1
|
Cortes MG, Lin Y, Zeng L, Balázsi G. From Bench to Keyboard and Back Again: A Brief History of Lambda Phage Modeling. Annu Rev Biophys 2021; 50:117-134. [PMID: 33957052 DOI: 10.1146/annurev-biophys-082020-063558] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Cellular decision making is the process whereby cells choose one developmental pathway from multiple possible ones, either spontaneously or due to environmental stimuli. Examples in various cell types suggest an almost inexhaustible plethora of underlying molecular mechanisms. In general, cellular decisions rely on the gene regulatory network, which integrates external signals to drive cell fate choice. The search for general principles of such a process benefits from appropriate biological model systems that reveal how and why certain gene regulatory mechanisms drive specific cellular decisions according to ecological context and evolutionary outcomes. In this article, we review the historical and ongoing development of the phage lambda lysis-lysogeny decision as a model system to investigate all aspects of cellular decision making. The unique generality, simplicity, and richness of phage lambda decision making render it a constant source ofmathematical modeling-aided inspiration across all of biology. We discuss the origins and progress of quantitative phage lambda modeling from the 1950s until today, as well as its possible future directions. We provide examples of how modeling enabled methods and theory development, leading to new biological insights by revealing gaps in the theory and pinpointing areas requiring further experimental investigation. Overall, we highlight the utility of theoretical approaches both as predictive tools, to forecast the outcome of novel experiments, and as explanatory tools, to elucidate the natural processes underlying experimental data.
Collapse
Affiliation(s)
- Michael G Cortes
- The Louis and Beatrice Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, USA; .,Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, New York 11794, USA
| | - Yiruo Lin
- Department of Computer Science and Engineering, Texas A&M University, College Station, Texas 77843, USA
| | - Lanying Zeng
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, Texas 77843, USA; .,Center for Phage Technology, Texas A&M University, College Station, Texas 77843, USA
| | - Gábor Balázsi
- The Louis and Beatrice Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, USA; .,Department of Biomedical Engineering, Stony Brook University, Stony Brook, New York 11794, USA
| |
Collapse
|
2
|
Murchland IM, Ahlgren-Berg A, Pietsch JMJ, Isabel A, Dodd IB, Shearwin KE. Instability of CII is needed for efficient switching between lytic and lysogenic development in bacteriophage 186. Nucleic Acids Res 2020; 48:12030-12041. [PMID: 33211866 PMCID: PMC7708051 DOI: 10.1093/nar/gkaa1065] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 10/18/2020] [Accepted: 10/22/2020] [Indexed: 11/13/2022] Open
Abstract
The CII protein of temperate coliphage 186, like the unrelated CII protein of phage λ, is a transcriptional activator that primes expression of the CI immunity repressor and is critical for efficient establishment of lysogeny. 186-CII is also highly unstable, and we show that in vivo degradation is mediated by both FtsH and RseP. We investigated the role of CII instability by constructing a 186 phage encoding a protease resistant CII. The stabilised-CII phage was defective in the lysis-lysogeny decision: choosing lysogeny with close to 100% frequency after infection, and forming prophages that were defective in entering lytic development after UV treatment. While lysogenic CI concentration was unaffected by CII stabilisation, lysogenic transcription and CI expression was elevated after UV. A stochastic model of the 186 network after infection indicated that an unstable CII allowed a rapid increase in CI expression without a large overshoot of the lysogenic level, suggesting that instability enables a decisive commitment to lysogeny with a rapid attainment of sensitivity to prophage induction.
Collapse
Affiliation(s)
- Iain M Murchland
- Department of Molecular and Biomedical Science, University of Adelaide, Adelaide, SA 5005, Australia
| | - Alexandra Ahlgren-Berg
- Department of Molecular and Biomedical Science, University of Adelaide, Adelaide, SA 5005, Australia
| | - Julian M J Pietsch
- Department of Molecular and Biomedical Science, University of Adelaide, Adelaide, SA 5005, Australia
| | - Alejandra Isabel
- Department of Molecular and Biomedical Science, University of Adelaide, Adelaide, SA 5005, Australia
| | - Ian B Dodd
- Department of Molecular and Biomedical Science, University of Adelaide, Adelaide, SA 5005, Australia
| | - Keith E Shearwin
- Department of Molecular and Biomedical Science, University of Adelaide, Adelaide, SA 5005, Australia
| |
Collapse
|
3
|
Hernandez-Doria JD, Sperandio V. Bacteriophage Transcription Factor Cro Regulates Virulence Gene Expression in Enterohemorrhagic Escherichia coli. Cell Host Microbe 2018; 23:607-617.e6. [PMID: 29746832 DOI: 10.1016/j.chom.2018.04.007] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Revised: 02/15/2018] [Accepted: 04/16/2018] [Indexed: 10/16/2022]
Abstract
Bacteriophage-encoded genetic elements control bacterial biological functions. Enterohemorrhagic Escherichia coli (EHEC) strains harbor lambda-phages encoding the Shiga-toxin (Stx), which is expressed during the phage lytic cycle and associated with exacerbated disease. Phages also reside dormant within bacterial chromosomes through their lysogenic cycle, but how this impacts EHEC virulence remains unknown. We find that during lysogeny the phage transcription factor Cro activates the EHEC type III secretion system (T3SS). EHEC lambdoid phages are lysogenic under anaerobic conditions when Cro binds to and activates the promoters of T3SS genes. Interestingly, the Cro sequence varies among phages carried by different EHEC outbreak strains, and these changes affect Cro-dependent T3SS regulation. Additionally, infecting mice with the related pathogen C. rodentium harboring the bacteriophage cro from EHEC results in greater T3SS gene expression and enhanced virulence. Collectively, these findings reveal the role of phages in impacting EHEC virulence and their potential to affect outbreak strains.
Collapse
Affiliation(s)
- Juan D Hernandez-Doria
- Department of Microbiology, University of Texas Southwestern Medical Center, Dallas, TX 75390-9048, USA; Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390-9048, USA
| | - Vanessa Sperandio
- Department of Microbiology, University of Texas Southwestern Medical Center, Dallas, TX 75390-9048, USA; Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390-9048, USA.
| |
Collapse
|
4
|
Shao Q, Trinh JT, Zeng L. High-resolution studies of lysis-lysogeny decision-making in bacteriophage lambda. J Biol Chem 2018; 294:3343-3349. [PMID: 30242122 DOI: 10.1074/jbc.tm118.003209] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
Cellular decision-making guides complex development such as cell differentiation and disease progression. Much of our knowledge about decision-making is derived from simple models, such as bacteriophage lambda infection, in which lambda chooses between the vegetative lytic fate and the dormant lysogenic fate. This paradigmatic system is broadly understood but lacking mechanistic details, partly due to limited resolution of past studies. Here, we discuss how modern technologies have enabled high-resolution examination of lambda decision-making to provide new insights and exciting possibilities in studying this classical system. The advent of techniques for labeling specific DNA, RNA, and proteins in cells allows for molecular-level characterization of events in lambda development. These capabilities yield both new answers and new questions regarding how the isolated lambda genetic circuit acts, what biological events transpire among phages in their natural context, and how the synergy of simple phage macromolecules brings about complex behaviors.
Collapse
Affiliation(s)
- Qiuyan Shao
- From the Department of Biochemistry and Biophysics and.,the Center for Phage Technology, Texas A&M University, College Station, Texas 77843
| | - Jimmy T Trinh
- From the Department of Biochemistry and Biophysics and.,the Center for Phage Technology, Texas A&M University, College Station, Texas 77843
| | - Lanying Zeng
- From the Department of Biochemistry and Biophysics and .,the Center for Phage Technology, Texas A&M University, College Station, Texas 77843
| |
Collapse
|
5
|
Golding I. Infection by bacteriophage lambda: an evolving paradigm for cellular individuality. Curr Opin Microbiol 2018; 43:9-13. [PMID: 29107897 PMCID: PMC5934347 DOI: 10.1016/j.mib.2017.09.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2017] [Revised: 09/14/2017] [Accepted: 09/25/2017] [Indexed: 12/19/2022]
Abstract
Since the earliest days of molecular biology, bacteriophage lambda has served to illuminate cellular function. Among its many roles, lambda infection is a paradigm for phenotypic heterogeneity among genetically identical cells. Early studies attributed this cellular individuality to random biochemical fluctuations, or 'noise'. More recently, however, attention has turned to the role played by deterministic hidden variables in driving single-cell behavior. Here, I briefly describe how studies in lambda are driving the shift in our understanding of cellular heterogeneity, allowing us to better appreciate the precision at which cells function.
Collapse
Affiliation(s)
- Ido Golding
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, TX 77030, USA; Center for Theoretical Biological Physics, Rice University, Houston, TX 77005, USA.
| |
Collapse
|
6
|
Late-Arriving Signals Contribute Less to Cell-Fate Decisions. Biophys J 2017; 113:2110-2120. [PMID: 29117533 DOI: 10.1016/j.bpj.2017.09.012] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Revised: 08/14/2017] [Accepted: 09/05/2017] [Indexed: 11/24/2022] Open
Abstract
Gene regulatory networks are largely responsible for cellular decision-making. These networks sense diverse external signals and respond by adjusting gene expression, enabling cells to reach environment-dependent decisions crucial for their survival or reproduction. However, information-carrying signals may arrive at variable times. Besides the intrinsic strength of these signals, their arrival time (timing) may also carry information about the environment and can influence cellular decision-making in ways that are poorly understood. For example, it is unclear how the timing of individual phage infections affects the lysis-lysogeny decision of bacteriophage λ despite variable infection times being likely in the wild and even in laboratory conditions. In this work, we combine mathematical modeling with experimentation to address this question. We develop an experimentally testable theory, which reveals that late-infecting phages contribute less to cellular decision-making. This implies that infection delays lower the probability of lysogeny compared to simultaneous infections. Furthermore, we show that infection delays reduce lysogenization by providing insufficient CII for threshold crossing during the critical decision-making period. We find evidence for a cutoff time after which subsequent infections cannot influence the cellular decision. We derive an intuitive formula that approximates the probability of lysogeny for variable infection times by a time-weighted average of probabilities for simultaneous infections. We validate these theoretical predictions experimentally. Similar concepts and simplifying modeling approaches may help elucidate the mechanisms underlying other cellular decisions.
Collapse
|
7
|
Trinh JT, Székely T, Shao Q, Balázsi G, Zeng L. Cell fate decisions emerge as phages cooperate or compete inside their host. Nat Commun 2017; 8:14341. [PMID: 28165024 PMCID: PMC5303824 DOI: 10.1038/ncomms14341] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2016] [Accepted: 12/19/2016] [Indexed: 01/02/2023] Open
Abstract
The system of the bacterium Escherichia coli and its virus, bacteriophage lambda, is paradigmatic for gene regulation in cell-fate development, yet insight about its mechanisms and complexities are limited due to insufficient resolution of study. Here we develop a 4-colour fluorescence reporter system at the single-virus level, combined with computational models to unravel both the interactions between phages and how individual phages determine cellular fates. We find that phages cooperate during lysogenization, compete among each other during lysis, and that confusion between the two pathways occasionally occurs. Additionally, we observe that phage DNAs have fluctuating cellular arrival times and vie for resources to replicate, enabling the interplay during different developmental paths, where each phage genome may make an individual decision. These varied strategies could separate the selection for replication-optimizing beneficial mutations during lysis from sequence diversification during lysogeny, allowing rapid adaptation of phage populations for various environments.
Collapse
Affiliation(s)
- Jimmy T. Trinh
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, Texas 77843, USA
- Center for Phage Technology, Texas A&M University, College Station, Texas 77843, USA
| | - Tamás Székely
- The Louis and Beatrice Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, USA
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, New York 11794, USA
| | - Qiuyan Shao
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, Texas 77843, USA
- Center for Phage Technology, Texas A&M University, College Station, Texas 77843, USA
| | - Gábor Balázsi
- The Louis and Beatrice Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, USA
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, New York 11794, USA
| | - Lanying Zeng
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, Texas 77843, USA
- Center for Phage Technology, Texas A&M University, College Station, Texas 77843, USA
| |
Collapse
|
8
|
Affiliation(s)
- Ido Golding
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, Texas 77030;
- Center for Theoretical Biological Physics, Rice University, Houston, Texas 77005
- Center for the Physics of Living Cells, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801
| |
Collapse
|
9
|
Dover JA, Burmeister AR, Molineux IJ, Parent KN. Evolved Populations of Shigella flexneri Phage Sf6 Acquire Large Deletions, Altered Genomic Architecture, and Faster Life Cycles. Genome Biol Evol 2016; 8:2827-40. [PMID: 27497318 PMCID: PMC5630979 DOI: 10.1093/gbe/evw177] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Genomic architecture is the framework within which genes and regulatory elements evolve and where specific constructs may constrain or potentiate particular adaptations. One such construct is evident in phages that use a headful packaging strategy that results in progeny phage heads packaged with DNA until full rather than encapsidating a simple unit-length genome. Here, we investigate the evolution of the headful packaging phage Sf6 in response to barriers that impede efficient phage adsorption to the host cell. Ten replicate populations evolved faster Sf6 life cycles by parallel mutations found in a phage lysis gene and/or by large, 1.2- to 4.0-kb deletions that remove a mobile genetic IS911 element present in the ancestral phage genome. The fastest life cycles were found in phages that acquired both mutations. No mutations were found in genes encoding phage structural proteins, which were a priori expected from the experimental design that imposed a challenge for phage adsorption by using a Shigella flexneri host lacking receptors preferred by Sf6. We used DNA sequencing, molecular approaches, and physiological experiments on 82 clonal isolates taken from all 10 populations to reveal the genetic basis of the faster Sf6 life cycle. The majority of our isolates acquired deletions in the phage genome. Our results suggest that deletions are adaptive and can influence the duration of the phage life cycle while acting in conjunction with other lysis time-determining point mutations.
Collapse
Affiliation(s)
- John A Dover
- Department of Biochemistry and Molecular Biology, Michigan State University
| | - Alita R Burmeister
- Department of Microbiology and Molecular Genetics, Michigan State University
| | - Ian J Molineux
- Department of Molecular Biosciences, University of Texas at Austin
| | - Kristin N Parent
- Department of Biochemistry and Molecular Biology, Michigan State University
| |
Collapse
|
10
|
Hammerl JA, Jäckel C, Funk E, Pinnau S, Mache C, Hertwig S. The diverse genetic switch of enterobacterial and marine telomere phages. BACTERIOPHAGE 2016; 6:e1148805. [PMID: 27607141 DOI: 10.1080/21597081.2016.1148805] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2015] [Revised: 01/15/2016] [Accepted: 01/20/2016] [Indexed: 10/22/2022]
Abstract
Temperate bacteriophages possess a genetic switch which regulates the lytic and lysogenic cycle. The genomes of the enterobacterial telomere phages N15, PY54 and ϕKO2 harbor a primary immunity region (immB) comprising genes for the prophage repressor, the lytic repressor and a putative antiterminator, similar to CI, Cro and Q of lambda, respectively. Moreover, N15 and ϕKO2 contain 3 related operator (OR) sites between cI and cro, while only one site (OR3) has been detected in PY54. Marine telomere phages possess a putative cI gene but not a cro-like gene. Instead, a gene is located at the position of cro, whose product shows some similarity to the PY54 ORF42 product, the function of which is unknown. We have determined the transcription start sites of the predicted repressor genes of N15, PY54, ϕKO2 and of the marine telomere phage VP58.5. The influence of the genes on phage propagation was analyzed in E. coli, Y. enterocolitica and V.parahaemolyticus. We show that the repressors and antiterminators of N15, ϕKO2 and PY54 exerted their predicted activities. However, while the proteins of both N15 and ϕKO2 affected lysis and lysogeny by N15, they did not affect PY54 propagation. On the other hand, the respective PY54 proteins exclusively influenced the propagation of this phage. The immB region of VP58.5 contains 2 genes that revealed prophage repressor activity, while a lytic repressor gene could not be identified. The results indicate an unexpected diversity of the growth regulation mechanisms in these temperate phages.
Collapse
Affiliation(s)
- Jens A Hammerl
- Federal Institute for Risk Assessment, Department of Biological Safety , Berlin, Germany
| | - Claudia Jäckel
- Federal Institute for Risk Assessment, Department of Biological Safety , Berlin, Germany
| | - Eugenia Funk
- Federal Institute for Risk Assessment, Department of Biological Safety , Berlin, Germany
| | - Sabrina Pinnau
- Federal Institute for Risk Assessment, Department of Biological Safety , Berlin, Germany
| | - Christin Mache
- Federal Institute for Risk Assessment, Department of Biological Safety , Berlin, Germany
| | - Stefan Hertwig
- Federal Institute for Risk Assessment, Department of Biological Safety , Berlin, Germany
| |
Collapse
|
11
|
Semsey S, Campion C, Mohamed A, Svenningsen SL. How long can bacteriophage λ change its mind? BACTERIOPHAGE 2015; 5:e1012930. [PMID: 26459429 DOI: 10.1080/21597081.2015.1012930] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Revised: 01/23/2015] [Accepted: 01/26/2015] [Indexed: 10/23/2022]
Abstract
A key event in the lifecycle of a temperate bacteriophage is the choice between lysis and lysogeny upon infection of a susceptible host cell. In a recent paper, we showed that a prolonged period exists after the decision to lysogenize, during which bacteriophage λ can abandon the initial decision, and instead develop lytically, as a response to the accumulation of the late lytic regulatory protein Q. Here, we present evidence that expression of Q does not induce replication of λ DNA, suggesting that the DNA to be packaged into the resulting phage progeny was already present at the time of the initial decision to lysogenize. We summarize our findings in a working model of the key determinants of the duration of the post-decision period during which it is possible for the infected cell to switch from the lysogeny decision to successful lytic development.
Collapse
Affiliation(s)
- Szabolcs Semsey
- Center for Models of Life; Niels Bohr Institute ; University of Copenhagen ; Copenhagen, Denmark
| | | | - Abdu Mohamed
- Department of Biology; University of Copenhagen ; Copenhagen, Denmark
| | | |
Collapse
|