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Diaz-Diaz S, Garcia-Montaner A, Vanni R, Murillo-Torres M, Recacha E, Pulido MR, Romero-Muñoz M, Docobo-Pérez F, Pascual A, Rodriguez-Martinez JM. Heterogeneity of SOS response expression in clinical isolates of Escherichia coli influences adaptation to antimicrobial stress. Drug Resist Updat 2024; 75:101087. [PMID: 38678745 DOI: 10.1016/j.drup.2024.101087] [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: 12/04/2023] [Revised: 03/22/2024] [Accepted: 04/18/2024] [Indexed: 05/01/2024]
Abstract
In recent years, new evidence has shown that the SOS response plays an important role in the response to antimicrobials, with involvement in the generation of clinical resistance. Here we evaluate the impact of heterogeneous expression of the SOS response in clinical isolates of Escherichia coli on response to the fluoroquinolone, ciprofloxacin. In silico analysis of whole genome sequencing data showed remarkable sequence conservation of the SOS response regulators, RecA and LexA. Despite the genetic homogeneity, our results revealed a marked differential heterogeneity in SOS response activation, both at population and single-cell level, among clinical isolates of E. coli in the presence of subinhibitory concentrations of ciprofloxacin. Four main stages of SOS response activation were identified and correlated with cell filamentation. Interestingly, there was a correlation between clinical isolates with higher expression of the SOS response and further progression to resistance. This heterogeneity in response to DNA damage repair (mediated by the SOS response) and induced by antimicrobial agents could be a new factor with implications for bacterial evolution and survival contributing to the generation of antimicrobial resistance.
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Affiliation(s)
- Sara Diaz-Diaz
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain.
| | - Andrea Garcia-Montaner
- Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - Roberta Vanni
- Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - Marina Murillo-Torres
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain; Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - Esther Recacha
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain; Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario Virgen Macarena, Sevilla, Spain; Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Marina R Pulido
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain; Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain; Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Maria Romero-Muñoz
- Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| | - Fernando Docobo-Pérez
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain; Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain; Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Alvaro Pascual
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain; Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain; Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario Virgen Macarena, Sevilla, Spain; Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Jose Manuel Rodriguez-Martinez
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen Macarena/CSIC/Universidad de Sevilla, Sevilla, Spain, Sevilla, Spain; Departamento de Microbiología, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain; Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
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Bergum OET, Singleton AH, Røst LM, Bodein A, Scott-Boyer MP, Rye MB, Droit A, Bruheim P, Otterlei M. SOS genes are rapidly induced while translesion synthesis polymerase activity is temporally regulated. Front Microbiol 2024; 15:1373344. [PMID: 38596376 PMCID: PMC11002266 DOI: 10.3389/fmicb.2024.1373344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 03/11/2024] [Indexed: 04/11/2024] Open
Abstract
The DNA damage inducible SOS response in bacteria serves to increase survival of the species at the cost of mutagenesis. The SOS response first initiates error-free repair followed by error-prone repair. Here, we have employed a multi-omics approach to elucidate the temporal coordination of the SOS response. Escherichia coli was grown in batch cultivation in bioreactors to ensure highly controlled conditions, and a low dose of the antibiotic ciprofloxacin was used to activate the SOS response while avoiding extensive cell death. Our results show that expression of genes involved in error-free and error-prone repair were both induced shortly after DNA damage, thus, challenging the established perception that the expression of error-prone repair genes is delayed. By combining transcriptomics and a sub-proteomics approach termed signalomics, we found that the temporal segregation of error-free and error-prone repair is primarily regulated after transcription, supporting the current literature. Furthermore, the heterology index (i.e., the binding affinity of LexA to the SOS box) was correlated to the maximum increase in gene expression and not to the time of induction of SOS genes. Finally, quantification of metabolites revealed increasing pyrimidine pools as a late feature of the SOS response. Our results elucidate how the SOS response is coordinated, showing a rapid transcriptional response and temporal regulation of mutagenesis on the protein and metabolite levels.
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Affiliation(s)
| | - Amanda Holstad Singleton
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Lisa Marie Røst
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Antoine Bodein
- Department of Molecular Medicine, CHU de Québec Research Center, Université Laval, Québec, QC, Canada
| | - Marie-Pier Scott-Boyer
- Department of Molecular Medicine, CHU de Québec Research Center, Université Laval, Québec, QC, Canada
| | - Morten Beck Rye
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinic of Surgery, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Clinic of Laboratory Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- BioCore - Bioinformatics Core Facility, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Arnaud Droit
- Department of Molecular Medicine, CHU de Québec Research Center, Université Laval, Québec, QC, Canada
| | - Per Bruheim
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Marit Otterlei
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinic of Laboratory Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
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3
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Merkushova AV, Shikov AE, Nizhnikov AA, Antonets KS. For Someone, You Are the Whole World: Host-Specificity of Salmonella enterica. Int J Mol Sci 2023; 24:13670. [PMID: 37761974 PMCID: PMC10530738 DOI: 10.3390/ijms241813670] [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: 08/08/2023] [Revised: 08/27/2023] [Accepted: 09/01/2023] [Indexed: 09/29/2023] Open
Abstract
Salmonella enterica is a bacterial pathogen known to cause gastrointestinal infections in diverse hosts, including humans and animals. Despite extensive knowledge of virulence mechanisms, understanding the factors driving host specificity remains limited. In this study, we performed a comprehensive pangenome-wide analysis of S. enterica to identify potential loci determining preference towards certain hosts. We used a dataset of high-quality genome assemblies grouped into 300 reference clusters with a special focus on four host groups: humans, pigs, cattle, and birds. The reconstructed pangenome was shown to be open and enriched with the accessory component implying high genetic diversity. Notably, phylogenetic inferences did not correspond to the distribution of affected hosts, as large compact phylogenetic groups were absent. By performing a pangenome-wide association study, we identified potential host specificity determinants. These included multiple genes encoding proteins involved in distinct infection stages, e.g., secretion systems, surface structures, transporters, transcription regulators, etc. We also identified antibiotic resistance loci in host-adapted strains. Functional annotation corroborated the results obtained with significant enrichments related to stress response, antibiotic resistance, ion transport, and surface or extracellular localization. We suggested categorizing the revealed specificity factors into three main groups: pathogenesis, resistance to antibiotics, and propagation of mobile genetic elements (MGEs).
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Affiliation(s)
- Anastasiya V. Merkushova
- Laboratory for Proteomics of Supra-Organismal Systems, All-Russia Research Institute for Agricultural Microbiology (ARRIAM), 196608 St. Petersburg, Russia; (A.V.M.); (A.E.S.); (A.A.N.)
| | - Anton E. Shikov
- Laboratory for Proteomics of Supra-Organismal Systems, All-Russia Research Institute for Agricultural Microbiology (ARRIAM), 196608 St. Petersburg, Russia; (A.V.M.); (A.E.S.); (A.A.N.)
- Faculty of Biology, St. Petersburg State University (SPbSU), 199034 St. Petersburg, Russia
| | - Anton A. Nizhnikov
- Laboratory for Proteomics of Supra-Organismal Systems, All-Russia Research Institute for Agricultural Microbiology (ARRIAM), 196608 St. Petersburg, Russia; (A.V.M.); (A.E.S.); (A.A.N.)
- Faculty of Biology, St. Petersburg State University (SPbSU), 199034 St. Petersburg, Russia
| | - Kirill S. Antonets
- Laboratory for Proteomics of Supra-Organismal Systems, All-Russia Research Institute for Agricultural Microbiology (ARRIAM), 196608 St. Petersburg, Russia; (A.V.M.); (A.E.S.); (A.A.N.)
- Faculty of Biology, St. Petersburg State University (SPbSU), 199034 St. Petersburg, Russia
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Homberger C, Saliba AE, Vogel J. A MATQ-seq-Based Protocol for Single-Cell RNA-seq in Bacteria. Methods Mol Biol 2023; 2584:105-121. [PMID: 36495446 DOI: 10.1007/978-1-0716-2756-3_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
Microbes exhibit an extraordinary capacity to adapt their physiology to different environments using phenotypic heterogeneity. However, the majority of gene regulation studies are conducted in bulk reflecting only averaged gene expression levels across millions of cells. Bacterial single-cell RNA-seq (scRNA-seq) can overcome this by enabling whole transcriptome and unbiased analysis of microbes at the single-cell level. Here, we describe a detailed workflow of single-cell RNA-seq based on the multiple annealing and dC-tailing-based quantitative single-cell RNA-seq (MATQ-seq) protocol. Following adjustments to the original eukaryotic protocol, the workflow was applied to two major human pathogens Salmonella enterica serovar Typhimurium (henceforth Salmonella) and Pseudomonas aeruginosa (henceforth Pseudomonas). The development of bacterial scRNA-seq protocols offers promising avenues to explore the molecular programs underlying phenotypic heterogeneity on the transcriptome level in different settings such as infection, persistence, ecology, and biofilms.
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Affiliation(s)
| | - Antoine-Emmanuel Saliba
- Helmholtz Institute for RNA-based Infection Research, Helmholtz Centre for Infection Research, Würzburg, Germany
| | - Jörg Vogel
- University of Würzburg, Würzburg, Germany.
- Helmholtz Institute for RNA-based Infection Research, Helmholtz Centre for Infection Research, Würzburg, Germany.
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5
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Lima-Noronha MA, Fonseca DLH, Oliveira RS, Freitas RR, Park JH, Galhardo RS. Sending out an SOS - the bacterial DNA damage response. Genet Mol Biol 2022; 45:e20220107. [PMID: 36288458 PMCID: PMC9578287 DOI: 10.1590/1678-4685-gmb-2022-0107] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 07/15/2022] [Indexed: 11/04/2022] Open
Abstract
The term “SOS response” was first coined by Radman in 1974, in an intellectual effort to put together the data suggestive of a concerted gene expression program in cells undergoing DNA damage. A large amount of information about this cellular response has been collected over the following decades. In this review, we will focus on a few of the relevant aspects about the SOS response: its mechanism of control and the stressors which activate it, the diversity of regulated genes in different species, its role in mutagenesis and evolution including the development of antimicrobial resistance, and its relationship with mobile genetic elements.
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Affiliation(s)
- Marco A. Lima-Noronha
- Universidade de São Paulo, Instituto de Ciências Biomédicas, Departamento de Microbiologia, São Paulo, SP, Brazil
| | - Douglas L. H. Fonseca
- Universidade de São Paulo, Instituto de Ciências Biomédicas, Departamento de Microbiologia, São Paulo, SP, Brazil
| | - Renatta S. Oliveira
- Universidade de São Paulo, Instituto de Ciências Biomédicas, Departamento de Microbiologia, São Paulo, SP, Brazil
| | - Rúbia R. Freitas
- Universidade de São Paulo, Instituto de Ciências Biomédicas, Departamento de Microbiologia, São Paulo, SP, Brazil
| | - Jung H. Park
- Universidade de São Paulo, Instituto de Ciências Biomédicas, Departamento de Microbiologia, São Paulo, SP, Brazil
| | - Rodrigo S. Galhardo
- Universidade de São Paulo, Instituto de Ciências Biomédicas, Departamento de Microbiologia, São Paulo, SP, Brazil
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Brandl MT, Ivanek R, Zekaj N, Belias A, Wiedmann M, Suslow TV, Allende A, Munther DS. Weather stressors correlate with Escherichia coli and Salmonella enterica persister formation rates in the phyllosphere: a mathematical modeling study. ISME COMMUNICATIONS 2022; 2:91. [PMID: 37938340 PMCID: PMC9723732 DOI: 10.1038/s43705-022-00170-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 08/31/2022] [Accepted: 09/06/2022] [Indexed: 10/10/2023]
Abstract
Enteric pathogens can enter a persister state in which they survive exposure to antibiotics and physicochemical stresses. Subpopulations of such phenotypic dormant variants have been detected in vivo and in planta in the laboratory, but their formation in the natural environment remains largely unexplored. We applied a mathematical model predicting the switch rate to persister cell in the phyllosphere to identify weather-related stressors associated with E. coli and S. enterica persister formation on plants based on their population dynamics in published field studies from the USA and Spain. Model outputs accurately depicted the bi-phasic decay of bacterial population sizes measured in the lettuce and spinach phyllosphere in these studies. Predicted E. coli persister switch rate on leaves was positively and negatively correlated with solar radiation intensity and wind velocity, respectively. Likewise, predicted S. enterica persister switch rate correlated positively with solar radiation intensity; however, a negative correlation was observed with air temperature, relative humidity, and dew point, factors involved in water deposition onto the phylloplane. These findings suggest that specific environmental factors may enrich for dormant bacterial cells on plants. Our model quantifiably links persister cell subpopulations in the plant habitat with broader physical conditions, spanning processes at different granular scales.
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Affiliation(s)
- Maria T Brandl
- Produce Safety and Microbiology Research Unit, US Department of Agriculture, Agricultural Research Service, Albany, CA, 94710, USA.
| | - Renata Ivanek
- Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, 14853, USA
| | - Nerion Zekaj
- Department of Mathematics and Statistics, Cleveland State University, Cleveland, OH, 44115, USA
| | - Alexandra Belias
- Department of Food Science, Cornell University, Ithaca, NY, 14853, USA
| | - Martin Wiedmann
- Department of Food Science, Cornell University, Ithaca, NY, 14853, USA
| | - Trevor V Suslow
- Department of Plant Sciences, University of California, Davis, CA, 95616, USA
| | - Ana Allende
- Research Group of Microbiology and Quality of Fruit and Vegetables, Food Science and Technology Department, CEBAS-CSIS, Campus Universitario de Espinardo, Murcia, E-30100, Spain
| | - Daniel S Munther
- Department of Mathematics and Statistics, Cleveland State University, Cleveland, OH, 44115, USA.
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Zaworski J, Dagva O, Brandt J, Baum C, Ettwiller L, Fomenkov A, Raleigh EA. Reassembling a cannon in the DNA defense arsenal: Genetics of StySA, a BREX phage exclusion system in Salmonella lab strains. PLoS Genet 2022; 18:e1009943. [PMID: 35377874 PMCID: PMC9009780 DOI: 10.1371/journal.pgen.1009943] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 04/14/2022] [Accepted: 03/01/2022] [Indexed: 11/18/2022] Open
Abstract
Understanding mechanisms that shape horizontal exchange in prokaryotes is a key problem in biology. A major limit on DNA entry is imposed by restriction-modification (RM) processes that depend on the pattern of DNA modification at host-specified sites. In classical RM, endonucleolytic DNA cleavage follows detection of unprotected sites on entering DNA. Recent investigation has uncovered BREX (BacteRiophage EXclusion) systems. These RM-like activities employ host protection by DNA modification, but immediate replication arrest occurs without evident of nuclease action on unmodified phage DNA. Here we show that the historical stySA RM locus of Salmonella enterica sv Typhimurium is a variant BREX system. A laboratory strain disabled for both the restriction and methylation activity of StySA nevertheless has wild type sequence in pglX, the modification gene homolog. Instead, flanking genes pglZ and brxC each carry multiple mutations (μ) in their C-terminal domains. We further investigate this system in situ, replacing the mutated pglZμ and brxCμ genes with the WT counterpart. PglZ-WT supports methylation in the presence of either BrxCμ or BrxC-WT but not in the presence of a deletion/insertion allele, ΔbrxC::cat. Restriction requires both BrxC-WT and PglZ-WT, implicating the BrxC C-terminus specifically in restriction activity. These results suggests that while BrxC, PglZ and PglX are principal components of the BREX modification activity, BrxL is required for restriction only. Furthermore, we show that a partial disruption of brxL disrupts transcription globally. Horizontal gene transfer is a major driver of evolution and adaptation in bacteria. Genes from outside may be beneficial or dangerous to the receiving cell. Benefits include new food sources such as sugars, or new homes by adhesion, or new resistances, as to antibiotics. Dangers are posed by bacteriophages--viruses that take over the cell machinery, multiply, and release progeny to kill sister cells. Host-dependent restriction-modification systems enable defense that distinguishes relatives from strangers: using a modification pattern (M) carried by DNA bases added by the host cell to prevent restriction (R). Sisters and cousin cells will have the same protective pattern on DNA, while DNA of foreign origin will have the wrong M pattern and be restricted (R, rejected). Typically, restriction involves nuclease digestion. Here we address the enigmatic StySA RM system, one of the earliest to be genetically characterized. It is a variant of the newly recognized defense mechanism, BREX. BREX systems also track DNA history via modification pattern, but restrict by a novel, uncharacterized mechanism. Like other BREX family systems, StySA-BREX modification requires multiple components. When StySA-BREX transcription is unbalanced, we find global disruption of gene transcription. The disruption pattern does not suggest SOS-inducing damage to DNA.
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Affiliation(s)
- Julie Zaworski
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
| | - Oyut Dagva
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
| | - Julius Brandt
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
| | - Chloé Baum
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
| | - Laurence Ettwiller
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
| | - Alexey Fomenkov
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
| | - Elisabeth A. Raleigh
- Research Department, New England Biolabs, Ipswich, Massachusetts, United States of America
- * E-mail:
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Genetic Factors Affect the Survival and Behaviors of Selected Bacteria during Antimicrobial Blue Light Treatment. Int J Mol Sci 2021; 22:ijms221910452. [PMID: 34638788 PMCID: PMC8508746 DOI: 10.3390/ijms221910452] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 09/22/2021] [Accepted: 09/24/2021] [Indexed: 12/26/2022] Open
Abstract
Antimicrobial resistance is a global, mounting and dynamic issue that poses an immediate threat to human, animal, and environmental health. Among the alternative antimicrobial treatments proposed to reduce the external use of antibiotics is electromagnetic radiation, such as blue light. The prevailing mechanistic model is that blue light can be absorbed by endogenous porphyrins within the bacterial cell, inducing the production of reactive oxygen species, which subsequently inflict oxidative damages upon different cellular components. Nevertheless, it is unclear whether other mechanisms are involved, particularly those that can affect the efficacy of antimicrobial blue light treatments. In this review, we summarize evidence of inherent factors that may confer protection to a selected group of bacteria against blue light-induced oxidative damages or modulate the physiological characteristics of the treated bacteria, such as virulence and motility. These include descriptions of three major photoreceptors in bacteria, chemoreceptors, SOS-dependent DNA repair and non-SOS protective mechanisms. Future directions are also provided to assist with research efforts to increase the efficacy of antimicrobial blue light and to minimize the development of blue light-tolerant phenotypes.
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