - Xiaonan Lu
- Food, Nutrition and Health Program, Faculty of Land and Food Systems, The University of British Columbia, Vancouver, British Columbia, Canada
- Department of Food Science and Agricultural Chemistry, Faculty of Agricultural and Environmental Sciences, McGill University, Quebec, Canada
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