1
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Chanin RB, West PT, Wirbel J, Gill MO, Green GZM, Park RM, Enright N, Miklos AM, Hickey AS, Brooks EF, Lum KK, Cristea IM, Bhatt AS. Intragenic DNA inversions expand bacterial coding capacity. Nature 2024; 634:234-242. [PMID: 39322669 DOI: 10.1038/s41586-024-07970-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 08/20/2024] [Indexed: 09/27/2024]
Abstract
Bacterial populations that originate from a single bacterium are not strictly clonal and often contain subgroups with distinct phenotypes1. Bacteria can generate heterogeneity through phase variation-a preprogrammed, reversible mechanism that alters gene expression levels across a population1. One well-studied type of phase variation involves enzyme-mediated inversion of specific regions of genomic DNA2. Frequently, these DNA inversions flip the orientation of promoters, turning transcription of adjacent coding regions on or off2. Through this mechanism, inversion can affect fitness, survival or group dynamics3,4. Here, we describe the development of PhaVa, a computational tool that identifies DNA inversions using long-read datasets. We also identify 372 'intragenic invertons', a novel class of DNA inversions found entirely within genes, in genomes of bacterial and archaeal isolates. Intragenic invertons allow a gene to encode two or more versions of a protein by flipping a DNA sequence within the coding region, thereby increasing coding capacity without increasing genome size. We validate ten intragenic invertons in the gut commensal Bacteroides thetaiotaomicron, and experimentally characterize an intragenic inverton in the thiamine biosynthesis gene thiC.
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Affiliation(s)
- Rachael B Chanin
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | - Patrick T West
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | - Jakob Wirbel
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | - Matthew O Gill
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Gabriella Z M Green
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | - Ryan M Park
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Nora Enright
- Department of Bioengineering, Stanford University, Stanford, CA, USA
| | - Arjun M Miklos
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | - Angela S Hickey
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Erin F Brooks
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | - Krystal K Lum
- Department of Molecular Biology, Princeton University, Princeton, NJ, USA
| | - Ileana M Cristea
- Department of Molecular Biology, Princeton University, Princeton, NJ, USA
| | - Ami S Bhatt
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA.
- Department of Genetics, Stanford University, Stanford, CA, USA.
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2
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Da Costa RM, Rooke JL, Wells TJ, Cunningham AF, Henderson IR. Type 5 secretion system antigens as vaccines against Gram-negative bacterial infections. NPJ Vaccines 2024; 9:159. [PMID: 39218947 PMCID: PMC11366766 DOI: 10.1038/s41541-024-00953-6] [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: 02/13/2024] [Accepted: 08/14/2024] [Indexed: 09/04/2024] Open
Abstract
Infections caused by Gram-negative bacteria are leading causes of mortality worldwide. Due to the rise in antibiotic resistant strains, there is a desperate need for alternative strategies to control infections caused by these organisms. One such approach is the prevention of infection through vaccination. While live attenuated and heat-killed bacterial vaccines are effective, they can lead to adverse reactions. Newer vaccine technologies focus on utilizing polysaccharide or protein subunits for safer and more targeted vaccination approaches. One promising avenue in this regard is the use of proteins released by the Type 5 secretion system (T5SS). This system is the most prevalent secretion system in Gram-negative bacteria. These proteins are compelling vaccine candidates due to their demonstrated protective role in current licensed vaccines. Notably, Pertactin, FHA, and NadA are integral components of licensed vaccines designed to prevent infections caused by Bordetella pertussis or Neisseria meningitidis. In this review, we delve into the significance of incorporating T5SS proteins into licensed vaccines, their contributions to virulence, conserved structural motifs, and the protective immune responses elicited by these proteins.
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Affiliation(s)
- Rochelle M Da Costa
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, Australia
| | - Jessica L Rooke
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, Australia
| | - Timothy J Wells
- Frazer Institute, The University of Queensland, Brisbane, QLD, Australia
| | - Adam F Cunningham
- Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Ian R Henderson
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, Australia.
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3
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Li X, Gallardo O, August E, Dassa B, Court DL, Stavans J, Arbel-Goren R. Stability and gene strand bias of lambda prophages and chromosome organization in Escherichia coli. mBio 2024; 15:e0207823. [PMID: 38888367 PMCID: PMC11253608 DOI: 10.1128/mbio.02078-23] [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] [Accepted: 05/14/2024] [Indexed: 06/20/2024] Open
Abstract
Temperate phage-mediated horizontal gene transfer is a potent driver of genetic diversity in the evolution of bacteria. Most lambdoid prophages in Escherichia coli are integrated into the chromosome with the same orientation with respect to the direction of chromosomal replication, and their location on the chromosome is far from homogeneous. To better understand these features, we studied the interplay between lysogenic and lytic states of phage lambda in both native and inverted integration orientations at the wild-type integration site as well as at other sites on the bacterial chromosome. Measurements of free phage released by spontaneous induction showed that the stability of lysogenic states is affected by location and orientation along the chromosome, with stronger effects near the origin of replication. Competition experiments and range expansions between lysogenic strains with opposite orientations and insertion loci indicated that there are no major differences in growth. Moreover, measurements of the level of transcriptional bursts of the cI gene coding for the lambda phage repressor using single-molecule fluorescence in situ hybridization resulted in similar levels of transcription for both orientations and prophage location. We postulate that the preference for a given orientation and location is a result of a balance between the maintenance of lysogeny and the ability to lyse.IMPORTANCEThe integration of genetic material of temperate bacterial viruses (phages) into the chromosomes of bacteria is a potent evolutionary force, allowing bacteria to acquire in one stroke new traits and restructure the information in their chromosomes. Puzzlingly, this genetic material is preferentially integrated in a particular orientation and at non-random sites on the bacterial chromosome. The work described here reveals that the interplay between the maintenance of the stability of the integrated phage, its ability to excise, and its localization along the chromosome plays a key role in setting chromosomal organization in Escherichia coli.
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Affiliation(s)
- Xintian Li
- Gene Regulation and Chromosome Biology Laboratory, National Cancer Institute, Frederick, Maryland, USA
| | - Oscar Gallardo
- Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel
| | - Elias August
- Department of Engineering, Reykjavik University, Reykjavík, Iceland
| | - Bareket Dassa
- Department of Life Sciences Core Facilities, Weizmann Institute of Science, Rehovot, Israel
| | - Donald L. Court
- Gene Regulation and Chromosome Biology Laboratory, National Cancer Institute, Frederick, Maryland, USA
| | - Joel Stavans
- Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel
| | - Rinat Arbel-Goren
- Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel
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4
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Carasso S, Zaatry R, Hajjo H, Kadosh-Kariti D, Ben-Assa N, Naddaf R, Mandelbaum N, Pressman S, Chowers Y, Gefen T, Jeffrey KL, Jofre J, Coyne MJ, Comstock LE, Sharon I, Geva-Zatorsky N. Inflammation and bacteriophages affect DNA inversion states and functionality of the gut microbiota. Cell Host Microbe 2024; 32:322-334.e9. [PMID: 38423015 PMCID: PMC10939037 DOI: 10.1016/j.chom.2024.02.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 12/11/2023] [Accepted: 02/06/2024] [Indexed: 03/02/2024]
Abstract
Reversible genomic DNA inversions control the expression of numerous gut bacterial molecules, but how this impacts disease remains uncertain. By analyzing metagenomic samples from inflammatory bowel disease (IBD) cohorts, we identified multiple invertible regions where a particular orientation correlated with disease. These include the promoter of polysaccharide A (PSA) of Bacteroides fragilis, which induces regulatory T cells (Tregs) and ameliorates experimental colitis. The PSA promoter was mostly oriented "OFF" in IBD patients, which correlated with increased B. fragilis-associated bacteriophages. Similarly, in mice colonized with a healthy human microbiota and B. fragilis, induction of colitis caused a decline of PSA in the "ON" orientation that reversed as inflammation resolved. Monocolonization of mice with B. fragilis revealed that bacteriophage infection increased the frequency of PSA in the "OFF" orientation, causing reduced PSA expression and decreased Treg cells. Altogether, we reveal dynamic bacterial phase variations driven by bacteriophages and host inflammation, signifying bacterial functional plasticity during disease.
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Affiliation(s)
- Shaqed Carasso
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Rawan Zaatry
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Haitham Hajjo
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Dana Kadosh-Kariti
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Nadav Ben-Assa
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Rawi Naddaf
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Noa Mandelbaum
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Sigal Pressman
- Department of Gastroenterology, Rambam Health Care Campus, Haifa 3109601, Israel; Clinical Research Institute, Rambam Health Care Campus, Haifa 3109601, Israel
| | - Yehuda Chowers
- Department of Gastroenterology, Rambam Health Care Campus, Haifa 3109601, Israel; Clinical Research Institute, Rambam Health Care Campus, Haifa 3109601, Israel; Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa 32000, Israel
| | - Tal Gefen
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel
| | - Kate L Jeffrey
- Moderna, Inc., Cambridge, MA 02139, USA; Center for the Study of Inflammatory Bowel Disease, Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital Research Institute, Boston, MA 02114, USA; Harvard Medical School, Boston, MA 02115, USA; Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
| | - Juan Jofre
- Department of Genetics, Microbiology and Statistics, School of Biology, University of Barcelona, Avda. Diagonal 643 08028, Barcelona, Spain
| | - Michael J Coyne
- Duchossois Family Institute and Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Laurie E Comstock
- Duchossois Family Institute and Department of Microbiology, University of Chicago, Chicago, IL, USA
| | - Itai Sharon
- Migal-Galilee Research Institute, P.O. Box 831, Kiryat Shmona 11016, Israel; Faculty of Sciences and Technology, Tel-Hai Academic College, Upper Galilee 1220800, Israel
| | - Naama Geva-Zatorsky
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Rappaport Technion Integrated Cancer Center (RTICC), Haifa 32000, Israel; CIFAR, MaRS Centre, West Tower 661, Suite 505, Toronto, ON M5G 1M1, Canada.
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5
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Chanin RB, West PT, Park RM, Wirbel J, Green GZM, Miklos AM, Gill MO, Hickey AS, Brooks EF, Bhatt AS. Intragenic DNA inversions expand bacterial coding capacity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.11.532203. [PMID: 36945655 PMCID: PMC10028968 DOI: 10.1101/2023.03.11.532203] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/13/2023]
Abstract
Bacterial populations that originate from a single bacterium are not strictly clonal. Often, they contain subgroups with distinct phenotypes. Bacteria can generate heterogeneity through phase variation: a preprogrammed, reversible mechanism that alters gene expression levels across a population. One well studied type of phase variation involves enzyme-mediated inversion of specific intergenic regions of genomic DNA. Frequently, these DNA inversions flip the orientation of promoters, turning ON or OFF adjacent coding regions within otherwise isogenic populations. Through this mechanism, inversion can affect fitness, survival, or group dynamics. Here, we develop and apply bioinformatic approaches to discover thousands of previously undescribed phase-variable regions in prokaryotes using long-read datasets. We identify 'intragenic invertons', a surprising new class of invertible elements found entirely within genes, in bacteria and archaea. To date, inversions within single genes have not been described. Intragenic invertons allow a gene to encode two or more versions of a protein by flipping a DNA sequence within the coding region, thereby increasing coding capacity without increasing genome size. We experimentally characterize specific intragenic invertons in the gut commensal Bacteroides thetaiotaomicron, presenting a 'roadmap' for investigating this new gene-diversifying phenomenon.
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Affiliation(s)
- Rachael B. Chanin
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | - Patrick T. West
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | - Ryan M. Park
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | - Jakob Wirbel
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | - Gabriella Z. M. Green
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | - Arjun M. Miklos
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | | | | | - Erin F. Brooks
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
| | - Ami S. Bhatt
- Department of Medicine (Hematology, Blood and Marrow Transplantation); Stanford, USA
- Department of Genetics, Stanford University; Stanford, USA
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6
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Milman O, Yelin I, Kishony R. Systematic identification of gene-altering programmed inversions across the bacterial domain. Nucleic Acids Res 2023; 51:553-573. [PMID: 36617974 PMCID: PMC9881135 DOI: 10.1093/nar/gkac1166] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 10/22/2022] [Accepted: 01/05/2023] [Indexed: 01/10/2023] Open
Abstract
Programmed chromosomal inversions allow bacteria to generate intra-population genotypic and functional heterogeneity, a bet-hedging strategy important in changing environments. Some programmed inversions modify coding sequences, producing different alleles in several gene families, most notably in specificity-determining genes such as Type I restriction-modification systems, where systematic searches revealed cross phylum abundance. Yet, a broad, gene-independent, systematic search for gene-altering programmed inversions has been absent, and little is known about their genomic sequence attributes and prevalence across gene families. Here, identifying intra-species variation in genomes of over 35 000 species, we develop a predictive model of gene-altering inversions, revealing key attributes of their genomic sequence attributes, including gene-pseudogene size asymmetry and orientation bias. The model predicted over 11,000 gene-altering loci covering known targeted gene families, as well as novel targeted families including Type II restriction-modification systems, a protein of unknown function, and a fusion-protein containing conjugative-pilus and phage tail domains. Publicly available long-read sequencing datasets validated representatives of these newly predicted inversion-targeted gene families, confirming intra-population genetic heterogeneity. Together, these results reveal gene-altering programmed inversions as a key strategy adopted across the bacterial domain, and highlight programmed inversions that modify Type II restriction-modification systems as a possible new mechanism for maintaining intra-population heterogeneity.
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Affiliation(s)
- Oren Milman
- Faculty of Biology, Technion–Israel Institute of Technology, Haifa, Israel
| | - Idan Yelin
- Faculty of Biology, Technion–Israel Institute of Technology, Haifa, Israel
| | - Roy Kishony
- To whom correspondence should be addressed. Tel: +972 4 8293737;
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7
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Modulatory Mechanisms of Pathogenicity in Porphyromonas gingivalis and Other Periodontal Pathobionts. Microorganisms 2022; 11:microorganisms11010015. [PMID: 36677306 PMCID: PMC9862357 DOI: 10.3390/microorganisms11010015] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 11/25/2022] [Accepted: 11/25/2022] [Indexed: 12/24/2022] Open
Abstract
The pathogenesis of periodontitis depends on a sustained feedback loop where bacterial virulence factors and immune responses both contribute to inflammation and tissue degradation. Periodontitis is a multifactorial disease that is associated with a pathogenic shift in the oral microbiome. Within this shift, low-abundance Gram-negative anaerobic pathobionts transition from harmless colonisers of the subgingival environment to a virulent state that drives evasion and subversion of innate and adaptive immune responses. This, in turn, drives the progression of inflammatory disease and the destruction of tooth-supporting structures. From an evolutionary perspective, bacteria have developed this phenotypic plasticity in order to respond and adapt to environmental stimuli or external stressors. This review summarises the available knowledge of genetic, transcriptional, and post-translational mechanisms which mediate the commensal-pathogen transition of periodontal bacteria. The review will focus primarily on Porphyromonas gingivalis.
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8
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Le VVH, León-Quezada RI, Biggs PJ, Rakonjac J. A large chromosomal inversion affects antimicrobial sensitivity of Escherichia coli to sodium deoxycholate. MICROBIOLOGY (READING, ENGLAND) 2022; 168. [PMID: 35960647 DOI: 10.1099/mic.0.001232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Resistance to antimicrobials is normally caused by mutations in the drug targets or genes involved in antimicrobial activation or expulsion. Here we show that an Escherichia coli strain, named DOC14, selected for increased resistance to the bile salt sodium deoxycholate, has no mutations in any ORF, but instead has a 2.1 Mb chromosomal inversion. The breakpoints of the inversion are two inverted copies of an IS5 element. Besides lowering deoxycholate susceptibility, the IS5-mediated chromosomal inversion in the DOC14 mutant was found to increase bacterial survival upon exposure to ampicillin and vancomycin, and sensitize the cell to ciprofloxacin and meropenem, but does not affect bacterial growth or cell morphology in a rich medium in the absence of antibacterial molecules. Overall, our findings support the notion that a large chromosomal inversion can benefit bacterial cells under certain conditions, contributing to genetic variability available for selection during evolution. The DOC14 mutant paired with its isogenic parental strain form a useful model as bacterial ancestors in evolution experiments to study how a large chromosomal inversion influences the evolutionary trajectory in response to various environmental stressors.
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Affiliation(s)
- Vuong Van Hung Le
- School of Natural Sciences, Massey University, Palmerston North, New Zealand.,Maurice Wilkins Centre, University of Auckland, Auckland, New Zealand.,Present address: Section of Microbiology, Department of Biology, University of Copenhagen, Denmark
| | | | - Patrick J Biggs
- School of Natural Sciences, Massey University, Palmerston North, New Zealand.,mEpiLab, Infectious Disease Research Centre, School of Veterinary Science, Massey University, Palmerston North, New Zealand
| | - Jasna Rakonjac
- School of Natural Sciences, Massey University, Palmerston North, New Zealand.,Maurice Wilkins Centre, University of Auckland, Auckland, New Zealand
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9
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Trzilova D, Tamayo R. Site-Specific Recombination - How Simple DNA Inversions Produce Complex Phenotypic Heterogeneity in Bacterial Populations. Trends Genet 2020; 37:59-72. [PMID: 33008627 DOI: 10.1016/j.tig.2020.09.004] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Revised: 08/26/2020] [Accepted: 09/01/2020] [Indexed: 02/07/2023]
Abstract
Many bacterial species generate phenotypically heterogeneous subpopulations as a strategy for ensuring the survival of the population as a whole - an environmental stress that eradicates one subpopulation may leave other phenotypic groups unharmed, allowing the lineage to continue. Phase variation, a process that functions as an ON/OFF switch for gene expression, is one way that bacteria achieve phenotypic heterogeneity. Phase variation occurs stochastically and reversibly, and in the presence of a selective pressure the advantageous phenotype(s) predominates in the population. Phase variation can occur through multiple genetic and epigenetic mechanisms. This review focuses on conservative site-specific recombination that generates reversible DNA inversions as a genetic mechanism mediating phase variation. Recent studies have sparked a renewed interest in phase variation mediated through DNA inversion, revealing a high level of complexity beyond simple ON/OFF switching, including unusual modes of gene regulation, and highlighting an underappreciation of the use of these mechanisms by bacteria.
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Affiliation(s)
- Dominika Trzilova
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
| | - Rita Tamayo
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA.
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10
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Johnson JD, Abrams DM. A coupled oscillator model for the origin of bimodality and multimodality. CHAOS (WOODBURY, N.Y.) 2019; 29:073120. [PMID: 31370422 DOI: 10.1063/1.5100289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 07/08/2019] [Indexed: 06/10/2023]
Abstract
Perhaps because of the elegance of the central limit theorem, it is often assumed that distributions in nature will approach singly-peaked, unimodal shapes reminiscent of the Gaussian normal distribution. However, many systems behave differently, with variables following apparently bimodal or multimodal distributions. Here, we argue that multimodality may emerge naturally as a result of repulsive or inhibitory coupling dynamics, and we show rigorously how it emerges for a broad class of coupling functions in variants of the paradigmatic Kuramoto model.
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Affiliation(s)
- J D Johnson
- Department of Engineering Sciences and Applied Mathematics, McCormick School of Engineering and Applied Science, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, USA
| | - D M Abrams
- Department of Engineering Sciences and Applied Mathematics, McCormick School of Engineering and Applied Science, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, USA
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11
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Sekulovic O, Mathias Garrett E, Bourgeois J, Tamayo R, Shen A, Camilli A. Genome-wide detection of conservative site-specific recombination in bacteria. PLoS Genet 2018; 14:e1007332. [PMID: 29621238 PMCID: PMC5903667 DOI: 10.1371/journal.pgen.1007332] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 04/17/2018] [Accepted: 03/24/2018] [Indexed: 12/15/2022] Open
Abstract
The ability of clonal bacterial populations to generate genomic and phenotypic heterogeneity is thought to be of great importance for many commensal and pathogenic bacteria. One common mechanism contributing to diversity formation relies on the inversion of small genomic DNA segments in a process commonly referred to as conservative site-specific recombination. This phenomenon is known to occur in several bacterial lineages, however it remains notoriously difficult to identify due to the lack of conserved features. Here, we report an easy-to-implement method based on high-throughput paired-end sequencing for genome-wide detection of conservative site-specific recombination on a single-nucleotide level. We demonstrate the effectiveness of the method by successfully detecting several novel inversion sites in an epidemic isolate of the enteric pathogen Clostridium difficile. Using an experimental approach, we validate the inversion potential of all detected sites in C. difficile and quantify their prevalence during exponential and stationary growth in vitro. In addition, we demonstrate that the master recombinase RecV is responsible for the inversion of some but not all invertible sites. Using a fluorescent gene-reporter system, we show that at least one gene from a two-component system located next to an invertible site is expressed in an on-off mode reminiscent of phase variation. We further demonstrate the applicability of our method by mining 209 publicly available sequencing datasets and show that conservative site-specific recombination is common in the bacterial realm but appears to be absent in some lineages. Finally, we show that the gene content associated with the inversion sites is diverse and goes beyond traditionally described surface components. Overall, our method provides a robust platform for detection of conservative site-specific recombination in bacteria and opens a new avenue for global exploration of this important phenomenon.
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Affiliation(s)
- Ognjen Sekulovic
- Department of Molecular Biology and Microbiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
- * E-mail: (OS); (AC)
| | - Elizabeth Mathias Garrett
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jacob Bourgeois
- Department of Molecular Biology and Microbiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
| | - Rita Tamayo
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Aimee Shen
- Department of Molecular Biology and Microbiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
| | - Andrew Camilli
- Department of Molecular Biology and Microbiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
- * E-mail: (OS); (AC)
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12
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Levin-Reisman I, Ronin I, Gefen O, Braniss I, Shoresh N, Balaban NQ. Antibiotic tolerance facilitates the
evolution of resistance. Science 2017; 355:826-830. [DOI: 10.1126/science.aaj2191] [Citation(s) in RCA: 634] [Impact Index Per Article: 79.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2016] [Accepted: 01/16/2017] [Indexed: 12/24/2022]
Abstract
Controlled experimental evolution during
antibiotic treatment can help to explain the
processes leading to antibiotic resistance in
bacteria. Recently, intermittent antibiotic
exposures have been shown to lead rapidly to the
evolution of tolerance—that is, the ability to
survive under treatment without developing
resistance. However, whether tolerance delays or
promotes the eventual emergence of resistance is
unclear. Here we used in vitro evolution
experiments to explore this question. We found
that in all cases, tolerance preceded resistance.
A mathematical population-genetics model showed
how tolerance boosts the chances for resistance
mutations to spread in the population. Thus,
tolerance mutations pave the way for the rapid
subsequent evolution of resistance. Preventing the
evolution of tolerance may offer a new strategy
for delaying the emergence of resistance.
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Affiliation(s)
- Irit Levin-Reisman
- Racah Institute of Physics and the Harvey M. Kruger Family Center for Nanoscience and Nanotechnology, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 91904, Israel
| | - Irine Ronin
- Racah Institute of Physics and the Harvey M. Kruger Family Center for Nanoscience and Nanotechnology, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 91904, Israel
| | - Orit Gefen
- Racah Institute of Physics and the Harvey M. Kruger Family Center for Nanoscience and Nanotechnology, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 91904, Israel
| | - Ilan Braniss
- Racah Institute of Physics and the Harvey M. Kruger Family Center for Nanoscience and Nanotechnology, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 91904, Israel
| | - Noam Shoresh
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Nathalie Q. Balaban
- Racah Institute of Physics and the Harvey M. Kruger Family Center for Nanoscience and Nanotechnology, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 91904, Israel
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Ronin I, Katsowich N, Rosenshine I, Balaban NQ. A long-term epigenetic memory switch controls bacterial virulence bimodality. eLife 2017; 6. [PMID: 28178445 PMCID: PMC5295817 DOI: 10.7554/elife.19599] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Accepted: 01/17/2017] [Indexed: 12/22/2022] Open
Abstract
When pathogens enter the host, sensing of environmental cues activates the expression of virulence genes. Opposite transition of pathogens from activating to non-activating conditions is poorly understood. Interestingly, variability in the expression of virulence genes upon infection enhances colonization. In order to systematically detect the role of phenotypic variability in enteropathogenic E. coli (EPEC), an important human pathogen, both in virulence activating and non-activating conditions, we employed the ScanLag methodology. The analysis revealed a bimodal growth rate. Mathematical modeling combined with experimental analysis showed that this bimodality is mediated by a hysteretic memory-switch that results in the stable co-existence of non-virulent and hyper-virulent subpopulations, even after many generations of growth in non-activating conditions. We identified the per operon as the key component of the hysteretic switch. This unique hysteretic memory switch may result in persistent infection and enhanced host-to-host spreading. DOI:http://dx.doi.org/10.7554/eLife.19599.001 Bacteria typically cope with harsh and changing environments by activating specific genes or accumulating those mutations that change genes in a beneficial way. Recently, it was also shown that the levels of gene activity can vary between otherwise identical bacteria in a single population. This provides an alternative strategy to deal with stressful conditions because it generates sub-groups of bacteria that potentially already adapted to different environments. Bacteria that enter the human body face many challenges, and this kind of pre-adaptation could help them to invade humans and overcome the immune system. However, this hypothesis had not previously been tested in a bacterium called enteropathogenic E.coli, which infects the intestines and is responsible for the deaths of many infants worldwide. Ronin et al. show that cells in enteropathogenic E.coli colonies spontaneously form into two groups when exposed to conditions that mimic the environment inside the human body. Once triggered, one of these groups is particularly dangerous and this “hypervirulent” state is remembered for an extremely long time meaning that the bacteria remain hypervirulent for many generations. In addition, Ronin et al. identified the specific genes that control the switch to the hypervirulent state. These findings have uncovered the existence of groups of enteropathogenic E.coli that are pre-adapted to invading human hosts. Finding out more about how the switching mechanism works and its relevance in other bacteria may help researchers to develop new therapies that can help fight bacterial infections. DOI:http://dx.doi.org/10.7554/eLife.19599.002
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Affiliation(s)
- Irine Ronin
- Racah Institute of Physics, Edmond J. Safra Campus, Faculty of Science, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Naama Katsowich
- Department of Microbiology and Molecular Genetics, IMRIC, Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Ilan Rosenshine
- Department of Microbiology and Molecular Genetics, IMRIC, Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Nathalie Q Balaban
- Racah Institute of Physics, Edmond J. Safra Campus, Faculty of Science, The Hebrew University of Jerusalem, Jerusalem, Israel
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Gefen O, Chekol B, Strahilevitz J, Balaban NQ. TDtest: easy detection of bacterial tolerance and persistence in clinical isolates by a modified disk-diffusion assay. Sci Rep 2017; 7:41284. [PMID: 28145464 PMCID: PMC5286521 DOI: 10.1038/srep41284] [Citation(s) in RCA: 90] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Accepted: 12/16/2016] [Indexed: 01/08/2023] Open
Abstract
Antibiotic tolerance - the ability for prolonged survival under bactericidal treatments - is a potentially clinically significant phenomenon that is commonly overlooked in the clinical microbiology laboratory. Recent in vitro experiments show that high tolerance can evolve under intermittent antibiotic treatments in as little as eight exposures to high doses of antibiotics, suggesting that tolerance may evolve also in patients. However, tests for antibiotic susceptibilities, such as the disk-diffusion assay, evaluate only the concentration at which a bacterial strain stops growing, namely resistance level. High tolerance strains will not be detected using these tests. We present a simple modification of the standard disk-diffusion assay that allows the semi-quantitative evaluation of tolerance levels. This novel method, the “TDtest”, enabled the detection of tolerant and persistent bacteria by promoting the growth of the surviving bacteria in the inhibition zone, once the antibiotic has diffused away. Using the TDtest, we were able to detect different levels of antibiotic tolerance in clinical isolates of E. coli. The TDtest also identified antibiotics that effectively eliminate tolerant bacteria. The additional information on drug susceptibility provided by the TDtest should enable tailoring better treatment regimens for pathogenic bacteria.
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Affiliation(s)
- Orit Gefen
- Racah Institute of Physics, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 9190401, Israel
| | - Betty Chekol
- Racah Institute of Physics, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 9190401, Israel
| | - Jacob Strahilevitz
- Department of Clinical Microbiology and Infectious Diseases, Hadassah-Hebrew University Medical Center, Jerusalem, 91120, Israel
| | - Nathalie Q Balaban
- Racah Institute of Physics, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 9190401, Israel.,The Harvey M. Kruger Family Center for Nanoscience and Nanotechnology, Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 9190401, Israel
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Patel S. Drivers of bacterial genomes plasticity and roles they play in pathogen virulence, persistence and drug resistance. INFECTION GENETICS AND EVOLUTION 2016; 45:151-164. [DOI: 10.1016/j.meegid.2016.08.030] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2016] [Revised: 08/26/2016] [Accepted: 08/27/2016] [Indexed: 12/11/2022]
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