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Brives C, Froissart R, Perez-Sepulveda B, Le Marrec C. Thinking Phage Innovations Through Evolution and Ecology. PHAGE (NEW ROCHELLE, N.Y.) 2024; 5:5-13. [PMID: 40114809 PMCID: PMC11920705 DOI: 10.1089/phage.2023.0047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/22/2025]
Abstract
In this article, we conduct an interdisciplinary review of the potential of phage-based applications in light of current knowledge about phage evolution and ecology. Gaining an improved understanding of phages' ecology and evolutionary dynamics is crucial for recognizing both the benefits and limits of their usage, as well as potential negative downstream effects across different ecological milieus. As a reference, the history of the industrialization of antibiotics and the rise of antimicrobial resistance act as a reminder of the deep entanglement of both the evolvability capacities of micro-organisms and the history of human societies. Based on evolutionary biological parameters, we show that (1) virulent bacteriophages are best candidates for biocontrol, (2) best cocktails harbor complementary bacteriophages preventing bacterial cross-resistance, and (3) cure can also be considered with steer of bacterial bacteriophage-resistance evolution toward loss of virulence factor and/or increase in antibiotic susceptibility. A detailed review of what is known about the role of phages in vine cultivation and wine production finally serves as an example to show how it is important to consider site-specific rather than one-size-fits-all responses.
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Affiliation(s)
- Charlotte Brives
- UMR5116, CNRS, Centre Emile Durkheim, University of Bordeaux, Bordeaux, France
| | - Rémy Froissart
- MIVEGEC (Univ. Montpellier, CNRS, IRD) Montpellier, France
| | - Blanca Perez-Sepulveda
- Clinical Infection, Microbiology and Immunology Department, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Claire Le Marrec
- Univ. Bordeaux, INRAE, Bordeaux INP, UMR 1366, OENO, ISVV, F-33140 Villenave d'Ornon, France
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Prediction of Phage Virion Proteins Using Machine Learning Methods. Molecules 2023; 28:molecules28052238. [PMID: 36903484 PMCID: PMC10004995 DOI: 10.3390/molecules28052238] [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: 01/02/2023] [Revised: 01/27/2023] [Accepted: 02/20/2023] [Indexed: 03/04/2023] Open
Abstract
Antimicrobial resistance (AMR) is a major problem and an immediate alternative to antibiotics is the need of the hour. Research on the possible alternative products to tackle bacterial infections is ongoing worldwide. One of the most promising alternatives to antibiotics is the use of bacteriophages (phage) or phage-driven antibacterial drugs to cure bacterial infections caused by AMR bacteria. Phage-driven proteins, including holins, endolysins, and exopolysaccharides, have shown great potential in the development of antibacterial drugs. Likewise, phage virion proteins (PVPs) might also play an important role in the development of antibacterial drugs. Here, we have developed a machine learning-based prediction method to predict PVPs using phage protein sequences. We have employed well-known basic and ensemble machine learning methods with protein sequence composition features for the prediction of PVPs. We found that the gradient boosting classifier (GBC) method achieved the best accuracy of 80% on the training dataset and an accuracy of 83% on the independent dataset. The performance on the independent dataset is better than other existing methods. A user-friendly web server developed by us is freely available to all users for the prediction of PVPs from phage protein sequences. The web server might facilitate the large-scale prediction of PVPs and hypothesis-driven experimental study design.
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Barman RK, Chakrabarti AK, Dutta S. Screening of Potential Vibrio cholerae Bacteriophages for Cholera Therapy: A Comparative Genomic Approach. Front Microbiol 2022; 13:803933. [PMID: 35422793 PMCID: PMC9002330 DOI: 10.3389/fmicb.2022.803933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 02/14/2022] [Indexed: 11/13/2022] Open
Abstract
Cholera continues to be a major burden for developing nations, especially where sanitation, quality of water supply, and hospitalization have remained an issue. Recently, growing antimicrobial-resistant strains of Vibrio cholerae underscores alternative therapeutic strategies for cholera. Bacteriophage therapy is considered one of the best alternatives for antibiotic treatment. For the identification of potential therapeutic phages for cholera, we have introduced a comprehensive comparative analysis of whole-genome sequences of 86 Vibrio cholerae phages. We have witnessed extensive variation in genome size (ranging from 33 to 148 kbp), GC (G + C) content (varies from 34.5 to 50.8%), and the number of proteins (ranging from 15 to 232). We have identified nine clusters and three singletons using BLASTn, confirmed by nucleotide dot plot and sequence identity. A high degree of sequence and functional similarities in both the genomic and proteomic levels have been observed within the clusters. Evolutionary analysis confirms that phages are conserved within the clusters but diverse between the clusters. For each therapeutic phage, the top 2 closest phages have been identified using a system biology approach and proposed as potential therapeutic phages for cholera. This method can be applied for the classification of the newly isolated Vibrio cholerae phage. Furthermore, this systematic approach might be useful as a model for screening potential therapeutic phages for other bacterial diseases.
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Affiliation(s)
- Ranjan Kumar Barman
- Division of Virology, ICMR-National Institute of Cholera and Enteric Diseases, Kolkata, India
| | - Alok Kumar Chakrabarti
- Division of Virology, ICMR-National Institute of Cholera and Enteric Diseases, Kolkata, India
| | - Shanta Dutta
- Division of Bacteriology, ICMR-National Institute of Cholera and Enteric Diseases, Kolkata, India
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Alizon S, Turner PE. Can we eradicate viral pathogens? J Evol Biol 2021; 34:1851-1854. [PMID: 34907625 DOI: 10.1111/jeb.13958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 11/10/2021] [Indexed: 11/30/2022]
Affiliation(s)
- Samuel Alizon
- MIVEGEC, CNRS, IRD, Université de Montpellier, Montpellier, France
| | - Paul E Turner
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, Connecticut, USA.,Program in Microbiology, Yale School of Medicine, New Haven, Connecticut, USA
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Ferry T, Kolenda C, Briot T, Souche A, Lustig S, Josse J, Batailler C, Pirot F, Medina M, Leboucher G, Laurent F. Past and Future of Phage Therapy and Phage-Derived Proteins in Patients with Bone and Joint Infection. Viruses 2021; 13:v13122414. [PMID: 34960683 PMCID: PMC8708067 DOI: 10.3390/v13122414] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 10/29/2021] [Accepted: 11/19/2021] [Indexed: 12/15/2022] Open
Abstract
Phage-derived therapies comprise phage therapy and the use of phage-derived proteins as anti-bacterial therapy. Bacteriophages are natural viruses that target specific bacteria. They were proposed to be used to treat bacterial infections in the 1920s, before the discovery and widespread over-commercialized use of antibiotics. Phage therapy was totally abandoned in Western countries, whereas it is still used in Poland, Georgia and Russia. We review here the history of phage therapy by focusing on bone and joint infection, and on the development of phage therapy in France in this indication. We discuss the rationale of its use in bacterial infection and show the feasibility of phage therapy in the 2020s, based on several patients with complex bone and joint infection who recently received phages as compassionate therapy. Although the status of phage therapy remains to be clarified by health care authorities, obtaining pharmaceutical-grade therapeutic phages (i.e., following good manufacturing practice guidelines or being “GMP-like”) targeting bacterial species of concern is essential. Moreover, multidisciplinary clinical expertise has to determine what could be the relevant indications to perform clinical trials. Finally “phage therapy 2.0” has to integrate the following steps: (i) follow the status of phage therapy, that is not settled and defined; (ii) develop in each country a close relationship with the national health care authority; (iii) develop industrial–academic partnerships; (iv) create academic reference centers; (v) identify relevant clinical indications; (vi) use GMP/GMP-like phages with guaranteed quality bioproduction; (vii) start as salvage therapy; (vii) combine with antibiotics and adequate surgery; and (viii) perform clinical trials, to finally (ix) demonstrate in which clinical settings phage therapy provides benefit. Phage-derived proteins such as peptidoglycan hydrolases, polysaccharide depolymerases or lysins are enzymes that also have anti-biofilm activity. In contrast to phages, their development has to follow the classical process of medicinal products. Phage therapy and phage-derived products also have a huge potential to treat biofilm-associated bacterial diseases, and this is of crucial importance in the worldwide spread of antimicrobial resistance.
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Affiliation(s)
- Tristan Ferry
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
- StaPath Team, Centre International de Recherche en Infectiologie, CIRI, Inserm U1111, CNRS UMR5308, ENS de Lyon, UCBL1, 69008 Lyon, France
- Correspondence:
| | - Camille Kolenda
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
- StaPath Team, Centre International de Recherche en Infectiologie, CIRI, Inserm U1111, CNRS UMR5308, ENS de Lyon, UCBL1, 69008 Lyon, France
| | - Thomas Briot
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
| | - Aubin Souche
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
- StaPath Team, Centre International de Recherche en Infectiologie, CIRI, Inserm U1111, CNRS UMR5308, ENS de Lyon, UCBL1, 69008 Lyon, France
| | - Sébastien Lustig
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
| | - Jérôme Josse
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
- StaPath Team, Centre International de Recherche en Infectiologie, CIRI, Inserm U1111, CNRS UMR5308, ENS de Lyon, UCBL1, 69008 Lyon, France
| | - Cécile Batailler
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
| | - Fabrice Pirot
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Laboratoire de Recherche et Développement de Pharmacie Galénique Industrielle, Faculté de Pharmacie, EA 4169 “Fonctions Physiologiques et Pathologiques de la Barrière Cutanée”, Université Claude-Bernard Lyon 1, 8, Avenue Rockefeller, CEDEX 08, 69373 Lyon, France
| | - Mathieu Medina
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
| | - Gilles Leboucher
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
| | - Frédéric Laurent
- Hospices Civils de Lyon, 69004 Lyon, France; (C.K.); (T.B.); (A.S.); (S.L.); (J.J.); (C.B.); (F.P.); (M.M.); (G.L.); (F.L.)
- Université Claude Bernard Lyon 1, 69100 Villeurbanne, France
- Centre de Références des IOA Complexes de Lyon, CRIOAc Lyon, 69004 Lyon, France
- StaPath Team, Centre International de Recherche en Infectiologie, CIRI, Inserm U1111, CNRS UMR5308, ENS de Lyon, UCBL1, 69008 Lyon, France
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