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Keith M, Park de la Torriente A, Chalka A, Vallejo-Trujillo A, McAteer SP, Paterson GK, Low AS, Gally DL. Predictive phage therapy for Escherichia coli urinary tract infections: Cocktail selection for therapy based on machine learning models. Proc Natl Acad Sci U S A 2024; 121:e2313574121. [PMID: 38478693 PMCID: PMC10962980 DOI: 10.1073/pnas.2313574121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 02/04/2024] [Indexed: 03/27/2024] Open
Abstract
This study supports the development of predictive bacteriophage (phage) therapy: the concept of phage cocktail selection to treat a bacterial infection based on machine learning (ML) models. For this purpose, ML models were trained on thousands of measured interactions between a panel of phage and sequenced bacterial isolates. The concept was applied to Escherichia coli associated with urinary tract infections. This is an important common infection in humans and companion animals from which multidrug-resistant (MDR) bloodstream infections can originate. The global threat of MDR infection has reinvigorated international efforts into alternatives to antibiotics including phage therapy. E. coli exhibit extensive genome-level variation due to horizontal gene transfer via phage and plasmids. Associated with this, phage selection for E. coli is difficult as individual isolates can exhibit considerable variation in phage susceptibility due to differences in factors important to phage infection including phage receptor profiles and resistance mechanisms. The activity of 31 phage was measured on 314 isolates with growth curves in artificial urine. Random Forest models were built for each phage from bacterial genome features, and the more generalist phage, acting on over 20% of the bacterial population, exhibited F1 scores of >0.6 and could be used to predict phage cocktails effective against previously untested strains. The study demonstrates the potential of predictive ML models which integrate bacterial genomics with phage activity datasets allowing their use on data derived from direct sequencing of clinical samples to inform rapid and effective phage therapy.
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Affiliation(s)
- Marianne Keith
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - Alba Park de la Torriente
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - Antonia Chalka
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - Adriana Vallejo-Trujillo
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - Sean P. McAteer
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - Gavin K. Paterson
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
- Royal (Dick) School of Veterinary Studies, Easter Bush Pathology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - Alison S. Low
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
| | - David L. Gally
- The Roslin Institute, Division of Bacteriology, University of Edinburgh, EdinburghEH25 9RG, United Kingdom
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2
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Ring N, Low AS, Wee B, Paterson GK, Nuttall T, Gally D, Mellanby R, Fitzgerald JR. Rapid metagenomic sequencing for diagnosis and antimicrobial sensitivity prediction of canine bacterial infections. Microb Genom 2023; 9:mgen001066. [PMID: 37471128 PMCID: PMC10438823 DOI: 10.1099/mgen.0.001066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 06/18/2023] [Indexed: 07/21/2023] Open
Abstract
Antimicrobial resistance is a major threat to human and animal health. There is an urgent need to ensure that antimicrobials are used appropriately to limit the emergence and impact of resistance. In the human and veterinary healthcare setting, traditional culture and antimicrobial sensitivity testing typically requires 48-72 h to identify appropriate antibiotics for treatment. In the meantime, broad-spectrum antimicrobials are often used, which may be ineffective or impact non-target commensal bacteria. Here, we present a rapid, culture-free, diagnostics pipeline, involving metagenomic nanopore sequencing directly from clinical urine and skin samples of dogs. We have planned this pipeline to be versatile and easily implementable in a clinical setting, with the potential for future adaptation to different sample types and animals. Using our approach, we can identify the bacterial pathogen present within 5 h, in some cases detecting species which are difficult to culture. For urine samples, we can predict antibiotic sensitivity with up to 95 % accuracy. Skin swabs usually have lower bacterial abundance and higher host DNA, confounding antibiotic sensitivity prediction; an additional host depletion step will likely be required during the processing of these, and other types of samples with high levels of host cell contamination. In summary, our pipeline represents an important step towards the design of individually tailored veterinary treatment plans on the same day as presentation, facilitating the effective use of antibiotics and promoting better antimicrobial stewardship.
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Affiliation(s)
- Natalie Ring
- The Roslin Institute, University of Edinburgh, Edinburgh, UK
- Royal (Dick) School of Veterinary Studies, University of Edinburgh, Edinburgh, UK
| | - Alison S. Low
- The Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Bryan Wee
- The Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Gavin K. Paterson
- The Roslin Institute, University of Edinburgh, Edinburgh, UK
- Royal (Dick) School of Veterinary Studies, University of Edinburgh, Edinburgh, UK
| | - Tim Nuttall
- Royal (Dick) School of Veterinary Studies, University of Edinburgh, Edinburgh, UK
| | - David Gally
- The Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Richard Mellanby
- Royal (Dick) School of Veterinary Studies, University of Edinburgh, Edinburgh, UK
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3
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Fitzgerald S, Rossi G, Low AS, McAteer SP, O’Keefe B, Findlay D, Cameron GJ, Pollard P, Singleton PTR, Ponton G, Singer AC, Farkas K, Jones D, Graham DW, Quintela-Baluja M, Tait-Burkard C, Gally DL, Kao R, Corbishley A. Site Specific Relationships between COVID-19 Cases and SARS-CoV-2 Viral Load in Wastewater Treatment Plant Influent. Environ Sci Technol 2021; 55:15276-15286. [PMID: 34738785 PMCID: PMC8577191 DOI: 10.1021/acs.est.1c05029] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 10/13/2021] [Accepted: 10/26/2021] [Indexed: 05/20/2023]
Abstract
Wastewater based epidemiology (WBE) has become an important tool during the COVID-19 pandemic, however the relationship between SARS-CoV-2 RNA in wastewater treatment plant influent (WWTP) and cases in the community is not well-defined. We report here the development of a national WBE program across 28 WWTPs serving 50% of the population of Scotland, including large conurbations, as well as low-density rural and remote island communities. For each WWTP catchment area, we quantified spatial and temporal relationships between SARS-CoV-2 RNA in wastewater and COVID-19 cases. Daily WWTP SARS-CoV-2 influent viral RNA load, calculated using daily influent flow rates, had the strongest correlation (ρ > 0.9) with COVID-19 cases within a catchment. As the incidence of COVID-19 cases within a community increased, a linear relationship emerged between cases and influent viral RNA load. There were significant differences between WWTPs in their capacity to predict case numbers based on influent viral RNA load, with the limit of detection ranging from 25 cases for larger plants to a single case in smaller plants. SARS-CoV-2 viral RNA load can be used to predict the number of cases detected in the WWTP catchment area, with a clear statistically significant relationship observed above site-specific case thresholds.
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Affiliation(s)
- Stephen
F. Fitzgerald
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - Gianluigi Rossi
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - Alison S. Low
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - Sean P. McAteer
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - Brian O’Keefe
- Scottish
Environment Protection Agency, Strathallan House, Stirling FK9 4TZ, United Kingdom
| | - David Findlay
- Scottish
Environment Protection Agency, Strathallan House, Stirling FK9 4TZ, United Kingdom
| | - Graeme J. Cameron
- Scottish
Environment Protection Agency, Strathallan House, Stirling FK9 4TZ, United Kingdom
| | - Peter Pollard
- Scottish
Environment Protection Agency, Strathallan House, Stirling FK9 4TZ, United Kingdom
| | - Peter T. R. Singleton
- Scottish
Environment Protection Agency, Strathallan House, Stirling FK9 4TZ, United Kingdom
| | - George Ponton
- Scottish
Water, Castle House, 6 Castle Drive, Dunfermline KY11 8GG, United Kingdom
| | - Andrew C. Singer
- UK
Centre for Ecology & Hydrology, Wallingford OX10 8BB, United Kingdom
| | - Kata Farkas
- School
of Natural Sciences, Bangor University, Deiniol Road, Bangor, Gwynedd LL57 2UW, United Kingdom
- School of
Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, United
Kingdom
| | - Davey Jones
- School
of Natural Sciences, Bangor University, Deiniol Road, Bangor, Gwynedd LL57 2UW, United Kingdom
| | - David W. Graham
- School
of Engineering, Newcastle University, Newcastle upon Tyne NE1
7RU, United Kingdom
| | - Marcos Quintela-Baluja
- School
of Engineering, Newcastle University, Newcastle upon Tyne NE1
7RU, United Kingdom
| | - Christine Tait-Burkard
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - David L. Gally
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - Rowland Kao
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
| | - Alexander Corbishley
- The
Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, United Kingdom
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4
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Pollock J, Low AS, McHugh RE, Muwonge A, Stevens MP, Corbishley A, Gally DL. Alternatives to antibiotics in a One Health context and the role genomics can play in reducing antimicrobial use. Clin Microbiol Infect 2020; 26:1617-1621. [PMID: 32220638 DOI: 10.1016/j.cmi.2020.02.028] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2019] [Revised: 02/19/2020] [Accepted: 02/22/2020] [Indexed: 01/16/2023]
Abstract
BACKGROUND This review follows on from the International Conference on One Health Antimicrobial Resistance (ICOHAR 2019), where strategies to improve the fundamental understanding and management of antimicrobial resistance at the interface between humans, animals and the environment were discussed. OBJECTIVE This review identifies alternatives to antimicrobials in a One Health context, noting how advances in genomic technologies are assisting their development and enabling more targeted use of antimicrobials. SOURCES Key articles on the use of microbiota modulation, livestock breeding and gene editing, vaccination, antivirulence strategies and bacteriophage therapy are discussed. CONTENT Antimicrobials are central for disease control, but reducing their use is paramount as a result of the rise of transmissible antimicrobial resistance. This review discusses antimicrobial alternatives in the context of improved understanding of fundamental host-pathogen and microbiota interactions using genomic tools. IMPLICATIONS Host and microbial genomics and other novel technologies play an important role in devising disease control strategies for healthier animals and humans that in turn reduce our reliance on antimicrobials.
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Affiliation(s)
- J Pollock
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Edinburgh, UK
| | - A S Low
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Edinburgh, UK
| | - R E McHugh
- Institute of Infection, Immunity & Inflammation, University of Glasgow, Glasgow, Scotland, UK; Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, Scotland, UK
| | - A Muwonge
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Edinburgh, UK
| | - M P Stevens
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Edinburgh, UK
| | - A Corbishley
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Edinburgh, UK
| | - D L Gally
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Edinburgh, UK.
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5
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Cowley LA, Low AS, Pickard D, Boinett CJ, Dallman TJ, Day M, Perry N, Gally DL, Parkhill J, Jenkins C, Cain AK. Transposon Insertion Sequencing Elucidates Novel Gene Involvement in Susceptibility and Resistance to Phages T4 and T7 in Escherichia coli O157. mBio 2018. [PMID: 30042196 DOI: 10.1128/mbio] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/12/2023] Open
Abstract
Experiments using bacteriophage (phage) to infect bacterial strains have helped define some basic genetic concepts in microbiology, but our understanding of the complexity of bacterium-phage interactions is still limited. As the global threat of antibiotic resistance continues to increase, phage therapy has reemerged as an attractive alternative or supplement to treating antibiotic-resistant bacterial infections. Further, the long-used method of phage typing to classify bacterial strains is being replaced by molecular genetic techniques. Thus, there is a growing need for a complete understanding of the precise molecular mechanisms underpinning phage-bacterium interactions to optimize phage therapy for the clinic as well as for retrospectively interpreting phage typing data on the molecular level. In this study, a genomics-based fitness assay (TraDIS) was used to identify all host genes involved in phage susceptibility and resistance for a T4 phage infecting Shiga-toxigenic Escherichia coli O157. The TraDIS results identified both established and previously unidentified genes involved in phage infection, and a subset were confirmed by site-directed mutagenesis and phenotypic testing of 14 T4 and 2 T7 phages. For the first time, the entire sap operon was implicated in phage susceptibility and, conversely, the stringent starvation protein A gene (sspA) was shown to provide phage resistance. Identifying genes involved in phage infection and replication should facilitate the selection of bespoke phage combinations to target specific bacterial pathogens.IMPORTANCE Antibiotic resistance has diminished treatment options for many common bacterial infections. Phage therapy is an alternative option that was once popularly used across Europe to kill bacteria within humans. Phage therapy acts by using highly specific viruses (called phages) that infect and lyse certain bacterial species to treat the infection. Whole-genome sequencing has allowed modernization of the investigations into phage-bacterium interactions. Here, using E. coli O157 and T4 bacteriophage as a model, we have exploited a genome-wide fitness assay to investigate all genes involved in defining phage resistance or susceptibility. This knowledge of the genetic determinants of phage resistance and susceptibility can be used to design bespoke phage combinations targeted to specific bacterial infections for successful infection eradication.
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Affiliation(s)
- Lauren A Cowley
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
- Center for Communicable Disease Dynamics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Alison S Low
- Division of Immunity and Infection, the Roslin Institute and Royal (Dick) School of Veterinary Studies, the University of Edinburgh, Midlothian, United Kingdom
| | - Derek Pickard
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
| | - Christine J Boinett
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Timothy J Dallman
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - Martin Day
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - Neil Perry
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - David L Gally
- Division of Immunity and Infection, the Roslin Institute and Royal (Dick) School of Veterinary Studies, the University of Edinburgh, Midlothian, United Kingdom
| | - Julian Parkhill
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
| | - Claire Jenkins
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - Amy K Cain
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
- Department of Chemistry and Biomolecular Sciences, Macquarie University, Sydney, NSW, Australia
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6
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Cowley LA, Low AS, Pickard D, Boinett CJ, Dallman TJ, Day M, Perry N, Gally DL, Parkhill J, Jenkins C, Cain AK. Transposon Insertion Sequencing Elucidates Novel Gene Involvement in Susceptibility and Resistance to Phages T4 and T7 in Escherichia coli O157. mBio 2018; 9:e00705-18. [PMID: 30042196 PMCID: PMC6058288 DOI: 10.1128/mbio.00705-18] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Accepted: 06/27/2018] [Indexed: 01/01/2023] Open
Abstract
Experiments using bacteriophage (phage) to infect bacterial strains have helped define some basic genetic concepts in microbiology, but our understanding of the complexity of bacterium-phage interactions is still limited. As the global threat of antibiotic resistance continues to increase, phage therapy has reemerged as an attractive alternative or supplement to treating antibiotic-resistant bacterial infections. Further, the long-used method of phage typing to classify bacterial strains is being replaced by molecular genetic techniques. Thus, there is a growing need for a complete understanding of the precise molecular mechanisms underpinning phage-bacterium interactions to optimize phage therapy for the clinic as well as for retrospectively interpreting phage typing data on the molecular level. In this study, a genomics-based fitness assay (TraDIS) was used to identify all host genes involved in phage susceptibility and resistance for a T4 phage infecting Shiga-toxigenic Escherichia coli O157. The TraDIS results identified both established and previously unidentified genes involved in phage infection, and a subset were confirmed by site-directed mutagenesis and phenotypic testing of 14 T4 and 2 T7 phages. For the first time, the entire sap operon was implicated in phage susceptibility and, conversely, the stringent starvation protein A gene (sspA) was shown to provide phage resistance. Identifying genes involved in phage infection and replication should facilitate the selection of bespoke phage combinations to target specific bacterial pathogens.IMPORTANCE Antibiotic resistance has diminished treatment options for many common bacterial infections. Phage therapy is an alternative option that was once popularly used across Europe to kill bacteria within humans. Phage therapy acts by using highly specific viruses (called phages) that infect and lyse certain bacterial species to treat the infection. Whole-genome sequencing has allowed modernization of the investigations into phage-bacterium interactions. Here, using E. coli O157 and T4 bacteriophage as a model, we have exploited a genome-wide fitness assay to investigate all genes involved in defining phage resistance or susceptibility. This knowledge of the genetic determinants of phage resistance and susceptibility can be used to design bespoke phage combinations targeted to specific bacterial infections for successful infection eradication.
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Affiliation(s)
- Lauren A Cowley
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
- Center for Communicable Disease Dynamics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Alison S Low
- Division of Immunity and Infection, the Roslin Institute and Royal (Dick) School of Veterinary Studies, the University of Edinburgh, Midlothian, United Kingdom
| | - Derek Pickard
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
| | - Christine J Boinett
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Timothy J Dallman
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - Martin Day
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - Neil Perry
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - David L Gally
- Division of Immunity and Infection, the Roslin Institute and Royal (Dick) School of Veterinary Studies, the University of Edinburgh, Midlothian, United Kingdom
| | - Julian Parkhill
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
| | - Claire Jenkins
- Gastrointestinal Bacterial Reference Unit, Public Health England, London United Kingdom
| | - Amy K Cain
- Wellcome Trust Sanger Institute, Hinxton, Cambridge United Kingdom
- Department of Chemistry and Biomolecular Sciences, Macquarie University, Sydney, NSW, Australia
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7
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Taylor RB, Low AS. Stability of Chlorproguanil in Solution. J Pharm Pharmacol 2011. [DOI: 10.1111/j.2042-7158.1990.tb14494.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Affiliation(s)
- RB Taylor
- Robert Gordon's Institute of Technology, Aberdeen, Scotland
| | - AS Low
- Robert Gordon's Institute of Technology, Aberdeen, Scotland
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8
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Low AS, Holden N, Rosser T, Roe AJ, Constantinidou C, Hobman JL, Smith DGE, Low JC, Gally DL. Analysis of fimbrial gene clusters and their expression in enterohaemorrhagic Escherichia coli O157:H7. Environ Microbiol 2006; 8:1033-47. [PMID: 16689724 DOI: 10.1111/j.1462-2920.2006.00995.x] [Citation(s) in RCA: 83] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
The sequence of two enterohaemorrhagic Escherichia coli (EHEC) O157:H7 strains reveals the possession of at least 16 fimbrial gene clusters, many of the chaperone/usher class. The first part of this study examined the distribution of these clusters in a selection of EHEC/EPEC (enteropathogenic E. coli) serotypes to determine if any were likely to be unique to E. coli O157:H7. Six of the clusters, as determined by the presence of amplified main subunit or usher gene sequences, were detected only in the E. coli O157 and O145 serotypes tested. With the exception of one serotype O103 strain that contained an lpf2 cluster, lpf sequences were only detected in E. coli O157 of the serotypes tested. Expression from each cluster was measured by the construction of chromosomally integrated lacZ promoter fusions and plasmid-based eGFP fusions in E. coli O157:H7. This analysis demonstrated that the majority (11/15) of main fimbrial subunit genes were not expressed under the majority of conditions tested in vitro. One of the clusters showing promoter activity, loc8, has a temperature expression optimum indicating a possible role outside the host. From the presence of pseudogenes in three of the clusters, the lack of FimH-like minor adhesins in the clusters and their limited expression in vitro, it would appear that E. coli O157:H7 has a limited repertoire of expressed functional fimbriae. This restricted selection of fimbriae may be important in bringing about the tropism E. coli O157:H7 demonstrates for the terminal rectum of cattle.
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Affiliation(s)
- Alison S Low
- Zoonotic and Animal Pathogens Research Laboratory, Centre for Infectious Diseases, Chancellor's Building, University of Edinburgh, Edinburgh, EH16 4SB, UK
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9
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Low AS, Dziva F, Torres AG, Martinez JL, Rosser T, Naylor S, Spears K, Holden N, Mahajan A, Findlay J, Sales J, Smith DGE, Low JC, Stevens MP, Gally DL. Cloning, expression, and characterization of fimbrial operon F9 from enterohemorrhagic Escherichia coli O157:H7. Infect Immun 2006; 74:2233-44. [PMID: 16552054 PMCID: PMC1418889 DOI: 10.1128/iai.74.4.2233-2244.2006] [Citation(s) in RCA: 71] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Recent transposon mutagenesis studies with two enterohemorrhagic Escherichia coli (EHEC) strains, a sero- type O26:H- strain and a serotype O157:H7 strain, led to identification of a putative fimbrial operon that promotes colonization of young calves (1 to 2 weeks old). The distribution of the gene encoding the major fimbrial subunit present in O-island 61 of EHEC O157:H7 in a characterized set of 78 diarrheagenic E. coli strains was determined, and this gene was found in 87.2% of the strains and is therefore not an EHEC-specific region. The cluster was amplified by long-range PCR and cloned into the inducible expression vector pBAD18. Induced expression in E. coli K-12 led to production of fimbriae, as demonstrated by transmission electron microscopy and sodium dodecyl sulfate-polyacrylamide gel electrophoresis analysis. The fimbriae were purified, and sera to the purified major subunit were raised and used to demonstrate expression from wild-type E. coli O157:H7 strains. Induced expression of the fimbriae, designated F9 fimbriae, was used to characterize binding to bovine epithelial cells, bovine gastrointestinal tissue explants, and extracellular matrix components. The fimbriae promoted increases in the levels of E. coli K-12 binding only to bovine epithelial cells. In contrast, induced expression of F9 fimbriae in E. coli O157:H7 significantly reduced adherence of the bacteria to bovine gastrointestinal explant tissue. This may have been due to physical hindrance of type III secretion-dependent attachment. The main F9 subunit gene was deleted in E. coli O157:H7, and the resulting mutant was compared with the wild-type strain for colonization in weaned cattle. While the shedding levels of the mutant were reduced, the animals were still colonized at the terminal rectum, indicating that the adhesin is not responsible for the rectal tropism observed but may contribute to colonization at other sites, as demonstrated previously with very young animals.
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Affiliation(s)
- Alison S Low
- Zoonotic and Animal Pathogens Research Laboratory, Centre for Infectious Diseases, Chancellor's Building, University of Edinburgh, 49 Little France Crescent, Edinburgh, EH16 4SB, United Kingdom
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10
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Low AS, Gonzalez-Gay MA, Akil M, Amos RS, Bax DE, Cannings C, Hajeer A, Till SH, Winfield J, Ollier WE, Wilson AG. TNF +489 polymorphism does not contribute to susceptibility to rheumatoid arthritis. Clin Exp Rheumatol 2002; 20:829-32. [PMID: 12508775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/28/2023]
Abstract
OBJECTIVES To determine if a tumour necrosis factor (TNF +489) polymorphism is associated with susceptibility to rheumatoid arthritis (RA). METHODS Two European populations were studied: 217 controls and 238 patients from the north of England and 145 controls and 179 patients from Spain. HLA-DRB1 and TNF +489 markers were typed using polymerase chain reaction based methods. RESULTS Strong associations were demonstrated with shared epitope (SE) encoding HLA-DRB1 alleles in the English (OR = 2.9 [2.2-3.9]) and Spanish (OR = 2.3 [1.6-3.3]) populations, however no association was found with TNF +489 alleles. Furthermore carriage of TNF +489A was not associated with the presence of radiological erosions, rheumatoid nodules or rheumatoid factor. CONCLUSION The role of the TNF locus in the genetic background of RA is unclear, however, our data does not support the previous reported association of the TNF +489A allele with RA susceptibility or severity.
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Affiliation(s)
- A S Low
- Division of Genomic Medicine, Royal Hallamshire Hospital, Sheffield, UK
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Abstract
The gene for tumour necrosis factor (TNF) lies at the telomeric end of the class III region of the major histocompatibility complex (MHC). Polymorphisms within this gene have been implicated in the genetic background of a large number of common human diseases. Recently two polymorphisms, TNF +489 and +691, have been described in the first intron of TNF (+489, G to A transition; +691, G deletion) and disease associations have been reported; however, the pattern of linkage disequilibrium with other MHC alleles has not been studied. We have therefore studied the association of TNF alleles with HLA-DR, -DQ and -B alleles in 216 healthy individuals from the north of England. The frequencies of the uncommon alleles were 0.08 (+489A) and 0.05 (+691Gdel). The +489A allele is associated with carriage of DRB1*1104, DQB1*0301, B18 and B35. The +691Gdel allele is associated with carriage of DRB1*13 *11, DQB1*0301 and B44. Knowledge of the pattern of association, indicating probable linkage disequilibrium, between these TNF alleles may be useful in studies aimed at determining the role of this locus in the genetic background of the large number of diseases which show genetic associations with MHC haplotypes.
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Affiliation(s)
- A S Low
- Division of Genomic Medicine, University of Sheffield, Royal Hallamshire Hospital, Sheffield S10 2JF, UK
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12
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Low AS, MacKenzie FM, Gould IM, Booth IR. Protected environments allow parallel evolution of a bacterial pathogen in a patient subjected to long-term antibiotic therapy. Mol Microbiol 2001; 42:619-30. [PMID: 11722730 DOI: 10.1046/j.1365-2958.2001.02647.x] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Long-term antibiotic treatment offers a rare opportunity to study the evolution of bacteria within the same individual. The appearance of new variants has been suggested to take place via the selection of enhanced resistance in compartments of the body in which the antibiotic concentration is low. Laboratory models of protected compartments have elegantly demonstrated their potential in selecting novel variants. However, comparable data from patients have been rare. In this study, extended antibiotic therapy in a single patient suffering from multiple infected liver cysts has provided the opportunity to observe and analyse the molecular evolution of antibiotic resistance. Each isolate has the same basic ompC gene sequence that is distinct from other Escherichia coli isolates, which suggests that they derive from the same founder population. However, the isolates differ in their auxotrophic markers, in the pI values of their dominant beta-lactamase activities and in the mutations in the promoter region of the ampC gene leading to increased expression of the AmpC enzyme. The data provide strong evidence for a single focal infection expanding via parallel pathways of evolution to give a range of antibiotic-resistant isolates. These data suggest that the infected cysts provide numerous protected environments that are the foci for the separate development of distinct variants.
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Affiliation(s)
- A S Low
- Department of Molecular and Cell Biology, University of Aberdeen, Institute of Medical Sciences, Aberdeen AB25 2ZD, UK
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13
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Abstract
BACKGROUND The quality of medicines available in some less-developed countries is inadequate in terms of content of active ingredient. Reasons for the poor quality of drugs include widespread counterfeiting of medicines in less-developed countries, excessive decomposition of active ingredient as a result of high temperature and humidity, and poor quality assurance during the manufacture of medicinal products. Our aim was to investigate the quality of different drugs obtained from retail pharmacies in two urban areas of Nigeria, and, in instances of poor quality, to ascertain the reason why. METHODS We randomly collected 581 samples of 27 different drugs from 35 pharmacies in Lagos and Abuja in Nigeria. We analysed the medicines for drug content by validated chromatographic methods, and compared our results with pharmacopoeial requirements. FINDINGS 279 (48%) samples did not comply with set pharmacopoeial limits, and this proportion was uniform for the various types of drugs tested. Although some preparations contained no active ingredient, most had amounts just outside the pharmacopoeial limits. We identified samples with both too much and too little active drug content. INTERPRETATION The most probable cause of the poor quality of drugs is absence of adequate quality assurance during manufacture. Substandard drugs sold in the pharmacies of less-developed countries could contribute to global microbial resistance and therapeutic failure of infectious diseases.
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Affiliation(s)
- R B Taylor
- School of Pharmacy, The Robert Gordon University, Schoolhill, AB10 1FR, Aberdeen, UK
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14
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Taylor RB, Reid RG, Low AS. Analysis of proguanil and its metabolites by application of the sweeping technique in micellar electrokinetic chromatography. J Chromatogr A 2001; 916:201-6. [PMID: 11382292 DOI: 10.1016/s0021-9673(00)01035-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The method of applying large sample volumes in micellar electrokinetic chromatography termed sweeping is applied to determine the conservative limits of detection of some basic drugs in plasma and urine. The biguanides proguanil, 4-chlorophenylbiguanide and cycloguanil are used as models of basic drugs and the limits of detection obtained compared with those previously reported for capillary zone electrophoresis using field-amplified sample injection (FASI) and also by LC using off-line preconcentration. It is found that the sweeping method can be applied to extracts of such biological matrices. The limits of detection obtained by sweeping are improved over FASI for plasma but not for urine and the limits of detection are higher than those reported for LC, for these compounds.
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Affiliation(s)
- R B Taylor
- School of Pharmacy, Robert Gordon University, Schoolhill, Aberdeen, UK.
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15
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Abstract
An HPLC method is described using octadecylsilica (3 microns) with an acetonitrile phosphate buffer mobile phase containing diethylamine which is capable of separating ketoconazole [(+/-)-cis-1-acetyl-4-(4[2-(dichlorophenyl)-2- (1H-imidazol-1-ylmethyl)-1,3-dioxolan-4-yl]methoxy]phenyl)pi perazine] from four related compounds, (R049223, R063600, R053165 and R039519) and from excipients in tablets, cream and shampoo. The method was validated using an external calibration method for tablets, shampoo and creams and a standard addition method for cream. The limits of detection for the related compounds in the presence of ketoconazole are also reported.
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Affiliation(s)
- A S Low
- School of Pharmacy, Robert Gordon University, Schoolhill, Aberdeen, UK
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16
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Abstract
Much effort and resources have been focused on improving or evolving antimalarial prophylactic regimens in order to reduce the increasing problems of malaria infection in nonimmune travelers to malaria endemic regions. Falciparum malaria in travelers returned from Africa has been attributed to reduced efficacy of chloroquine against chloroquine-resistant strains of Plasmodium falciparum (CRPF). Reported prophylaxis use by tourists from East Africa suggests only 52% admit taking their chemoprophylaxis without any missed doses. The effect of noncompliance with chloroquine (CQ) or proguanil (PG) in East Africa has been estimated as equivalent to taking no prophylaxis at all. The influence of poor compliance and/or parasite resistance on the changing pattern of malaria among travelers needs to be understood if methods of reducing morbidity are to be identified. In a number of studies, prophylaxis compliance in travelers has been collected by self-administered questionnaires from which prophylaxis efficacy of drug regimens has been calculated. The interpretation of drug efficacy has hinged on drug compliance and is controversial. We have addressed the role of chemoprophylaxis compliance in travelers with malaria using a prospective study of 368 malaria patients attending the Hospital for Tropical Diseases by examining their travel history and reported prophylaxis compliance compared to their actual plasma drug levels. This has enabled us to characterize the role of CRPF and poor compliance in the etiology of breakthrough malaria in travelers.
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Affiliation(s)
- R H Behrens
- Travel Clinic, Hospital for Tropical Diseases, 4 St Pancras Way, London NW1 OPE, United Kingdom
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17
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Abstract
A method for the separation of a mixture of opiates comprising pholcodine, 6-monoacetylmorphine, morphine, heroin, codeine and dihydrocodeine by capillary electrophoresis using a running buffer of 100 mM disodium hydrogenphosphate at pH 6 is described. The characteristics of an analytical method based on this separation for the determination of these drugs following extraction from urine and using levallorphan as internal standard are reported. Detection limits in the region of 10 ng cm-3 are achieved when using electrokinetic injection. A comparison is made of the sensitivity and reproducibility of electrokinetic and hydrodynamic injection for these drugs. Data are presented to show the results obtained when the proposed method is applied to urine spiked with all the above opiates and also to urine from a subject following consumption of dihydrocodeine and pholcodine. The concentrations found are compared with those obtained by LC.
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Affiliation(s)
- R B Taylor
- Faculty of Health and Food, Robert Gordon University, Aberdeen, UK
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18
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Low AS, Taylor RB. Analysis of common opiates and heroin metabolites in urine by high-performance liquid chromatography. J Chromatogr B Biomed Appl 1995; 663:225-33. [PMID: 7735470 DOI: 10.1016/0378-4347(94)00459-i] [Citation(s) in RCA: 27] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
A separation of heroin, 6-monoacetylmorphine, codeine, pholcodine, dihydrocodeine and morphine using a 200 x 2 mm I.D., 3 microns silica column with dichloromethane-pentane-diethylamine-methanol mobile phase is described. Data on the determination of these compounds in a urine matrix based on this separation using a solid-phase pretreatment with Bond Elut Certify cartridges and nalorphine as an internal standard are shown. The compounds listed can be quantified at levels below that generally accepted as the cut-off level for the screening for opiates by enzyme immunoassay (EMIT) with detection limits for the different opiates ranging from 4 to 20 ng ml-1. Comparative data are shown of subject urine samples assayed for opiates by both the enzyme immunoassay and the proposed method. The utility of the method for the elimination of so-called false positives detected by EMIT due to the presence of medically prescribed and non-prescription opiates in urine is discussed.
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Affiliation(s)
- A S Low
- School of Pharmacy, Robert Gordon University, Schoolhill, Aberdeen, UK
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19
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Behrens RH, Taylor RB, Low AS, Warburton B, Pryce D. Traveller's diarrhoea; a controlled study of its effect on chloroquine and proguanil absorption. Trans R Soc Trop Med Hyg 1994; 88:86-8. [PMID: 8154015 DOI: 10.1016/0035-9203(94)90513-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
The potential for traveller's diarrhoea to impair proguanil and chloroquine absorption and cause chemoprophylaxis failure was investigated in a study involving recently returned travellers who were either asymptomatic or presented with diarrhoea. A routine dose of chemoprophylaxis was administered to 12 travellers with diarrhoea and 12 asymptomatic subjects. The subjects undertook a lactulose-mannitol intestinal permeability test and were bled hourly after prophylaxis ingestion. Plasma analysis of chloroquine and proguanil from serial samples revealed a significantly lower proguanil Cmax (146 ng/mL vs. 196 ng/mL, P = 0.05), and longer tmax (3.1 h vs. 2.6 h, P = 0.05) in the diarrhoea cohorts. The absorption coefficient was lower for proguanil (0.57 vs. 0.76) but the difference did not quite reach levels of significance. Chloroquine kinetics were similar in both groups. The diarrhoea cohort had a three-fold higher lactulose absorption, influencing the mean lactulose mannitol:ratio, 0.114 +/- 0.17 compared to the control ratio of 0.02 +/- 0.01 (P = 0.04). Symptomatic subjects had impaired mucosal function which reduced the absorption of proguanil but not chloroquine, a phenomenon which may reduce prophylactic efficacy.
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Affiliation(s)
- R H Behrens
- Travel Clinic, Hospital for Tropical Diseases, London, UK
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20
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Abstract
A new HPLC method is described for the estimation of clavulanic acid. It should be of use for further studies on the penetration of clavulanic acid into body tissues and fluids. It utilizes standard HPLC equipment and UV detection, but provides at least ten-fold increased sensitivity (less than 0.008 mg/l) over previously published methods by using solid phase extraction with imidazole derivatization and subsequent pre-concentration of the sample, and a microbore chromatographic column with a conventional detection system.
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Affiliation(s)
- A S Low
- Robert Gordon's Institute of Technology, City Hospital, Aberdeen, UK
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