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Abstract
Self-organization into spatial patterns is evident in many multicellular phenomena. Even for the best-studied systems, our ability to dissect the mechanisms driving coordinated cell movement is limited. While genetic approaches can identify mutations perturbing multicellular patterns, the diverse nature of the signaling cues coupled to significant heterogeneity of individual cell behavior impedes our ability to mechanistically connect genes with phenotype. Small differences in the behaviors of mutant strains could be irrelevant or could sometimes lead to large differences in the emergent patterns. Here, we investigate rescue of multicellular aggregation in two mutant strains of Myxococcus xanthus mixed with wild-type cells. The results demonstrate how careful quantification of cell behavior coupled to data-driven modeling can identify specific motility features responsible for cell aggregation and thereby reveal important synergies and compensatory mechanisms. Notably, mutant cells do not need to precisely recreate wild-type behaviors to achieve complete aggregation. Single mutations frequently alter several aspects of cell behavior but rarely reveal whether a particular statistically significant change is biologically significant. To determine which behavioral changes are most important for multicellular self-organization, we devised a new methodology using Myxococcus xanthus as a model system. During development, myxobacteria coordinate their movement to aggregate into spore-filled fruiting bodies. We investigate how aggregation is restored in two mutants, csgA and pilC, that cannot aggregate unless mixed with wild-type (WT) cells. To this end, we use cell tracking to follow the movement of fluorescently labeled cells in combination with data-driven agent-based modeling. The results indicate that just like WT cells, both mutants bias their movement toward aggregates and reduce motility inside aggregates. However, several aspects of mutant behavior remain uncorrected by WT, demonstrating that perfect recreation of WT behavior is unnecessary. In fact, synergies between errant behaviors can make aggregation robust. IMPORTANCE Self-organization into spatial patterns is evident in many multicellular phenomena. Even for the best-studied systems, our ability to dissect the mechanisms driving coordinated cell movement is limited. While genetic approaches can identify mutations perturbing multicellular patterns, the diverse nature of the signaling cues coupled to significant heterogeneity of individual cell behavior impedes our ability to mechanistically connect genes with phenotype. Small differences in the behaviors of mutant strains could be irrelevant or could sometimes lead to large differences in the emergent patterns. Here, we investigate rescue of multicellular aggregation in two mutant strains of Myxococcus xanthus mixed with wild-type cells. The results demonstrate how careful quantification of cell behavior coupled to data-driven modeling can identify specific motility features responsible for cell aggregation and thereby reveal important synergies and compensatory mechanisms. Notably, mutant cells do not need to precisely recreate wild-type behaviors to achieve complete aggregation.
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Igoshin OA, Chen J, Xing J, Liu J, Elston TC, Grabe M, Kim KS, Nirody JA, Rangamani P, Sun SX, Wang H, Wolgemuth C. Biophysics at the coffee shop: lessons learned working with George Oster. Mol Biol Cell 2019; 30:1882-1889. [PMID: 31322997 PMCID: PMC6727762 DOI: 10.1091/mbc.e19-02-0107] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Over the past 50 years, the use of mathematical models, derived from physical reasoning, to describe molecular and cellular systems has evolved from an art of the few to a cornerstone of biological inquiry. George Oster stood out as a pioneer of this paradigm shift from descriptive to quantitative biology not only through his numerous research accomplishments, but also through the many students and postdocs he mentored over his long career. Those of us fortunate enough to have worked with George agree that his sharp intellect, physical intuition, and passion for scientific inquiry not only inspired us as scientists but also greatly influenced the way we conduct research. We would like to share a few important lessons we learned from George in honor of his memory and with the hope that they may inspire future generations of scientists.
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Affiliation(s)
- Oleg A Igoshin
- Departments of Bioengineering, Biosciences, and Chemistry and Center for Theoretical Biological Physics, Rice University, Houston, TX 77005
| | - Jing Chen
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24061
| | - Jianhua Xing
- Department of Computational and Systems Biology and UPMC-Hillman Cancer Center, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15261
| | - Jian Liu
- Department of Cell Biology and Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205
| | - Timothy C Elston
- Department of Pharmacology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Michael Grabe
- Cardiovascular Research Institute, School of Pharmacy, University of California, San Francisco, San Francisco, CA 94158
| | - Kenneth S Kim
- Lawrence Livermore National Laboratory, Livermore, CA 94550
| | - Jasmine A Nirody
- Center for Studies in Physics and Biology, Rockefeller University, New York, NY 10065
| | - Padmini Rangamani
- Department of Mechanical and Aerospace Engineering, University of California, San Diego, La Jolla, CA 92093
| | - Sean X Sun
- Department of Mechanical Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218
| | - Hongyun Wang
- Department of Applied Mathematics and Statistics, University of California, Santa Cruz, Santa Cruz, CA 95064
| | - Charles Wolgemuth
- Department of Physics and Department of Molecular and Cellular Biology, University of Arizona, Tucson, AZ 85721
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3
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Hoang Y, Kroos L. Ultrasensitive Response of Developing Myxococcus xanthus to the Addition of Nutrient Medium Correlates with the Level of MrpC. J Bacteriol 2018; 200:e00456-18. [PMID: 30181127 PMCID: PMC6199472 DOI: 10.1128/jb.00456-18] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Accepted: 08/29/2018] [Indexed: 11/20/2022] Open
Abstract
Upon depletion of nutrients, Myxococcus xanthus forms mounds on a solid surface. The differentiation of rod-shaped cells into stress-resistant spores within mounds creates mature fruiting bodies. The developmental process can be perturbed by the addition of nutrient medium before the critical period of commitment to spore formation. The response was investigated by adding a 2-fold dilution series of nutrient medium to starving cells. An ultrasensitive response was observed, as indicated by a steep increase in the spore number after the addition of 12.5% versus 25% nutrient medium. The level of MrpC, which is a key transcription factor in the gene regulatory network, correlated with the spore number after nutrient medium addition. The MrpC level decreased markedly by 3 h after adding nutrient medium but recovered more after the addition of 12.5% than after 25% nutrient medium addition. The difference in MrpC levels was greatest midway during the period of commitment to sporulation, and mound formation was restored after 12.5% nutrient medium addition but not after adding 25% nutrient medium. Although the number of spores formed after 12.5% nutrient medium addition was almost normal, the transcript levels of "late" genes in the regulatory network failed to rise normally during the commitment period. However, at later times, expression from a reporter gene fused to a late promoter was higher after adding 12.5% than after adding 25% nutrient medium, consistent with the spore numbers. The results suggest that a threshold level of MrpC must be achieved in order for mounds to persist and for cells within to differentiate into spores.IMPORTANCE Many signaling and gene regulatory networks convert graded stimuli into all-or-none switch-like responses. Such ultrasensitivity can produce bistability in cell populations, leading to different cell fates and enhancing survival. We discovered an ultrasensitive response of M. xanthus to nutrient medium addition during development. A small change in nutrient medium concentration caused a profound change in the developmental process. The level of the transcription factor MrpC correlated with multicellular mound formation and differentiation into spores. A threshold level of MrpC is proposed to be necessary to initiate mound formation and create a positive feedback loop that may explain the ultrasensitive response. Understanding how this biological switch operates will provide a paradigm for the broadly important topic of cellular behavior in microbial communities.
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Affiliation(s)
- Y Hoang
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan, USA
| | - Lee Kroos
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan, USA
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4
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Danka ES, Garcia EC, Cotter PA. Are CDI Systems Multicolored, Facultative, Helping Greenbeards? Trends Microbiol 2017; 25:391-401. [PMID: 28285908 DOI: 10.1016/j.tim.2017.02.008] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2016] [Revised: 02/15/2017] [Accepted: 02/16/2017] [Indexed: 12/17/2022]
Abstract
Competitive and cooperative interactions between organisms, including bacteria, can significantly impact the composition of a community and the fitness of its members, as well as the fitness of their hosts when communities are living on or within other organisms. Understanding the underlying mechanisms is critical to the development of strategies to control microbiological communities that impact animal and plant health and also for understanding the evolution of social behaviors, which has been challenging for evolutionary biologists. Contact-dependent growth inhibition (CDI) is a phenomenon defined by the delivery of a protein toxin to the cytoplasm of neighboring bacteria upon cell-cell contact, resulting in growth inhibition or death unless a specific immunity protein is present. CDI was first described based on observations of interbacterial killing and has been assumed to function primarily as a means of eliminating competitor cells. However, recent molecular evidence indicates that multiple levels of specificity restrict CDI toxin delivery and activity to the same bacterial strain, and that CDI system proteins can mediate cooperative behaviors among 'self' cells, a phenomenon called contact-dependent signaling (CDS). Here we review these recent findings and discuss potential biological and evolutionary implications of CDI system-mediated interbacterial competition and cooperation.
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Affiliation(s)
- Elizabeth S Danka
- Department of Microbiology and Immunology, University of North Carolina-Chapel Hill, NC, USA
| | - Erin C Garcia
- Department of Microbiology, Immunology and Molecular Genetics, University of Kentucky, KY, USA
| | - Peggy A Cotter
- Department of Microbiology and Immunology, University of North Carolina-Chapel Hill, NC, USA.
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5
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Janulevicius A, van Loosdrecht M, Picioreanu C. Short-range guiding can result in the formation of circular aggregates in myxobacteria populations. PLoS Comput Biol 2015; 11:e1004213. [PMID: 25928112 PMCID: PMC4415783 DOI: 10.1371/journal.pcbi.1004213] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Accepted: 02/25/2015] [Indexed: 12/02/2022] Open
Abstract
Myxobacteria are social bacteria that upon starvation form multicellular fruiting bodies whose shape in different species can range from simple mounds to elaborate tree-like structures. The formation of fruiting bodies is a result of collective cell movement on a solid surface. In the course of development, groups of flexible rod-shaped cells form streams and move in circular or spiral patterns to form aggregation centers that can become sites of fruiting body formation. The mechanisms of such cell movement patterns are not well understood. It has been suggested that myxobacterial development depends on short-range contact-mediated interactions between individual cells, i.e. cell aggregation does not require long-range signaling in the population. In this study, by means of a computational mass-spring model, we investigate what types of short-range interactions between cells can result in the formation of streams and circular aggregates during myxobacterial development. We consider short-range head-to-tail guiding between individual cells, whereby movement direction of the head of one cell is affected by the nearby presence of the tail of another cell. We demonstrate that stable streams and circular aggregates can arise only when the trailing cell, in addition to being steered by the tail of the leading cell, is able to speed up to catch up with it. It is suggested that necessary head-to-tail interactions between cells can arise from physical adhesion, response to a diffusible substance or slime extruded by cells, or pulling by motility engine pili. Finally, we consider a case of long-range guiding between cells and show that circular aggregates are able to form without cells increasing speed. These findings present a possibility to discriminate between short-range and long-range guiding mechanisms in myxobacteria by experimentally measuring distribution of cell speeds in circular aggregates. Myxobacteria are social bacteria that upon starvation form multicellular fruiting bodies whose shape in different species can range from simple mounds to elaborate tree-like structures. The formation of fruiting bodies is a result of collective cell movement on a solid surface. Since collective cell motility during biological morphogenesis is also common in higher organisms, myxobacteria serve as a relatively simple model organism to study multicellular movement, organization and development. In the course of myxobacterial development, groups of flexible rod-shaped cells form streams and move in circular or spiral patterns to form aggregation centers that can become sites of fruiting body formation. The mechanisms of such cell movement patterns are not well understood. In this study, by means of a computational mass-spring model, we demonstrate that the formation of streams and circular aggregates during myxobacterial development can be explained by short-range head-to-tail guiding between individual cells, whereby movement direction of the head of one cell is affected by the nearby presence of the tail of another cell. We suggest that such interactions between cells can result from physical adhesion, response to a diffusible substance or slime extruded by cells, or the action of cell motility engine.
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Affiliation(s)
- Albertas Janulevicius
- Department of Biotechnology, Delft University of Technology, Delft, The Netherlands
- * E-mail:
| | - Mark van Loosdrecht
- Department of Biotechnology, Delft University of Technology, Delft, The Netherlands
| | - Cristian Picioreanu
- Department of Biotechnology, Delft University of Technology, Delft, The Netherlands
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6
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Karig DK, Jung SY, Srijanto B, Collier CP, Simpson ML. Probing cell-free gene expression noise in femtoliter volumes. ACS Synth Biol 2013; 2:497-505. [PMID: 23688072 DOI: 10.1021/sb400028c] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Cell-free systems offer a simplified and flexible context that enables important biological reactions while removing complicating factors such as fitness, division, and mutation that are associated with living cells. However, cell-free expression in unconfined spaces is missing important elements of expression in living cells. In particular, the small volume of living cells can give rise to significant stochastic effects, which are negligible in bulk cell-free reactions. Here, we confine cell-free gene expression reactions to cell-relevant 20 fL volumes (between the volumes of Escherichia coli and Saccharomyces cerevisiae ), in polydimethylsiloxane (PDMS) containers. We demonstrate that expression efficiency varies widely among different containers, likely due to non-Poisson distribution of expression machinery at the observed scale. Previously, this phenomenon has been observed only in liposomes. In addition, we analyze gene expression noise. This analysis is facilitated by our use of cell-free systems, which allow the mapping of the measured noise properties to intrinsic noise models. In contrast, previous live cell noise analysis efforts have been complicated by multiple noise sources. Noise analysis reveals signatures of translational bursting, while noise dynamics suggest that overall cell-free expression is limited by a diminishing translation rate. In addition to offering a unique approach to understanding noise in gene circuits, our work contributes to a deeper understanding of the biophysical properties of cell-free expression systems, thus aiding efforts to harness cell-free systems for synthetic biology applications.
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Affiliation(s)
- David K. Karig
- Center
for Nanophase
Materials Sciences, Oak Ridge National Laboratory, Bethel Valley Road, Oak Ridge, Tennessee 37831, United States
| | - Seung-Yong Jung
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge,
Tennessee 37831, United States
| | - Bernadeta Srijanto
- Center
for Nanophase
Materials Sciences, Oak Ridge National Laboratory, Bethel Valley Road, Oak Ridge, Tennessee 37831, United States
| | - C. Patrick Collier
- Center
for Nanophase
Materials Sciences, Oak Ridge National Laboratory, Bethel Valley Road, Oak Ridge, Tennessee 37831, United States
| | - Michael L. Simpson
- Center
for Nanophase
Materials Sciences, Oak Ridge National Laboratory, Bethel Valley Road, Oak Ridge, Tennessee 37831, United States
- Department of Materials
Science and Engineering, University of Tennessee, Knoxville, Tennessee 37996-2010, United States
- Center for Environmental
Biotechnology, University of Tennessee, Knoxville, Tennessee 37996-2010, United States
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7
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Konovalova A, Wegener-Feldbrügge S, Søgaard-Andersen L. Two intercellular signals required for fruiting body formation in Myxococcus xanthus act sequentially but non-hierarchically. Mol Microbiol 2012; 86:65-81. [PMID: 22834948 DOI: 10.1111/j.1365-2958.2012.08173.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Starvation-induced fruiting body formation in Myxococcus xanthus depends on intercellular signalling. A-signal functions after 2 h of starvation and its synthesis depends on the asg genes. C-signal functions after 6 h of starvation and is generated by proteolytic cleavage of a precursor by the protease PopC. Previous gene expression studies suggested that the A- and C-signal lie on a hierarchical pathway. Here we explored the causal relationship between the A- and C-signal. The asgA and asgB mutants have reduced popC expression, PopC accumulation and C-signal accumulation. popC expression was shown not to depend on A-signal but on the AsgA and AsgB proteins. Restored popC expression in the two mutants rescued PopC and C-signal accumulation as well as C-signalling and the developmental defects of the two mutants without restoring A-signalling. Based on these results we suggest that A- and C-signal do not lie on a hierarchical, dependent pathway. Instead the A- and C-signal act sequentially and without a causal relationship suggesting that they are linked by a shared timing mechanism, which ensures the early and late onset of A-signalling and C-signalling, respectively, during starvation. This pathway topology represents a novel architecture for bacterial intercellular signalling systems involving more than one signal.
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Affiliation(s)
- Anna Konovalova
- Department of Ecophysiology, Max Planck Institute for Terrestrial Microbiology, Karl-von-Frisch Str. 10, 35043 Marburg, Germany
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8
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Lara-Ramírez EE, Segura-Cabrera A, Guo X, Yu G, García-Pérez CA, Rodríguez-Pérez MA. New implications on genomic adaptation derived from the Helicobacter pylori genome comparison. PLoS One 2011; 6:e17300. [PMID: 21387011 PMCID: PMC3046158 DOI: 10.1371/journal.pone.0017300] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2010] [Accepted: 01/28/2011] [Indexed: 02/07/2023] Open
Abstract
Background Helicobacter pylori has a reduced genome and lives in a tough environment for long-term persistence. It evolved with its particular characteristics for biological adaptation. Because several H. pylori genome sequences are available, comparative analysis could help to better understand genomic adaptation of this particular bacterium. Principal Findings We analyzed nine H. pylori genomes with emphasis on microevolution from a different perspective. Inversion was an important factor to shape the genome structure. Illegitimate recombination not only led to genomic inversion but also inverted fragment duplication, both of which contributed to the creation of new genes and gene family, and further, homological recombination contributed to events of inversion. Based on the information of genomic rearrangement, the first genome scaffold structure of H. pylori last common ancestor was produced. The core genome consists of 1186 genes, of which 22 genes could particularly adapt to human stomach niche. H. pylori contains high proportion of pseudogenes whose genesis was principally caused by homopolynucleotide (HPN) mutations. Such mutations are reversible and facilitate the control of gene expression through the change of DNA structure. The reversible mutations and a quasi-panmictic feature could allow such genes or gene fragments frequently transferred within or between populations. Hence, pseudogenes could be a reservoir of adaptation materials and the HPN mutations could be favorable to H. pylori adaptation, leading to HPN accumulation on the genomes, which corresponds to a special feature of Helicobacter species: extremely high HPN composition of genome. Conclusion Our research demonstrated that both genome content and structure of H. pylori have been highly adapted to its particular life style.
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Affiliation(s)
| | - Aldo Segura-Cabrera
- Centro de Biotecnología Genómica, Instituto Politécnico Nacional, Reynosa, México
| | - Xianwu Guo
- Centro de Biotecnología Genómica, Instituto Politécnico Nacional, Reynosa, México
- * E-mail:
| | - Gongxin Yu
- Department of Biological Sciences, Boise State University, Boise, Idaho, United States of America
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9
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Hendrata M, Birnir B. Dynamic-energy-budget-driven fruiting-body formation in myxobacteria. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2010; 81:061902. [PMID: 20866435 DOI: 10.1103/physreve.81.061902] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2008] [Revised: 03/11/2010] [Indexed: 05/29/2023]
Abstract
We develop an interacting particle model to simulate the life cycle of myxobacteria, which consists of two main stages--the swarming stage and the development (fruiting body formation) stage. As experiments have shown that the phase transition from swarming to development stage is triggered by starvation, we incorporate into the simulation a system of ordinary differential equations (ODEs) called the dynamic energy budget, which controls the uptake and use of energy by individuals. This inclusion successfully automates the phase transition in our simulation. Only one parameter, namely, the food density, controls the entire simulation of the life cycle.
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Affiliation(s)
- M Hendrata
- Department of Mathematics, California State University, 5151 State University Drive, Los Angeles, California 90032, USA.
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10
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Cepl JJ, Pátková I, Blahůsková A, Cvrcková F, Markos A. Patterning of mutually interacting bacterial bodies: close contacts and airborne signals. BMC Microbiol 2010; 10:139. [PMID: 20462411 PMCID: PMC2882925 DOI: 10.1186/1471-2180-10-139] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2010] [Accepted: 05/12/2010] [Indexed: 11/13/2022] Open
Abstract
Background Bacterial bodies (colonies) can develop complex patterns of color and structure. These patterns may arise as a result of both colony-autonomous developmental and regulatory processes (self-patterning) and environmental influences, including those generated by neighbor bodies. We have studied the interplay of intra-colony signaling (self-patterning) and inter-colony influences in related clones of Serratia rubidaea grown on rich media. Results Colonies are shaped by both autonomous patterning and by signals generated by co-habitants of the morphogenetic space, mediating both internal shaping of the body, and communication between bodies sharing the same living space. The result of development is affected by the overall distribution of neighbors in the dish. The neighbors' presence is communicated via at least two putative signals, while additional signals may be involved in generating some unusual patterns observed upon encounters of different clones. A formal model accounting for some aspects of colony morphogenesis and inter-colony interactions is proposed. Conclusions The complex patterns of color and texture observed in Serratia rubidaea colonies may be based on at least two signals produced by cells, one of them diffusing through the substrate (agar) and the other carried by a volatile compound and absorbed into the substrate. Differences between clones with regard to the interpretation of signals may result from different sensitivity to signal threshold(s).
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Affiliation(s)
- Jaroslav J Cepl
- Department of Philosophy and History of Science, Charles University in Prague, Faculty of Science, Praha, Czechia
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11
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Holmes AB, Kalvala S, Whitworth DE. Spatial simulations of myxobacterial development. PLoS Comput Biol 2010; 6:e1000686. [PMID: 20195493 PMCID: PMC2829040 DOI: 10.1371/journal.pcbi.1000686] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2009] [Accepted: 01/25/2010] [Indexed: 11/19/2022] Open
Abstract
Many bacteria exhibit multicellular behaviour, with individuals within a colony coordinating their actions for communal benefit. One example of complex multicellular phenotypes is myxobacterial fruiting body formation, where thousands of cells aggregate into large three-dimensional structures, within which sporulation occurs. Here we describe a novel theoretical model, which uses Monte Carlo dynamics to simulate and explain multicellular development. The model captures multiple behaviours observed during fruiting, including the spontaneous formation of aggregation centres and the formation and dissolution of fruiting bodies. We show that a small number of physical properties in the model is sufficient to explain the most frequently documented population-level behaviours observed during development in Myxococcus xanthus.
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Affiliation(s)
- Antony B Holmes
- MOAC Doctoral Training Centre, University of Warwick, Coventry, United Kingdom.
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12
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Abstract
Many bacteria can rapidly traverse surfaces from which they are extracting nutrient for growth. They generate flat, spreading colonies, called swarms because they resemble swarms of insects. We seek to understand how members of any dense swarm spread efficiently while being able to perceive and interfere minimally with the motion of others. To this end, we investigate swarms of the myxobacterium, Myxococcus xanthus. Individual M. xanthus cells are elongated; they always move in the direction of their long axis; and they are in constant motion, repeatedly touching each other. Remarkably, they regularly reverse their gliding directions. We have constructed a detailed cell- and behavior-based computational model of M. xanthus swarming that allows the organization of cells to be computed. By using the model, we are able to show that reversals of gliding direction are essential for swarming and that reversals increase the outflow of cells across the edge of the swarm. Cells at the swarm edge gain maximum exposure to nutrient and oxygen. We also find that the reversal period predicted to maximize the outflow of cells is the same (within the errors of measurement) as the period observed in experiments with normal M. xanthus cells. This coincidence suggests that the circuit regulating reversals evolved to its current sensitivity under selection for growth achieved by swarming. Finally, we observe that, with time, reversals increase the cell alignment, and generate clusters of parallel cells.
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13
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Wu Y, Jiang Y, Kaiser D, Alber M. Social interactions in myxobacterial swarming. PLoS Comput Biol 2007; 3:e253. [PMID: 18166072 PMCID: PMC2230681 DOI: 10.1371/journal.pcbi.0030253] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2007] [Accepted: 11/13/2007] [Indexed: 11/29/2022] Open
Abstract
Swarming, a collective motion of many thousands of cells, produces colonies that rapidly spread over surfaces. In this paper, we introduce a cell-based model to study how interactions between neighboring cells facilitate swarming. We chose to study Myxococcus xanthus, a species of myxobacteria, because it swarms rapidly and has well-defined cell–cell interactions mediated by type IV pili and by slime trails. The aim of this paper is to test whether the cell contact interactions, which are inherent in pili-based S motility and slime-based A motility, are sufficient to explain the observed expansion of wild-type swarms. The simulations yield a constant rate of swarm expansion, which has been observed experimentally. Also, the model is able to quantify the contributions of S motility and A motility to swarming. Some pathogenic bacteria spread over infected tissue by swarming. The model described here may shed some light on their colonization process. Many bacteria are able to spread rapidly over the surface using a strategy called swarming. When the cells cover a surface at high density and compete with each other for nutrients, swarming permits them to maintain rapid growth at the swarm edge. Swarming with flagella has been investigated for many years, and much has been learned about its regulation. Nevertheless, its choreography, which is somewhat related to the counterflow of pedestrians on a city sidewalk, has remained elusive. It is the bacterial equivalent of dancing toward the exit in a crowd of moving bodies that usually are in close contact. Myxococcus xanthus expands its swarms at 1.6 μm/min, about a third the speed of individual cells gliding over the same surface. Each cell has pilus engines at its front end and slime secretion engines at its rear. Using the known mechanics of these engines and the ways they are coordinated, we have developed a cell-based model to study the role of social interactions in bacterial swarming. The model is able to quantify the contributions of individual motility engines to swarming. It also shows that microscopic social interactions help to form the ordered collective motion observed in swarms.
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Affiliation(s)
- Yilin Wu
- Department of Physics, University of Notre Dame, Notre Dame, Indiana, United States of America
- Center for the Study of Biocomplexity, University of Notre Dame, Notre Dame, Indiana, United States of America
| | - Yi Jiang
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Dale Kaiser
- Department of Biochemistry, Stanford University, Stanford, California, United States of America
| | - Mark Alber
- Department of Physics, University of Notre Dame, Notre Dame, Indiana, United States of America
- Center for the Study of Biocomplexity, University of Notre Dame, Notre Dame, Indiana, United States of America
- Department of Mathematics, University of Notre Dame, Notre Dame, Indiana, United States of America
- * To whom correspondence should be addressed. E-mail:
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14
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Viswanathan P, Murphy K, Julien B, Garza AG, Kroos L. Regulation of dev, an operon that includes genes essential for Myxococcus xanthus development and CRISPR-associated genes and repeats. J Bacteriol 2007; 189:3738-50. [PMID: 17369305 PMCID: PMC1913320 DOI: 10.1128/jb.00187-07] [Citation(s) in RCA: 92] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Expression of dev genes is important for triggering spore differentiation inside Myxococcus xanthus fruiting bodies. DNA sequence analysis suggested that dev and cas (CRISPR-associated) genes are cotranscribed at the dev locus, which is adjacent to CRISPR (clustered regularly interspaced short palindromic repeats). Analysis of RNA from developing M. xanthus confirmed that dev and cas genes are cotranscribed with a short upstream gene and at least two repeats of the downstream CRISPR, forming the dev operon. The operon is subject to strong, negative autoregulation during development by DevS. The dev promoter was identified. Its -35 and -10 regions resemble those recognized by M. xanthus sigma(A) RNA polymerase, the homolog of Escherichia coli sigma(70), but the spacer may be too long (20 bp); there is very little expression during growth. Induction during development relies on at least two positive regulatory elements located in the coding region of the next gene upstream. At least two positive regulatory elements and one negative element lie downstream of the dev promoter, such that the region controlling dev expression spans more than 1 kb. The results of testing different fragments for dev promoter activity in wild-type and devS mutant backgrounds strongly suggest that upstream and downstream regulatory elements interact functionally. Strikingly, the 37-bp sequence between the two CRISPR repeats that, minimally, are cotranscribed with dev and cas genes exactly matches a sequence in the bacteriophage Mx8 intP gene, which encodes a form of the integrase needed for lysogenization of M. xanthus.
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Affiliation(s)
- Poorna Viswanathan
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA
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15
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Abstract
Mutations within the -12 and -24 elements provide evidence that the act promoter is recognized by sigma-54 RNA polymerase. Deletion of the -20 base pair, which lies between the two conserved elements of sigma-54 promoters, decreased expression by 90%. In addition, mutation of a potential enhancer sequence, around -120, led to an 80% reduction in act gene expression. actB, the second gene in the act operon, encodes a sigma-54 activator protein that is proposed to be an enhancer-binding protein for the act operon. All act genes, actA to actE, are expressed together and constitute an operon, because an in-frame deletion of actB decreased expression of actA and actE to the same extent. After an initially slow phase of act operon expression, which depends on FruA, there is a rapid phase. The rapid phase is shown to be due to the activation of the operon expression by ActB, which completes a positive feedback loop. That loop appears to be nested within a larger positive loop in which ActB is activated by the C signal via ActA, and the act operon activates transcription of the csgA gene. We propose that, as cells engage in more C signaling, positive feedback raises the number of C-signal molecules per cell and drives the process of fruiting body development forward.
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Affiliation(s)
- Thomas M A Gronewold
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305-5329, USA
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16
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Abstract
Myxococcus leaves a trail of slime on agar as it moves. A filament of slime can be seen attached to the end of a cell, but it is seen only at one end at any particular moment. To identify genes essential for A motility, transposon insertion mutations with defective A motility were studied. Fifteen of the 33 mutants had totally lost A motility. All these mutant cells had filaments of slime emerging from both ends, indicating that bipolar secretion prevents A motility. The remaining 18 A motility mutants, also produced by gene knockout, secreted slime only from one pole, but they swarmed at a lower rate than A(+) and are called 'partial' gliding mutants, or pgl. For each pgl mutant, the reduction in swarm expansion rate was directly proportional to the reduction in the coefficient of elasticotaxis. The pgl mutants have a normal reversal frequency and normal gliding speed when they move. But their probability of movement per unit time is lower than pgl(+) cells. Many of the pgl mutants are produced by transposon insertions in glycosyltransferase genes. It is proposed that these glycosyltransferases carry out the synthesis of a repeat unit polysaccharide that constitutes the slime.
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Affiliation(s)
- Rosa Yu
- Departments of Biochemistry and of Developmental Biology, Stanford University School of Medicine Stanford, CA 94305, USA
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17
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Abstract
Fortunately, I began research in 1950 when the basic concepts of microbial genetics could be explored experimentally. I began with bacteriophage lambda and tried to establish the colinearity of its linkage map with its DNA molecule. My students and I worked out the regulation of lambda repressor synthesis for the establishment and maintenance of lysogeny. We also investigated the proteins responsible for assembly of the phage head. Using cell extracts, we discovered how to package DNA inside the head in vitro. Around 1972, I began to use molecular genetics to understand the developmental biology of Myxococcus xanthus. In particular, I wanted to learn how myxococcus builds its multicellular fruiting body within which it differentiates spores. We identified two cell-to-cell signals used to coordinate development. We have elucidated, in part, the signal transduction pathway for C-signal that directs the morphogenesis of a fruiting body.
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Affiliation(s)
- Dale Kaiser
- Department of Biochemistry, Stanford University, Stanford, California 94305, USA.
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18
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Sliusarenko O, Zusman DR, Oster G. Aggregation during fruiting body formation in Myxococcus xanthus is driven by reducing cell movement. J Bacteriol 2006; 189:611-9. [PMID: 17098901 PMCID: PMC1797407 DOI: 10.1128/jb.01206-06] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
When starved, Myxococcus xanthus cells assemble themselves into aggregates of about 10(5) cells that grow into complex structures called fruiting bodies, where they later sporulate. Here we present new observations on the velocities of the cells, their orientations, and reversal rates during the early stages of fruiting body formation. Most strikingly, we find that during aggregation, cell velocities slow dramatically and cells orient themselves in parallel inside the aggregates, while later cell orientations are circumferential to the periphery. The slowing of cell velocity, rather than changes in reversal frequency, can account for the accumulation of cells into aggregates. These observations are mimicked by a continuous agent-based computational model that reproduces the early stages of fruiting body formation. We also show, both experimentally and computationally, how changes in reversal frequency controlled by the Frz system mutants affect the shape of these early fruiting bodies.
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19
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Keller L, Surette MG. Communication in bacteria: an ecological and evolutionary perspective. Nat Rev Microbiol 2006; 4:249-58. [PMID: 16501584 DOI: 10.1038/nrmicro1383] [Citation(s) in RCA: 482] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Individual bacteria can alter their behaviour through chemical interactions between organisms in microbial communities - this is generally referred to as quorum sensing. Frequently, these interactions are interpreted in terms of communication to mediate coordinated, multicellular behaviour. We show that the nature of interactions through quorum-sensing chemicals does not simply involve cooperative signals, but entails other interactions such as cues and chemical manipulations. These signals might have a role in conflicts within and between species. The nature of the chemical interaction is important to take into account when studying why and how bacteria react to the chemical substances that are produced by other bacteria.
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Affiliation(s)
- Laurent Keller
- Department of Ecology and Evolution, University of Lausanne, 1015 Lausanne, Switzerland.
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20
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Abstract
The long, rod-shaped cells of myxobacteria are polarized by their gliding engines. At the rear, A-engines push while pili pull the front end forward. An hypothesis is developed whereby both engines are partially dis-assembled, then re-assembled at the opposite pole when cells reverse their movement direction. Reversals are induced by an Mgl G-protein switch that controls engine polarity. The switch is driven by an oscillatory circuit of Frizzy proteins. In growing cells, the circuit gives rise to an occasional reversal that makes swarming possible. Then, as myxobacteria begin fruiting body development, a rising level of C-signal input drives the oscillator and changes the reversal pattern. Cells reverse regularly every eight minutes in traveling waves, the reversal period is then prolonged enabling cells to form streams that enlarge tiny random aggregates into fruiting bodies.
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Affiliation(s)
- Dale Kaiser
- B300 Beckman Center, Department of Developmental Biology, 279 Campus Drive, Stanford University, Stanford, California 94305, USA.
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21
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Anderson ARA, Vasiev BN. An individual based model of rippling movement in a myxobacteria population. J Theor Biol 2005; 234:341-9. [PMID: 15784269 DOI: 10.1016/j.jtbi.2004.11.028] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2004] [Revised: 11/12/2004] [Accepted: 11/17/2004] [Indexed: 10/25/2022]
Abstract
Migrating cells of Myxococcus xanthus (MX) in the early stages of starvation-induced development exhibit elaborate patterns of propagating waves. These so-called rippling patterns are formed by two sets of waves travelling in opposite directions. It has been experimentally shown that formation of these waves is mediated by cell-cell contact signalling (C-signalling). Here, we develop an individual-based model to study the formation of rippling patterns in MX populations. Following the work of Igoshin et al. (Proc. Natl. Acad. Sci. 98 (2001) 14913) we consider each moving cell to have an internal clock which controls its turning behaviour and sensitivity to C-signal. Specifically, we examine the effects of changing: C-signal strength, sensitivity/refractoriness, cell density, and noise upon the formation and structure of the rippling patterns. We also consider three modified models that have no explicit refractory period and examine their ability to produce rippling patterns.
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22
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Stevens A, Søgaard-Andersen L. Making waves: pattern formation by a cell-surface-associated signal. Trends Microbiol 2005; 13:249-52. [PMID: 15936654 DOI: 10.1016/j.tim.2005.04.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2005] [Revised: 04/01/2005] [Accepted: 04/14/2005] [Indexed: 11/22/2022]
Abstract
Starving Myxococcus xanthus cells organize into two strikingly different spatio-temporal patterns, either rippling or aggregation of cells into fruiting bodies. Formation of both patterns depends on a cell-surface-associated, non-diffusible signal, the C-signal. A key motility parameter modulated by the C-signal during pattern formation is the frequency at which cells reverse their gliding direction, with low and high levels of C-signalling causing an increase and a decrease in the reversal frequency, respectively. Recently, a simple yet elegant mathematical model was proposed to explain the mechanism underlying the non-linear dependence of the reversal frequency on C-signalling levels. The mathematical solution hinges on the introduction of a negative feedback loop into the biochemical circuit that regulates the reversal frequency. This system displays an oscillatory behaviour in which the oscillation frequency depends in a non-monotonic manner on the level of C-signalling. Thus, the biochemical oscillator recapitulates the effect of the C-signal on the reversal frequency. The challenge for biologists now is to test the mathematical model experimentally.
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Affiliation(s)
- Angela Stevens
- Max Planck Institute for Mathematics in the Sciences, Inselstr. 22-26, 04103 Leipzig, Germany
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23
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Søgaard-Andersen L. Cell polarity, intercellular signalling and morphogenetic cell movements in Myxococcus xanthus. Curr Opin Microbiol 2004; 7:587-93. [PMID: 15556030 DOI: 10.1016/j.mib.2004.10.004] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
In Myxococcus xanthus morphogenetic cell movements constitute the basis for the formation of spreading vegetative colonies and fruiting bodies in starving cells. M. xanthus cells move by gliding and gliding motility depends on two polarly localized engines, type IV pili pull cells forward, and slime extruding nozzle-like structures appear to push cells forward. The motility behaviour of cells provides evidence that the two engines are localized to opposite poles and that they undergo polarity switching. Several proteins involved in regulating polarity switching have been identified. The cell surface-associated C-signal induces the directed movement of cells into nascent fruiting bodies. Recently, the molecular nature of the C-signal molecule was elucidated and the motility parameters regulated by the C-signal were identified. From the effect of the C-signal on cell behaviour it appears that the C-signal inhibits polarity switching of the two motility engines. This establishes a connection between cell polarity, signalling by an intercellular signal and morphogenetic cell movements during fruiting body formation.
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Affiliation(s)
- Lotte Søgaard-Andersen
- Department of Biochemistry and Molecular Biology, University of Southern Denmark Odense, Campusevj 55, 5230 Odense M, Denmark.
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24
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Igoshin OA, Goldbeter A, Kaiser D, Oster G. A biochemical oscillator explains several aspects of Myxococcus xanthus behavior during development. Proc Natl Acad Sci U S A 2004; 101:15760-5. [PMID: 15496464 PMCID: PMC524859 DOI: 10.1073/pnas.0407111101] [Citation(s) in RCA: 69] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
During development, Myxococcus xanthus cells produce a series of spatial patterns by coordinating their motion through a contact-dependent signal, the C-signal. C-signaling modulates the frequency at which cells reverse their gliding direction. It does this by interacting with the Frz system (a homolog of the Escherichia coli chemosensory system) via a cascade of covalent modifications. Here we show that introducing a negative feedback into this cascade results in oscillatory behavior of the signaling circuit. The model explains several aspects of M. xanthus behavior during development, including the nonrandom distribution of reversal times, and the differences in response of the reversal frequency to both moderate and high levels of C-signaling at different developmental stages. We also propose experiments to test the model.
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Affiliation(s)
- Oleg A Igoshin
- Department of Physics, University of California, Berkeley, CA 94720, USA
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25
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Abstract
Myxobacteria use soluble and cell-contact signals during their starvation-induced formation of fruiting bodies. These signals coordinate developmental gene expression with the cell movements that build fruiting bodies. Early in development, the quorum-sensing A-signal in Myxococcus xanthus helps to assess starvation and induce the first stage of aggregation. Later, the morphogenetic C-signal helps to pattern cell movement and shape the fruiting body. C-signal is a 17-kDa cell surface protein that signals by contact between the ends of two cells. The number of C-signal molecules per cell rises 100-fold from the beginning of fruiting body development to the end, when spores are formed. Traveling waves, streams, and sporulation have increasing thresholds for C-signal activity, and this progression ensures that spores form inside fruiting bodies.
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Affiliation(s)
- Dale Kaiser
- Department of Biochemistry, Stanford University, Stanford, California 94305, USA.
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26
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Igoshin OA, Welch R, Kaiser D, Oster G. Waves and aggregation patterns in myxobacteria. Proc Natl Acad Sci U S A 2004; 101:4256-61. [PMID: 15020771 PMCID: PMC384728 DOI: 10.1073/pnas.0400704101] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Under starvation conditions, a population of myxobacteria aggregates to build a fruiting body whose shape is species-specific and within which the cells sporulate. Early in this process, cells often pass through a "ripple phase" characterized by traveling linear, concentric, and spiral waves. These waves are different from the waves observed during slime mold aggregation that depend on diffusible morphogens, because myxobacteria communicate by direct contact. The difference is most dramatic when waves collide: rather than annihilating one another, myxobacterial waves appear to pass through one another unchanged. Under certain conditions, the spacing and location of the nascent fruiting bodies is determined by the wavelength and pattern of the waves. Later in fruiting body development, waves are replaced by streams of cells that circulate around small initial aggregates enlarging and rounding them. Still later, pairs of motile aggregates coalesce to form larger aggregates that develop into fruiting bodies. Here we present a mathematical model that quantitatively explains these wave and aggregation phenomena.
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Affiliation(s)
- Oleg A Igoshin
- Department of Physics, University of California, Berkeley, CA 94720, USA
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27
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Yoder DR, Kroos L. Mutational analysis of the Myxococcus xanthus Omega4400 promoter region provides insight into developmental gene regulation by C signaling. J Bacteriol 2004; 186:661-71. [PMID: 14729691 PMCID: PMC321499 DOI: 10.1128/jb.186.3.661-671.2004] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Myxococcus xanthus utilizes extracellular signals during development to coordinate cell movement, differentiation, and changes in gene expression. One of these signals, the C signal, regulates the expression of many genes, including Omega4400, a gene identified by an insertion of Tn5 lac into the chromosome. Expression of Tn5 lac Omega4400 is reduced in csgA mutant cells, which fail to perform C signaling, and the promoter region has several sequences similar to sequences found in the regulatory regions of other C-signal-dependent genes. One such gene, Omega4403, depends absolutely on the C signal for expression, and its promoter region has been characterized previously by mutational analysis. To determine if the similar sequences within the Omega4400 and Omega4403 regulatory regions function in the same way, deletion analysis and site-directed mutagenesis of the Omega4400 promoter region were performed. A 7-bp sequence centered at -49 bp, termed a C box, is identical in the Omega4400 and Omega4403 promoter regions, yet mutations in the individual base pairs affected expression from the two promoters very differently. Also, a single-base-pair change within a similar 5-bp element, which is centered at -61 bp in both promoter regions, had very different effects on the activities of the two promoters. Further mutational analysis showed that two regions are important for Omega4400 expression; one region, from -63 to -31 bp, is required for Omega4400 expression, and the other, from -86 to -81 bp, exerts a two- to fourfold effect on expression and is at least partially responsible for the C signal dependence of the Omega4400 promoter. Mutations in sigD and sigE, which are genes that encode sigma factors, abolished and reduced Omega4400 expression, respectively. Expression of Omega4400 in actB or actC mutants correlated well with the altered levels of C signal produced in these mutants. Our results provide the first detailed analysis of an M. xanthus regulatory region that depends partially on C signaling for expression and indicate that similar DNA sequences in the Omega4400 and Omega4403 promoter regions function differently.
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Affiliation(s)
- Deborah R Yoder
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824, USA
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28
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Kaiser D, Welch R. Dynamics of fruiting body morphogenesis. J Bacteriol 2004; 186:919-27. [PMID: 14761986 PMCID: PMC344202 DOI: 10.1128/jb.186.4.919-927.2004] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2003] [Accepted: 11/04/2003] [Indexed: 11/20/2022] Open
Abstract
Myxobacteria build their species-specific fruiting bodies by cell movement and then differentiate spores in specific places within that multicellular structure. New steps in the developmental aggregation of Myxococcus xanthus were discovered through a frame-by-frame analysis of a motion picture. The formation and fate of 18 aggregates were captured in the time-lapse movie. Still photographs of 600 other aggregates were also analyzed. M. xanthus has two engines that propel the gliding of its rod-shaped cells: slime-secreting jets at the rear and retractile pili at the front. The earliest aggregates are stationary masses of cells that look like three-dimensional traffic jams. We propose a model in which both engines stall as the cells' forward progress is blocked by other cells in the traffic jam. We also propose that these blockades are eventually circumvented by the cell's capacity to turn, which is facilitated by the push of slime secretion at the rear of each cell and by the flexibility of the myxobacterial cell wall. Turning by many cells would transform a traffic jam into an elliptical mound, in which the cells are streaming in closed orbits. Pairs of adjacent mounds are observed to coalesce into single larger mounds, probably reflecting the fusion of orbits in the adjacent mounds. Although fruiting bodies are relatively large structures that contain 10(5) cells, no long-range interactions between cells were evident. For aggregation, M. xanthus appears to use local interactions between its cells.
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Affiliation(s)
- Dale Kaiser
- Departments of Biochemistry and Developmental Biology, Stanford University, Stanford, California 94305, USA.
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Jelsbak L, Søgaard-Andersen L. Cell behavior and cell–cell communication during fruiting body morphogenesis in Myxococcus xanthus. J Microbiol Methods 2003; 55:829-39. [PMID: 14607429 DOI: 10.1016/j.mimet.2003.08.007] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Formation of spatial patterns of cells from a mass of initially identical cells is a recurring theme in developmental biology. The dynamics that direct pattern formation in biological systems often involve morphogenetic cell movements. An example is fruiting body formation in the gliding bacterium Myxococcus xanthus in which an unstructured population of identical cells rearranges into an asymmetric, stable pattern of multicellular fruiting bodies in response to starvation. Fruiting body formation depends on changes in organized cell movements from swarming to aggregation. The aggregation process is induced and orchestrated by the cell-surface associated 17 kDa C-signal protein. C-signal transmission depends on direct contact between cells. Evidence suggests that C-signal transmission is geometrically constrained to cell ends and that productive C-signal transmission only occurs when cells engage in end-to-end contacts. Here, we review recent progress in the understanding of the pattern formation process that leads to fruiting body formation. Gliding motility in M. xanthus involves two polarly localized gliding machines, the S-machine depends on type IV pili and the A-machine seems to involve a slime extrusion mechanism. Using time-lapse video microscopy the gliding motility parameters controlled by the C-signal have been identified. The C-signal induces cells to move with increased gliding speeds, in longer gliding intervals and with decreased stop and reversal frequencies. The combined effect of the C-signal dependent changes in gliding motility behaviour is an increase in the net-distance travelled by a cell per minute. The identification of the motility parameters controlled by the C-signal in combination with the contact-dependent C-signal transmission mechanism have allowed the generation of a qualitative model for C-signal induced aggregation. In this model, the directive properties of the C-signal are a direct consequence of the contact-dependent signal-transmission mechanism, which is a local event involving direct contact between cells that results in a global organization of cells. This pattern formation process does not depend on a diffusible substance. Rather it depends on a cell-surface associated signal to direct the cells appropriately.
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Affiliation(s)
- Lars Jelsbak
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, 5230 Odense M, Denmark
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30
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Abstract
The myxobacteria are Gram-negative organisms that are capable of multicellular, social behaviour. In the presence of nutrients, swarms of myxobacteria feed cooperatively by sharing extracellular digestive enzymes, and can prey on other bacteria. When the food supply runs low, they initiate a complex developmental programme that culminates in the production of a fruiting body. Myxobacteria move by gliding and have two, polarly positioned engines to control their motility. The two engines undergo coordinated reversals, and changes in the reversal frequency and speed are responsible for the different patterns of movement that are seen during development. The myxobacteria communicate with each other and coordinate their movements through a cell-contact-dependent signal. Here, the cell movements that culminate in the development of the multicellular fruiting body are reviewed.
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Affiliation(s)
- Dale Kaiser
- Stanford University, Departments of Biochemistry and Developmental Biology, Stanford, California 94305, USA.
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31
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Simunovic V, Gherardini FC, Shimkets LJ. Membrane localization of motility, signaling, and polyketide synthetase proteins in Myxococcus xanthus. J Bacteriol 2003; 185:5066-75. [PMID: 12923079 PMCID: PMC181019 DOI: 10.1128/jb.185.17.5066-5075.2003] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Myxococcus xanthus cells coordinate cellular motility, biofilm formation, and development through the use of cell signaling pathways. In an effort to understand the mechanisms underlying these processes, the inner membrane (IM) and outer membrane (OM) of strain DK1622 were fractionated to examine protein localization. Membranes were enriched from spheroplasts of vegetative cells and then separated into three peaks on a three-step sucrose gradient. The high-density fraction corresponded to the putative IM, the medium-density fraction corresponded to a putative hybrid membrane (HM), and the low-density fraction corresponded to the putative OM. Each fraction was subjected to further separation on discontinuous sucrose gradients, which resulted in discrete protein peaks for each major fraction. The purity and origin of each peak were assessed by using succinate dehydrogenase (SDH) activity as the IM marker and reactivities to lipopolysaccharide core and O-antigen monoclonal antibodies as the OM markers. As previously reported, the OM markers localized to the low-density membrane fractions, while SDH localized to high-density fractions. Immunoblotting was used to localize important motility and signaling proteins within the protein peaks. CsgA, the C-signal-producing protein, and FibA, a fibril-associated protease, were localized in the IM (density, 1.17 to 1.24 g cm(-3)). Tgl and Cgl lipoproteins were localized in the OM, which contained areas of high buoyant density (1.21 to 1.24 g cm(-3)) and low buoyant density (1.169 to 1.171 g cm(-3)). FrzCD, a methyl-accepting chemotaxis protein, was predominantly located in the IM, although smaller amounts were found in the OM. The HM peaks showed twofold enrichment for the type IV pilin protein PilA, suggesting that this fraction contained cell poles. Two-dimensional polyacrylamide gel electrophoresis revealed the presence of proteins that were unique to the IM and OM. Characterization of proteins in an unusually low-density membrane peak (1.072 to 1.094 g cm(-3)) showed the presence of Ta-1 polyketide synthetase, which synthesizes the antibiotic myxovirescin A.
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Affiliation(s)
- Vesna Simunovic
- Department of Microbiology, University of Georgia, 527 Biological Sciences Building, Athens, GA 30602, USA
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32
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Affiliation(s)
- Lee Kroos
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824, USA.
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33
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Boysen A, Ellehauge E, Julien B, Søgaard-Andersen L. The DevT protein stimulates synthesis of FruA, a signal transduction protein required for fruiting body morphogenesis in Myxococcus xanthus. J Bacteriol 2002; 184:1540-6. [PMID: 11872704 PMCID: PMC134883 DOI: 10.1128/jb.184.6.1540-1546.2002] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Fruiting body formation in Myxococcus xanthus involves three morphologic stages---rippling, aggregation, and sporulation---all of which are induced by the cell surface-associated C-signal. We analyzed the function of the DevT protein, a novel component in the C-signal response pathway. A mutant carrying an in-frame deletion in the devT gene displays delayed aggregation and a cell autonomous sporulation defect, whereas it remains rippling proficient. To further define the function of DevT, the methylation pattern of FrzCD, a cytoplasmic methyl-accepting chemotaxis protein homologue, was examined in the Delta devT mutant, and we found that DevT is required for methylation of FrzCD during development. Specifically, DevT was found to be required for the C-signal-dependent methylation of FrzCD. The Delta devT mutant produced wild-type levels of C-signal. However, accumulation of the FruA response regulator protein, which is essential for the execution of the C-signal-dependent responses, was reduced in the Delta devT mutant. The DevT protein was found to stimulate the developmentally activated transcription of the fruA gene. Epistasis analyses indicate that DevT acts independently of the A- and E-signals to stimulate fruA transcription. These findings suggest that the developmental defects of the Delta devT mutant are associated with a lack of FruA to ensure a proper response to the C-signal during the aggregation and sporulation stages of development.
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Affiliation(s)
- Anders Boysen
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense, 5230 Odense M, Denmark
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34
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Jelsbak L, Søgaard-Andersen L. Pattern formation by a cell surface-associated morphogen in Myxococcus xanthus. Proc Natl Acad Sci U S A 2002; 99:2032-7. [PMID: 11842199 PMCID: PMC122314 DOI: 10.1073/pnas.042535699] [Citation(s) in RCA: 86] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
In response to starvation, an unstructured population of identical Myxococcus xanthus cells rearranges into an asymmetric, stable pattern of multicellular fruiting bodies. Central to this pattern formation process are changes in organized cell movements from swarming to aggregation. Aggregation is induced by the cell surface-associated C-signal. To understand how aggregation is accomplished, we have analyzed how C-signal modulates cell behavior. We show that C-signal induces a motility response that includes increases in transient gliding speeds and in the duration of gliding intervals and decreases in stop and reversal frequencies. This response results in a switch in cell behavior from an oscillatory to a unidirectional type of behavior in which the net-distance traveled by a cell per minute is increased. We propose that the C-signal-dependent regulation of the reversal frequency is essential for aggregation and that the remaining C-signal-dependent changes in motility parameters contribute to aggregation by increasing the net-distance traveled by starving cells per minute. In our model for symmetry-breaking and aggregation, C-signal transmission is a local event involving direct contacts between cells that results in a global organization of cells. This pattern formation mechanism does not require a diffusible substance or other actions at a distance. Rather it depends on contact-induced changes in motility behavior to direct cells appropriately
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Affiliation(s)
- Lars Jelsbak
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, 5230 Odense M, Denmark
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Abstract
Cell-bound C-signal guides the building of a fruiting body and triggers the differentiation of myxospores. Earlier work has shown that transcription of the csgA gene, which encodes the C-signal, is directed by four genes of the act operon. To see how expression of the genes encoding components of the aggregation and sporulation processes depends on C-signaling, mutants with loss-of-function mutations in each of the act genes were investigated. These mutations were found to have no effect on genes that are normally expressed up to 3 h into development and are C-signal independent. Neither the time of first expression nor the rate of expression increase was changed in actA, actB, actC, or actD mutant strains. Also, there was no effect on A-signal production, which normally starts before 3 h. By contrast, the null act mutants have striking defects in C-signal production. These mutations changed the expression of four gene reporters that are related to aggregation and sporulation and are expressed at 6 h or later in development. The actA and actB null mutations substantially decreased the expression of all these reporters. The other act null mutations caused either premature expression to wild-type levels (actC) or delayed expression (actD), which ultimately rose to wild-type levels. The pattern of effects on these reporters shows how the C-signal differentially regulates the steps that together build a fruiting body and differentiate spores within it.
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Affiliation(s)
- Thomas M A Gronewold
- Departments of Biochemistry and of Developmental Biology, Stanford University School of Medicine, Stanford, California 94305-5329, USA
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Affiliation(s)
- Stephen C Winans
- Department of Microbiology, Cornell University, Ithaca, New York 14853, USA
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Abstract
The mechanisms responsible for bacterial gliding motility have been a mystery for almost 200 years. Gliding bacteria move actively over surfaces by a process that does not involve flagella. Gliding bacteria are phylogenetically diverse and are abundant in many environments. Recent results indicate that more than one mechanism is needed to explain all forms of bacterial gliding motility. Myxococcus xanthus "social gliding motility" and Synechocystis gliding are similar to bacterial "twitching motility" and rely on type IV pilus extension and retraction for cell movement. In contrast, gliding of filamentous cyanobacteria, mycoplasmas, members of the Cytophaga-Flavobacterium group, and "adventurous gliding" of M. xanthus do not appear to involve pili. The mechanisms of movement employed by these bacteria are still a matter of speculation. Genetic, biochemical, ultrastructural, and behavioral studies are providing insight into the machineries employed by these diverse bacteria that enable them to glide over surfaces.
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Affiliation(s)
- M J McBride
- Department of Biological Sciences, University of Wisconsin-Milwaukee, Milwaukee, P. O. Box 413, Wisconsin 53201, USA.
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Bourret RB, Charon NW, Stock AM, West AH. Bright lights, abundant operons--fluorescence and genomic technologies advance studies of bacterial locomotion and signal transduction: review of the BLAST meeting, Cuernavaca, Mexico, 14 to 19 January 2001. J Bacteriol 2002; 184:1-17. [PMID: 11741839 PMCID: PMC134778 DOI: 10.1128/jb.184.1.1-17.2002] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Affiliation(s)
- Robert B Bourret
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, North Carolina 27599-7290, USA
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Igoshin OA, Mogilner A, Welch RD, Kaiser D, Oster G. Pattern formation and traveling waves in myxobacteria: theory and modeling. Proc Natl Acad Sci U S A 2001; 98:14913-8. [PMID: 11752439 PMCID: PMC64958 DOI: 10.1073/pnas.221579598] [Citation(s) in RCA: 86] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Recent experiments have provided new quantitative measurements of the rippling phenomenon in fields of developing myxobacteria cells. These measurements have enabled us to develop a mathematical model for the ripple phenomenon on the basis of the biochemistry of the C-signaling system, whereby individuals signal by direct cell contact. The model quantitatively reproduces all of the experimental observations and illustrates how intracellular dynamics, contact-mediated intercellular communication, and cell motility can coordinate to produce collective behavior. This pattern of waves is qualitatively different from that observed in other social organisms, especially Dictyostelium discoideum, which depend on diffusible morphogens.
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Affiliation(s)
- O A Igoshin
- Department of Physics, University of California, Berkeley, CA 94720, USA
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Gronewold TM, Kaiser D. The act operon controls the level and time of C-signal production for Myxococcus xanthus development. Mol Microbiol 2001; 40:744-56. [PMID: 11359579 DOI: 10.1046/j.1365-2958.2001.02428.x] [Citation(s) in RCA: 99] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
The C-signal is a morphogen that controls the assembly of fruiting bodies and the differentiation of myxospores. Production of this signal, which is encoded by the csgA gene, is regulated by the act operon of four genes that are co-transcribed from the same start site. The act A and act B genes regulate the maximum level of the C-signal, which never rises above one-quarter of the maximum wild-type level of CsgA protein in null mutants of either gene. The act A and act B mutants have the same developmental phenotype: both aggregate, neither sporulates, both prolong rippling. By sequence homology, act A encodes a response regulator, and act B encodes a sigma-54 activator protein of the NTRC class. The similar phenotypes of act A and act B deletion mutants suggest that the two gene products are part of the same signal transduction pathway. That pathway responds to C-signal and also regulates the production of CsgA protein, thus creating a positive feedback loop. The act C and act D genes regulate the time pattern of CsgA production, while achieving the same maximum level. An act C null mutant raises CsgA production 15 h earlier than the wild type, whereas an act D null mutant does so 6 h later than wild type. The loop explains how the C-signal rises continuously from early development to a peak at the time of sporulation, and the act genes govern the time course of that rise.
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Affiliation(s)
- T M Gronewold
- Departments of Biochemistry and Developmental Biology, Stanford University School of Medicine, 297 Campus Drive, Stanford, CA 94305, USA
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Kruse T, Lobedanz S, Berthelsen NM, Søgaard-Andersen L. C-signal: a cell surface-associated morphogen that induces and co-ordinates multicellular fruiting body morphogenesis and sporulation in Myxococcus xanthus. Mol Microbiol 2001; 40:156-68. [PMID: 11298283 DOI: 10.1046/j.1365-2958.2001.02365.x] [Citation(s) in RCA: 80] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
In Myxococcus xanthus, morphogenesis of multicellular fruiting bodies and sporulation are co-ordinated temporally and spatially. csgA mutants fail to synthesize the cell surface-associated C-signal and are unable to aggregate and sporulate. We report that csgA encodes two proteins, a 25 kDa species corresponding to full-length CsgA protein and a 17 kDa species similar in size to C-factor protein, which has been shown previously to have C-signal activity. By systematically varying the accumulation of the csgA proteins, we show that overproduction of the csgA proteins results in premature aggregation and sporulation, uncoupling of the two events and the formation of small fruiting bodies, whereas reduced synthesis of the csgA proteins causes delayed aggregation, reduced sporulation and the formation of large fruiting bodies. These results show that C-signal induces aggregation as well as sporulation, and that an ordered increase in the level of C-signalling during development is essential for the spatial co-ordination of these events. The results support a quantitative model, in which aggregation and sporulation are induced at distinct threshold levels of C-signalling. In this model, the two events are temporally co-ordinated by the regulated increase in C-signalling levels during development. The contact-dependent C-signal transmission mechanism allows the spatial co-ordination of aggregation and sporulation by coupling cell position and signalling levels.
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Affiliation(s)
- T Kruse
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense, Campusvej 55, 5230 Odense M, Denmark
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Jelsbak L, Søgaard-Andersen L. Pattern formation: fruiting body morphogenesis in Myxococcus xanthus. Curr Opin Microbiol 2000; 3:637-42. [PMID: 11121786 DOI: 10.1016/s1369-5274(00)00153-3] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
When Myxococcus xanthus cells are exposed to starvation, they respond with dramatic behavioral changes. The expansive swarming behavior stops and the cells begin to aggregate into multicellular fruiting bodies. The cell-surface-associated C-signal has been identified as the signal that induces aggregation. Recently, several of the components in the C-signal transduction pathway have been identified and behavioral analyses are beginning to reveal how the C-signal modulates cell behavior. Together, these findings provide a framework for understanding how a cell-surface-associated morphogen induces pattern formation.
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Affiliation(s)
- L Jelsbak
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, 5230 Odense M, Denmark
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Abstract
Forceful retraction of a bacterial pilus has been directly observed for the first time. As retraction clarifies the basic mechanochemistry of single cell twitching and gliding movements, so cell-to-cell signalling by contact clarifies the coordination of multicellular gliding movements.
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Affiliation(s)
- D Kaiser
- Departments of Biochemistry and Developmental Biology, Stanford University School of Medicine, Stanford, California 94305-5329, USA
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Julien B, Kaiser AD, Garza A. Spatial control of cell differentiation in Myxococcus xanthus. Proc Natl Acad Sci U S A 2000; 97:9098-103. [PMID: 10922065 PMCID: PMC16828 DOI: 10.1073/pnas.97.16.9098] [Citation(s) in RCA: 191] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Myxococcus xanthus develops species-specific multicellular fruiting bodies. Starting from a uniform mat of cells, some cells enter into nascent fruiting body aggregates, whereas other cells remain outside. The cells within the fruiting body differentiate from rods into spherical, heat-resistant spores, whereas the cells outside the aggregates, called peripheral cells, remain rod-shaped. Early developmentally regulated genes are expressed in peripheral cells as well as by cells in the fruiting bodies. By contrast, late developmental genes are only expressed by cells within the nascent fruiting bodies. The data show that peripheral cells begin to develop, but are unable to express genes that are switched on later than about 6 h after the start of development. All of the genes whose expression is limited to the fruiting body are dependent on C-signaling either directly or indirectly, whereas the genes that are equally expressed in peripheral rods and in fruiting body cells are not. One of the C-signal-dependent and spatially patterned operons is called dev, and the dev operon has been implicated in the process of sporulation. It is proposed that expression of certain genes, including those of the dev operon, is limited to the nascent fruiting body because fruiting body cells engage in a high level of C-signaling. Peripheral cells do less C-signaling than fruiting body cells, because they have a different spatial arrangement and are at lower density. As a consequence, peripheral cells fail to express the late genes necessary for spore differentiation.
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Affiliation(s)
- B Julien
- Departments of Biochemistry and Developmental Biology, Stanford University School of Medicine, Stanford, CA 94305-5329, USA
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Gorski L, Gronewold T, Kaiser D. A sigma(54) activator protein necessary for spore differentiation within the fruiting body of Myxococcus xanthus. J Bacteriol 2000; 182:2438-44. [PMID: 10762243 PMCID: PMC111305 DOI: 10.1128/jb.182.9.2438-2444.2000] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Insertion of an internal DNA fragment into the act1 gene, which encodes one of several sigma(54)-activator proteins in Myxococcus xanthus, produced a mutant defective in fruiting body development. While fruiting-body aggregation appears normal in the mutant, it fails to sporulate (<10(-6) the wild-type number of viable spores). The A and C intercellular signals, which are required for sporulation, are produced by the mutant. But, while it produces A-factor at levels as high as that of the wild type, the mutant produces much less C-signal than normal, as measured either by C-factor bioassay or by the total amount of C-factor protein detected with specific antibody. Expression of three C-factor-dependent reporters is altered in the mutant: the level of expression of Omega4414 is about 15% of normal, and Omega4459 and Omega4403 have alterations in their time course. Finally, the methylation of FrzCD protein is below normal in the mutant. It is proposed that Act1 protein responds to C-signal reception by increasing the expression of the csgA gene. This C-signal-dependent increase constitutes a positive feedback in the wild type. The act1 mutant, unable to raise the level of csgA expression, carries out only those developmental steps for which a low level of C-signaling is adequate.
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Affiliation(s)
- L Gorski
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
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Abstract
The Frz signal transduction system of Myxococcus xanthus was originally thought to be a simple variation of the well-characterized Che system of the enteric bacteria. Recently, however, many additional Frz proteins, along with alternative signal transduction systems, have been discovered. Together these signal transduction pathways coordinate cell-cell behavior, permitting the complex interactions required for developmental aggregation and fruiting body formation.
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Affiliation(s)
- M J Ward
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA 94720-3204, USA
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Abstract
The myxobacterium Myxococcus xanthus has a life cycle that is dominated by social behavior. During vegetative growth, cells prey on other bacteria in large groups that have been likened to wolf packs. When faced with starvation, cells form a macroscopic fruiting body containing thousands of spores. The social systems that guide fruiting body development have been examined through the isolation of conditional developmental mutants that can be stimulated to develop in the presence of wild-type cells. Extracellular complementation is due to the transfer of soluble and cell contact-dependent intercellular signals. This review describes the current state of knowledge concerning cell-cell signaling during development.
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Affiliation(s)
- L J Shimkets
- Department of Microbiology, University of Georgia, Athens 30602, USA
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