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Bürkle M, Korf IHE, Lippegaus A, Krautwurst S, Rohde C, Weissfuss C, Nouailles G, Tene XM, Gaborieau B, Ghigo JM, Ricard JD, Hocke AC, Papenfort K, Debarbieux L, Witzenrath M, Wienhold SM, Krishnamoorthy G. Phage-phage competition and biofilms affect interactions between two virulent bacteriophages and Pseudomonas aeruginosa. THE ISME JOURNAL 2025; 19:wraf065. [PMID: 40188480 PMCID: PMC12041424 DOI: 10.1093/ismejo/wraf065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Revised: 01/15/2025] [Accepted: 04/04/2025] [Indexed: 04/08/2025]
Abstract
Virulent bacteriophages (or phages) are viruses that specifically infect and lyse a bacterial host. When multiple phages co-infect a bacterial host, the extent of lysis and dynamics of bacteria-phage and phage-phage interactions are expected to vary. The objective of this study is to identify the factors influencing the interaction of two virulent phages with different Pseudomonas aeruginosa growth states (planktonic, an infected epithelial cell line, and biofilm) by measuring the bacterial time-kill and individual phage replication kinetics. A single administration of phages effectively reduced P. aeruginosa viability in planktonic conditions and infected human lung cell cultures, but phage-resistant variants subsequently emerged. In static biofilms, the phage combination displayed initial inhibition of biofilm dispersal, but sustained control was achieved only by combining phages and the meropenem antibiotic. In contrast, adherent biofilms showed tolerance to phage and/or meropenem, suggesting a spatio-temporal variation in the phage-bacterial interaction. The kinetics of adsorption of each phage to P. aeruginosa during single or co-administration were comparable. However, the phage with the shorter lysis time depleted bacterial resources early and selected a specific nucleotide polymorphism that conferred a competitive disadvantage and cross-resistance to the second phage. The extent and strength of this phage-phage competition and genetic loci conferring phage resistance are, however, P. aeruginosa genotype-dependent. Nevertheless, adding phages sequentially resulted in their unimpeded replication with no significant increase in bacterial host lysis. These results highlight the interrelatedness of phage-phage competition, phage resistance, and specific bacterial growth state (planktonic/biofilm) in shaping the interplay among P. aeruginosa and virulent phages.
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Affiliation(s)
- Magdalena Bürkle
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
| | - Imke H E Korf
- Pharmaceutical Biotechnology, Fraunhofer Institute for Toxicology and Experimental Medicine, 38124 Braunschweig, Germany
| | - Anne Lippegaus
- General Microbiology, Institute of Microbiology, Friedrich Schiller University, 07745 Jena, Germany
| | - Sebastian Krautwurst
- General Microbiology, Institute of Microbiology, Friedrich Schiller University, 07745 Jena, Germany
| | - Christine Rohde
- Clinical Phages and Regulations, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, 38124 Braunschweig, Germany
| | - Chantal Weissfuss
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
| | - Geraldine Nouailles
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
| | - Xavière Menatong Tene
- Bacteriophage Bacterium Host, Department of Microbiology, Institut Pasteur, Université Paris-Cité, CNRS UMR6047, 75015 Paris, France
| | - Baptiste Gaborieau
- Bacteriophage Bacterium Host, Department of Microbiology, Institut Pasteur, Université Paris-Cité, CNRS UMR6047, 75015 Paris, France
- Infection Antimicrobials Modelling Evolution, Université Paris Cité, Inserm, UMR 1137, 75018 Paris, France
- DMU ESPRIT, Médecine Intensive Réanimation, APHP, Hôpital Louis Mourier, 92700 Colombes, France
| | - Jean-Marc Ghigo
- Genetics of Biofilms Laboratory, Department of Microbiology, Institut Pasteur, Université Paris-Cité, UMR CNRS 6047, 75015 Paris, France
| | - Jean-Damien Ricard
- Infection Antimicrobials Modelling Evolution, Université Paris Cité, Inserm, UMR 1137, 75018 Paris, France
- DMU ESPRIT, Médecine Intensive Réanimation, APHP, Hôpital Louis Mourier, 92700 Colombes, France
| | - Andreas C Hocke
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
| | - Kai Papenfort
- General Microbiology, Institute of Microbiology, Friedrich Schiller University, 07745 Jena, Germany
- Microverse Cluster, Friedrich Schiller University Jena, 07745 Jena, Germany
| | - Laurent Debarbieux
- Bacteriophage Bacterium Host, Department of Microbiology, Institut Pasteur, Université Paris-Cité, CNRS UMR6047, 75015 Paris, France
| | - Martin Witzenrath
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
- German Center for Lung Research (DZL), Berlin, Germany
| | - Sandra-Maria Wienhold
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
| | - Gopinath Krishnamoorthy
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany
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Tsoumbris PR, Vincent RM, Jaschke PR. Designing a simple and efficient phage biocontainment system using the amber suppressor initiator tRNA. Arch Virol 2024; 169:248. [PMID: 39557717 DOI: 10.1007/s00705-024-06170-9] [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: 07/29/2024] [Accepted: 10/21/2024] [Indexed: 11/20/2024]
Abstract
Multidrug-resistant infections are becoming increasingly prevalent worldwide. One of the fastest-emerging alternative and adjuvant therapies being proposed is phage therapy. Naturally isolated phages are used in the vast majority of phage therapy treatments today. Engineered phages are being developed to enhance the effectiveness of phage therapy, but concerns over their potential escape remain a salient issue. To address this problem, we designed a biocontained phage system based on conditional replication using amber stop codon suppression. This system can be easily installed on any natural phage with a known genome sequence. To test the system, we individually mutated the start codons of three essential capsid genes in phage φX174 to the amber stop codon (UAG). These phages were able to efficiently infect host cells expressing the amber initiator tRNA, which suppresses the amber stop codon and initiates translation at TAG stop codons. The amber phage mutants were also able to successfully infect host cells and reduce their population on solid agar and liquid culture but could not produce infectious particles in the absence of the amber initiator tRNA or complementing capsid gene. We did not detect any growth-inhibiting effects on E. coli strains known to lack a receptor for φX174 and we showed that engineered phages have a limited propensity for reversion. The approach outlined here may be useful to control engineered phage replication in both the lab and clinic.
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Affiliation(s)
- Pamela R Tsoumbris
- School of Natural Sciences, Macquarie University, Sydney, New South Wales, 2109, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
| | - Russel M Vincent
- School of Natural Sciences, Macquarie University, Sydney, New South Wales, 2109, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
| | - Paul R Jaschke
- School of Natural Sciences, Macquarie University, Sydney, New South Wales, 2109, Australia.
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia.
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Lin CP, Duan Y, Sargsyan D, Geys H, Sendecki J, Tatikola K, Mohanty S, Cheng G, Dastgiri M, Cabrera J. Improved automated spot counting and modeling with bias correction. J Biopharm Stat 2024:1-7. [PMID: 38836424 DOI: 10.1080/10543406.2024.2358808] [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: 10/01/2023] [Accepted: 05/12/2024] [Indexed: 06/06/2024]
Abstract
A complete workflow was presented for estimating the concentration of microorganisms in biological samples by automatically counting spots that represent viral plaque forming units (PFU) bacterial colony forming units (CFU), or spot forming units (SFU) in images, and modeling the counts. The workflow was designed for processing images from dilution series but can also be applied to stand-alone images. The accuracy of the methods was greatly improved by adding a newly developed bias correction method. When the spots in images are densely populated, the probability of spot overlapping increases, leading to systematic undercounting. In this paper, this undercount issue was addressed in an empirical way. The proposed empirical bias correction method utilized synthetic images with known spot sizes and counts as a training set, enabling the development of an effective bias correction function using a thin-plate spline model. Its application focused on the bias correction for the automated spot counting algorithm LoST proposed by Lin et al. Simulation results demonstrated that the empirical bias correction significantly improved spot counts, reducing bias for both fixed and random spot sizes and counts.
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Affiliation(s)
- Chun Pang Lin
- Department of Statistics, Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
| | - Yajie Duan
- Department of Statistics, Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
| | - Davit Sargsyan
- Statistics and Decision Sciences, Global Development, Janssen Pharmaceutical Research and Development, USA and Belgium, Titusville, New Jersey, USA
| | - Helena Geys
- Statistics and Decision Sciences, Global Development, Janssen Pharmaceutical Research and Development, USA and Belgium, Titusville, New Jersey, USA
| | - Jocelyn Sendecki
- Statistics and Decision Sciences, Global Development, Janssen Pharmaceutical Research and Development, USA and Belgium, Titusville, New Jersey, USA
| | - Kanaka Tatikola
- Statistics and Decision Sciences, Global Development, Janssen Pharmaceutical Research and Development, USA and Belgium, Titusville, New Jersey, USA
| | - Surya Mohanty
- Statistics and Decision Sciences, Global Development, Janssen Pharmaceutical Research and Development, USA and Belgium, Titusville, New Jersey, USA
| | - Ge Cheng
- Department of Statistics, Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
| | - Mahan Dastgiri
- Department of Statistics, Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
| | - Javier Cabrera
- Department of Statistics, Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
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Bisen M, Kharga K, Mehta S, Jabi N, Kumar L. Bacteriophages in nature: recent advances in research tools and diverse environmental and biotechnological applications. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:22199-22242. [PMID: 38411907 DOI: 10.1007/s11356-024-32535-3] [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: 11/16/2023] [Accepted: 02/15/2024] [Indexed: 02/28/2024]
Abstract
Bacteriophages infect and replicate within bacteria and play a key role in the environment, particularly in microbial ecosystems and bacterial population dynamics. The increasing recognition of their significance stems from their wide array of environmental and biotechnological uses, which encompass the mounting issue of antimicrobial resistance (AMR). Beyond their therapeutic potential in combating antibiotic-resistant infections, bacteriophages also find vast applications such as water quality monitoring, bioremediation, and nutrient cycling within environmental sciences. Researchers are actively involved in isolating and characterizing bacteriophages from different natural sources to explore their applications. Gaining insights into key aspects such as the life cycle of bacteriophages, their host range, immune interactions, and physical stability is vital to enhance their application potential. The establishment of diverse phage libraries has become indispensable to facilitate their wide-ranging uses. Consequently, numerous protocols, ranging from traditional to cutting-edge techniques, have been developed for the isolation, detection, purification, and characterization of bacteriophages from diverse environmental sources. This review offers an exploration of tools, delves into the methods of isolation, characterization, and the extensive environmental applications of bacteriophages, particularly in areas like water quality assessment, the food sector, therapeutic interventions, and the phage therapy in various infections and diseases.
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Affiliation(s)
- Monish Bisen
- School of Biotechnology, Faculty of Applied Sciences and Biotechnology, Shoolini University, Solan, Himachal Pradesh, 173229, India
| | - Kusum Kharga
- School of Biotechnology, Faculty of Applied Sciences and Biotechnology, Shoolini University, Solan, Himachal Pradesh, 173229, India
| | - Sakshi Mehta
- School of Biotechnology, Faculty of Applied Sciences and Biotechnology, Shoolini University, Solan, Himachal Pradesh, 173229, India
| | - Nashra Jabi
- School of Biotechnology, Faculty of Applied Sciences and Biotechnology, Shoolini University, Solan, Himachal Pradesh, 173229, India
| | - Lokender Kumar
- School of Biotechnology, Faculty of Applied Sciences and Biotechnology, Shoolini University, Solan, Himachal Pradesh, 173229, India.
- Cancer Biology Laboratory, Raj Khosla Centre for Cancer Research, Shoolini University, Himachal Pradesh, Solan, 173229, India.
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Stante M, Weiland-Bräuer N, Repnik U, Werner A, Bramkamp M, Chibani CM, Schmitz RA. Four Novel Caudoviricetes Bacteriophages Isolated from Baltic Sea Water Infect Colonizers of Aurelia aurita. Viruses 2023; 15:1525. [PMID: 37515211 PMCID: PMC10383413 DOI: 10.3390/v15071525] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/04/2023] [Accepted: 07/06/2023] [Indexed: 07/30/2023] Open
Abstract
The moon jellyfish Aurelia aurita is associated with a highly diverse microbiota changing with provenance, tissue, and life stage. While the crucial relevance of bacteria to host fitness is well known, bacteriophages have often been neglected. Here, we aimed to isolate virulent phages targeting bacteria that are part of the A. aurita-associated microbiota. Four phages (Staphylococcus phage BSwM KMM1, Citrobacter phages BSwM KMM2-BSwM KMM4) were isolated from the Baltic Sea water column and characterized. Phages KMM2/3/4 infected representatives of Citrobacter, Shigella, and Escherichia (Enterobacteriaceae), whereas KMM1 infected Gram-positive Staphylococcus spp. All phages showed an up to 99% adsorption to host cells within 5 min, short latent periods (around 30 min), large burst sizes (mean of 128 pfu/cell), and high efficiency of plating (EOP > 0.5), demonstrating decent virulence, efficiency, and infectivity. Transmission electron microscopy and viral genome analysis revealed that all phages are novel species and belong to the class of Caudoviricetes harboring a tail and linear double-stranded DNA (formerly known as Siphovirus-like (KMM3) and Myovirus-like (KMM1/2/4) bacteriophages) with genome sizes between 50 and 138 kbp. In the future, these isolates will allow manipulation of the A. aurita-associated microbiota and provide new insights into phage impact on the multicellular host.
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Affiliation(s)
- Melissa Stante
- Institute for General Microbiology, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany; (M.S.); (N.W.-B.); (A.W.); (M.B.); (C.M.C.)
| | - Nancy Weiland-Bräuer
- Institute for General Microbiology, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany; (M.S.); (N.W.-B.); (A.W.); (M.B.); (C.M.C.)
| | - Urska Repnik
- Central Microscopy Facility, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany;
| | - Almut Werner
- Institute for General Microbiology, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany; (M.S.); (N.W.-B.); (A.W.); (M.B.); (C.M.C.)
| | - Marc Bramkamp
- Institute for General Microbiology, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany; (M.S.); (N.W.-B.); (A.W.); (M.B.); (C.M.C.)
- Central Microscopy Facility, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany;
| | - Cynthia M. Chibani
- Institute for General Microbiology, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany; (M.S.); (N.W.-B.); (A.W.); (M.B.); (C.M.C.)
| | - Ruth A. Schmitz
- Institute for General Microbiology, Christian Albrechts University, Am Botanischen Garten 1-9, D-24118 Kiel, Germany; (M.S.); (N.W.-B.); (A.W.); (M.B.); (C.M.C.)
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Trofimova E, Asgharzadeh Kangachar S, Weynberg KD, Willows RD, Jaschke PR. A bacterial genome assembly and annotation laboratory using a virtual machine. BIOCHEMISTRY AND MOLECULAR BIOLOGY EDUCATION : A BIMONTHLY PUBLICATION OF THE INTERNATIONAL UNION OF BIOCHEMISTRY AND MOLECULAR BIOLOGY 2023; 51:276-285. [PMID: 36866633 PMCID: PMC10947226 DOI: 10.1002/bmb.21720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 01/25/2023] [Accepted: 02/13/2023] [Indexed: 05/15/2023]
Abstract
With the global increase of infections caused by antibiotic-resistant bacterial strains, there is an urgent need for new methods of tackling the issue. Genomic analysis of bacterial strains can help to understand their virulence and antibiotic resistance profile. Bioinformatic skills are in great demand across the biological sciences. We designed a workshop that allows university students to learn the process of genome assembly using command-line tools within a virtual machine on a Linux operating system. We use Illumina and Nanopore short and long-read raw sequences to reveal the advantages and disadvantages of short, long, and hybrid assembly methods. The workshop teaches how to assess read and assembly quality, perform genome annotation, and analyze pathogenicity, antibiotic and phage resistance. The workshop is intended for a five-week teaching period and is concluded by a student poster presentation assessment.
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Affiliation(s)
- Ellina Trofimova
- School of Natural SciencesMacquarie UniversitySydneyNew South WalesAustralia
- ARC Centre of Excellence in Synthetic BiologyMacquarie UniversitySydneyAustralia
| | - Shahla Asgharzadeh Kangachar
- Australian Centre for Ecogenomics, School of Chemistry and Molecular BiosciencesUniversity of QueenslandBrisbaneQueenslandAustralia
| | - Karen D. Weynberg
- Australian Centre for Ecogenomics, School of Chemistry and Molecular BiosciencesUniversity of QueenslandBrisbaneQueenslandAustralia
| | - Robert D. Willows
- School of Natural SciencesMacquarie UniversitySydneyNew South WalesAustralia
| | - Paul R. Jaschke
- School of Natural SciencesMacquarie UniversitySydneyNew South WalesAustralia
- ARC Centre of Excellence in Synthetic BiologyMacquarie UniversitySydneyAustralia
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Patpatia S, Schaedig E, Dirks A, Paasonen L, Skurnik M, Kiljunen S. Rapid hydrogel-based phage susceptibility test for pathogenic bacteria. Front Cell Infect Microbiol 2022; 12:1032052. [PMID: 36569196 PMCID: PMC9771388 DOI: 10.3389/fcimb.2022.1032052] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 11/21/2022] [Indexed: 12/12/2022] Open
Abstract
Phage therapy is one alternative to cure infections caused by antibiotic resistant bacteria. Due to the narrow host range of phages, hundreds to thousands of phages are required to cover the diversity of bacterial pathogens. In personalized phage therapy, fast selection of the phages for individual patients is essential for successful therapy. The aims of this study were to set up a rapid hydrogel-based liquid phage susceptibility assay (PST) for the selection of phages for therapeutic use and to establish a "ready-to-screen" plate concept, where phages are readily stored in hydrogel as small droplets in microtiter plate wells. We first tested four commercially available hydrogels (GrowDex, Askina, Purilon, and Intrasite) for their suitability as phage matrices in PSTs with four phages, two of which infecting Escherichia coli and two Staphylococcus aureus. Of these four hydrogels, GrowDex was the best matrix for PST, as it did not inhibit bacterial growth, released phages quickly when mixed with bacterial culture, and maintained phage viability well. We then optimized the assay for both optical density and microscopy readers using GrowDex as matrix with 23 bacterial strains representing 10 different species and 23 phages possessing different morphologies and genome sizes. When the bacterial growth was monitored by microscopy reader, the PST was executed in just 3 hours, and there was no need for overnight culturing bacterial cells prior to the assay, whereas using optical density reader, bacteria had to be pre-cultured overnight, and the assay time was five hours. Finally, we evaluated the effect of three different chemical stabilizers (trehalose, hyaluronic acid, and gelatin) in a six-month stability assay with six model phages. These phages assay behaved very differently in respect to the chemical stabilizers, and there was not a single stabilizer suitable for all phages. However, when gelatin (0.01%) or hyaluronic acid (0.2 mg/ml) was used as stabilizer, all tested phages were still considered as positives in PST after a six-month storage in 1 ml volume. In "ready-to-screen" plates, the differences in phage stabilities were even more profound, varying from two to six months for the most and least stable phages, respectively.
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Affiliation(s)
- Sheetal Patpatia
- Human Microbiome Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Eric Schaedig
- Human Microbiome Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Anna Dirks
- Human Microbiome Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | | | - Mikael Skurnik
- Human Microbiome Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland,Division of Clinical Microbiology, HUSLAB, Helsinki University Hospital, Helsinki, Finland
| | - Saija Kiljunen
- Human Microbiome Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland,Division of Clinical Microbiology, HUSLAB, Helsinki University Hospital, Helsinki, Finland,*Correspondence: Saija Kiljunen,
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Shamash M, Maurice CF. OnePetri: Accelerating Common Bacteriophage Petri Dish Assays with Computer Vision. PHAGE (NEW ROCHELLE, N.Y.) 2021; 2:224-231. [PMID: 36159886 PMCID: PMC9041512 DOI: 10.1089/phage.2021.0012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Introduction: Bacteriophage plaque enumeration is a critical step in a wide array of protocols. The current gold standard for plaque enumeration on Petri dishes is through manual counting. However, this approach is not only time-consuming and prone to human error but also limited to Petri dishes with countable number of plaques resulting in low throughput. Materials and Methods: We present OnePetri, a collection of trained machine learning models and open-source mobile application for the rapid enumeration of bacteriophage plaques on circular Petri dishes. Results: When compared against the current gold standard of manual counting, OnePetri was ∼30 × faster. Compared against other similar tools, OnePetri had lower relative error (∼13%) than Plaque Size Tool (PST) (∼86%) and CFU.AI (∼19%), while also having significantly reduced detection times over PST (1.7 × faster). Conclusions: The OnePetri application is a user-friendly platform that can rapidly enumerate phage plaques on circular Petri dishes with high precision and recall.
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Affiliation(s)
- Michael Shamash
- Department of Microbiology and Immunology, McGill University, Montreal, Canada
| | - Corinne F. Maurice
- Department of Microbiology and Immunology, McGill University, Montreal, Canada
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