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Omony J, de Jong A, Krawczyk AO, Eijlander RT, Kuipers OP. Dynamic sporulation gene co-expression networks for Bacillus subtilis 168 and the food-borne isolate Bacillus amyloliquefaciens: a transcriptomic model. Microb Genom 2018; 4. [PMID: 29424683 PMCID: PMC5857382 DOI: 10.1099/mgen.0.000157] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Sporulation is a survival strategy, adapted by bacterial cells in response to harsh environmental adversities. The adaptation potential differs between strains and the variations may arise from differences in gene regulation. Gene networks are a valuable way of studying such regulation processes and establishing associations between genes. We reconstructed and compared sporulation gene co-expression networks (GCNs) of the model laboratory strain Bacillus subtilis 168 and the food-borne industrial isolate Bacillus amyloliquefaciens. Transcriptome data obtained from samples of six stages during the sporulation process were used for network inference. Subsequently, a gene set enrichment analysis was performed to compare the reconstructed GCNs of B. subtilis 168 and B. amyloliquefaciens with respect to biological functions, which showed the enriched modules with coherent functional groups associated with sporulation. On basis of the GCNs and time-evolution of differentially expressed genes, we could identify novel candidate genes strongly associated with sporulation in B. subtilis 168 and B. amyloliquefaciens. The GCNs offer a framework for exploring transcription factors, their targets, and co-expressed genes during sporulation. Furthermore, the methodology described here can conveniently be applied to other species or biological processes.
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Affiliation(s)
- Jimmy Omony
- 1Laboratory of Molecular Genetics, University of Groningen, 9747 AG Groningen, The Netherlands.,2Top Institute Food and Nutrition (TIFN), Nieuwe Kanaal 9A, 6709 PA Wageningen, The Netherlands
| | - Anne de Jong
- 1Laboratory of Molecular Genetics, University of Groningen, 9747 AG Groningen, The Netherlands.,2Top Institute Food and Nutrition (TIFN), Nieuwe Kanaal 9A, 6709 PA Wageningen, The Netherlands
| | - Antonina O Krawczyk
- 1Laboratory of Molecular Genetics, University of Groningen, 9747 AG Groningen, The Netherlands.,2Top Institute Food and Nutrition (TIFN), Nieuwe Kanaal 9A, 6709 PA Wageningen, The Netherlands
| | - Robyn T Eijlander
- 1Laboratory of Molecular Genetics, University of Groningen, 9747 AG Groningen, The Netherlands.,2Top Institute Food and Nutrition (TIFN), Nieuwe Kanaal 9A, 6709 PA Wageningen, The Netherlands.,3NIZO Food Research, B.V., P.O. Box 20, Ede 6710 BA, Ede, The Netherlands
| | - Oscar P Kuipers
- 1Laboratory of Molecular Genetics, University of Groningen, 9747 AG Groningen, The Netherlands.,2Top Institute Food and Nutrition (TIFN), Nieuwe Kanaal 9A, 6709 PA Wageningen, The Netherlands
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Pishdadian K, Fimlaid KA, Shen A. SpoIIID-mediated regulation of σK function during Clostridium difficile sporulation. Mol Microbiol 2014; 95:189-208. [PMID: 25393584 DOI: 10.1111/mmi.12856] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/05/2014] [Indexed: 02/04/2023]
Abstract
The spore-forming bacterial pathogen Clostridium difficile is a leading cause of health-care-associated diarrhea worldwide. Although C. difficile spore formation is essential for disease transmission, the regulatory pathways that control this developmental process have only been partially characterized. In the well-studied spore-former Bacillus subtilis, the highly conserved σ(E) , SpoIIID and σ(K) regulatory proteins control gene expression in the mother cell to ensure proper spore formation. To define the precise requirement for SpoIIID and σ(K) during C. difficile sporulation, we analyzed spoIIID and sigK mutants using heterologous expression systems and RNA-Seq transcriptional profiling. These analyses revealed that expression of sigK from a SpoIIID-independent promoter largely bypasses the need for SpoIIID to produce heat-resistant spores. We also observed that σ(K) is active upon translation, suggesting that SpoIIID primarily functions to activate sigK. SpoIIID nevertheless plays auxiliary roles during sporulation, as it enhances levels of the exosporium morphogenetic protein CdeC in a σ(K) -dependent manner. Analyses of purified spores further revealed that SpoIIID and σ(K) control the adherence of the CotB coat protein to C. difficile spores, indicating that these proteins regulate multiple stages of spore formation. Collectively, these results highlight that diverse mechanisms control spore formation in the Firmicutes.
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Affiliation(s)
- Keyan Pishdadian
- Department of Microbiology and Molecular Genetics, University of Vermont, Burlington, Vermont, 05405, USA
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Yu WB, Gao SH, Yin CY, Zhou Y, Ye BC. Comparative transcriptome analysis of Bacillus subtilis responding to dissolved oxygen in adenosine fermentation. PLoS One 2011; 6:e20092. [PMID: 21625606 PMCID: PMC3097244 DOI: 10.1371/journal.pone.0020092] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2011] [Accepted: 04/12/2011] [Indexed: 12/20/2022] Open
Abstract
Dissolved oxygen (DO) is an important factor for adenosine fermentation. Our previous experiments have shown that low oxygen supply in the growth period was optimal for high adenosine yield. Herein, to better understand the link between oxygen supply and adenosine productivity in B. subtilis (ATCC21616), we sought to systematically explore the effect of DO on genetic regulation and metabolism through transcriptome analysis. The microarrays representing 4,106 genes were used to study temporal transcript profiles of B. subtilis fermentation in response to high oxygen supply (agitation 700 r/min) and low oxygen supply (agitation 450 r/min). The transcriptome data analysis revealed that low oxygen supply has three major effects on metabolism: enhance carbon metabolism (glucose metabolism, pyruvate metabolism and carbon overflow), inhibit degradation of nitrogen sources (glutamate family amino acids and xanthine) and purine synthesis. Inhibition of xanthine degradation was the reason that low oxygen supply enhanced adenosine production. These provide us with potential targets, which can be modified to achieve higher adenosine yield. Expression of genes involved in energy, cell type differentiation, protein synthesis was also influenced by oxygen supply. These results provided new insights into the relationship between oxygen supply and metabolism.
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Affiliation(s)
- Wen-Bang Yu
- Lab of Biosystems and Microanalysis, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Shu-Hong Gao
- Lab of Biosystems and Microanalysis, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Chun-Yun Yin
- Lab of Biosystems and Microanalysis, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Ying Zhou
- Lab of Biosystems and Microanalysis, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Bang-Ce Ye
- Lab of Biosystems and Microanalysis, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
- * E-mail:
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Wang L, Perpich J, Driks A, Kroos L. One perturbation of the mother cell gene regulatory network suppresses the effects of another during sporulation of Bacillus subtilis. J Bacteriol 2007; 189:8467-73. [PMID: 17890309 PMCID: PMC2168946 DOI: 10.1128/jb.01285-07] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
In the mother cell of sporulating Bacillus subtilis, a regulatory network functions to control gene expression. Four transcription factors act sequentially in the order sigma(E), SpoIIID, sigma(K), GerE. sigma(E) and sigma(K) direct RNA polymerase to transcribe different regulons. SpoIIID and GerE are DNA-binding proteins that activate or repress transcription of many genes. Several negative regulatory loops add complexity to the network. First, transcriptionally active sigma(K) RNA polymerase inhibits early sporulation gene expression, resulting in reduced accumulation of sigma(E) and SpoIIID late during sporulation. Second, GerE represses sigK transcription, reducing sigma(K) accumulation about twofold. Third, SpoIIID represses cotC, which encodes a spore coat protein, delaying its transcription by sigma(K) RNA polymerase. Partially circumventing the first feedback loop, by engineering cells to maintain the SpoIIID level late during sporulation, causes spore defects. Here, the effects of circumventing the second feedback loop, by mutating the GerE binding sites in the sigK promoter region, are reported. Accumulation of pro-sigma(K) and sigma(K) was increased, but no spore defects were detected. Expression of sigma(K)-dependent reporter fusions was altered, increasing the expression of gerE-lacZ and cotC-lacZ and decreasing the expression of cotD-lacZ. Because these effects on gene expression were opposite those observed when the SpoIIID level was maintained late during sporulation, cells were engineered to both maintain the SpoIIID level and have elevated sigK expression late during sporulation. This restored the expression of sigma(K)-dependent reporters to wild-type levels, and no spore defects were observed. Hence, circumventing the second feedback loop suppressed the effects of perturbing the first feedback loop. By feeding information back into the network, these two loops appear to optimize target gene expression and increase network robustness. Circumventing the third regulatory loop, by engineering cells to express cotC about 2 h earlier than normal, did not cause a detectable spore defect.
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Affiliation(s)
- Lijuan Wang
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA
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Wang L, Perpich J, Driks A, Kroos L. Maintaining the transcription factor SpoIIID level late during sporulation causes spore defects in Bacillus subtilis. J Bacteriol 2007; 189:7302-9. [PMID: 17693499 PMCID: PMC2168458 DOI: 10.1128/jb.00839-07] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
During sporulation of Bacillus subtilis, four regulatory proteins act in the order sigma(E), SpoIIID, sigma(K), and GerE to temporally control gene expression in the mother cell. sigma(E) and sigma(K) work sequentially with core RNA polymerase to transcribe different sets of genes. SpoIIID and GerE are small, sequence-specific DNA-binding proteins that activate or repress transcription of many genes. Previous studies showed that transcriptionally active sigma(K) RNA polymerase inhibits early mother cell gene expression, reducing accumulation of SpoIIID late in sporulation. Here, the effects of perturbing the mother cell gene regulatory network by maintaining the SpoIIID level late during sporulation are reported. Persistent expression was obtained by fusing spoIIID to the sigma(K)-controlled gerE promoter on a multicopy plasmid. Fewer heat- and lysozyme-resistant spores were produced by the strain with persistent spoIIID expression, but the number of spores resistant to organic solvents was unchanged, as was their germination ability. Transmission electron microscopy showed structural defects in the spore coat. Reporter fusions to sigma(K)-dependent promoters showed lower expression of gerE and cotC and higher expression of cotD. Altered expression of cot genes, which encode spore coat proteins, may account for the spore structural defects. These results suggest that one role of negative feedback by sigma(K) RNA polymerase on early mother cell gene expression is to lower the level of SpoIIID late during sporulation in order to allow normal expression of genes in the sigma(K) regulon.
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MESH Headings
- Anti-Bacterial Agents/pharmacology
- Artificial Gene Fusion
- Bacillus subtilis/genetics
- Bacillus subtilis/physiology
- Bacterial Proteins/biosynthesis
- Bacterial Proteins/genetics
- DNA-Binding Proteins/biosynthesis
- DNA-Binding Proteins/genetics
- Gene Expression Regulation, Bacterial/genetics
- Gene Expression Regulation, Bacterial/physiology
- Genes, Reporter
- Hot Temperature
- Microscopy, Electron, Transmission
- Muramidase/metabolism
- Organic Chemicals/pharmacology
- Promoter Regions, Genetic
- Spores, Bacterial/drug effects
- Spores, Bacterial/genetics
- Spores, Bacterial/isolation & purification
- Spores, Bacterial/physiology
- Transcription Factors/biosynthesis
- Transcription Factors/genetics
- Transcription Factors/physiology
- beta-Galactosidase/analysis
- beta-Galactosidase/genetics
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Affiliation(s)
- Lijuan Wang
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI 48824, USA
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Costa T, Serrano M, Steil L, Völker U, Moran CP, Henriques AO. The timing of cotE expression affects Bacillus subtilis spore coat morphology but not lysozyme resistance. J Bacteriol 2006; 189:2401-10. [PMID: 17172339 PMCID: PMC1899386 DOI: 10.1128/jb.01353-06] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The synthesis of structural components and morphogenetic factors required for the assembly of the Bacillus subtilis spore coat is governed by a mother cell-specific transcriptional cascade. The first two temporal classes of gene expression, which involve RNA polymerase sigma sigma(E) factor and the ancillary regulators GerR and SpoIIID, are deployed prior to engulfment of the prespore by the mother cell. The two last classes rely on sigma(K), whose activation follows engulfment completion, and GerE. The cotE gene codes for a morphogenetic protein essential for the assembly of the outer coat layer and spore resistance to lysozyme. cotE is expressed first from a sigma(E)-dependent promoter and, in a second stage, from a promoter that additionally requires SpoIIID and that remains active under sigma(K) control. CotE localizes prior to engulfment completion close to the surface of the developing spore, but formation of the outer coat is a late, sigma(K)-controlled event. We have transplanted cotE to progressively later classes of mother cell gene expression. This created an early class of mutants in which cotE is expressed prior to engulfment completion and a late class in which expression of cotE follows the complete engulfment of the prespore. Mutants of the early class assemble a nearly normal outer coat structure, whereas mutants of the late class do not. Hence, the early expression of CotE is essential for outer coat assembly. Surprisingly, however, all mutants were fully resistant to lysozyme. The results suggest that CotE has genetically separable functions in spore resistance to lysozyme and spore outer coat assembly.
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Affiliation(s)
- Teresa Costa
- Instituto de Tecnologia Quimica e Biológica, Universidade Nova de Lisboa, Avenida da República, Apartado 127, 2781-901 Oeiras, Portugal
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Arcuri EF, Wiedmann M, Boor KJ. Phylogeny and functional conservation of sigma(E) in endospore-forming bacteria. MICROBIOLOGY (READING, ENGLAND) 2000; 146 ( Pt 7):1593-1603. [PMID: 10878124 DOI: 10.1099/00221287-146-7-1593] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Conservation of the sporulation processes between Bacillus spp. and Clostridium spp. was investigated through evolutionary and complementation analyses of sigma(E). Alignment of partial predicted sigma(E) amino acid sequences from three Bacillus spp., Paenibacillus polymyxa and five Clostridium spp. revealed that amino acid residues previously reported to be involved in promoter utilization (M124, E119 and N120) and strand opening (C117) are conserved among all these species. Phylogenetic analyses of various sigma factor sequences from endospore-forming bacteria revealed that homologues of sigma(E), sigma(K) and sigma(G) clustered together regardless of genus, suggesting a common origin of sporulation sigma factors. The functional equivalence between Clostridium acetobutylicum sigma(E) and Bacillus subtilis sigma(E) was investigated by complementing a non-polar B. subtilis sigma(E) null mutant with the spoIIG operon from either B. subtilis (spoIIG(Bs)) or C. acetobutylicum (spoIIG(Ca)). Single-copy integration of spoIIG(Bs) into the amyE locus of the sigma(E) null mutant completely restored the wild-type sporulation phenotype, while spoIIG(Ca) only partially restored sporulation. Maximal expression of spoIIG(Ca)-lacZ occurred approximately 12 h later than maximal expression of spoIIG(Bs)-lacZ. Differences in temporal expression patterns for spoIIG(Ca) and spoIIG(Bs) in the B. subtilis background may at least partially explain the observed sporulation complementation phenotypes. This study suggests a common phylogenetic ancestor for sigma(E) in Bacillus spp. and Clostridium spp., although regulation of sigma(E) expression may differ in these two genera.
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Affiliation(s)
- Edna F Arcuri
- Food Science Department, Cornell University, Ithaca, NY 14853, USA1
| | - Martin Wiedmann
- Food Science Department, Cornell University, Ithaca, NY 14853, USA1
| | - Kathryn J Boor
- Food Science Department, Cornell University, Ithaca, NY 14853, USA1
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Ichikawa H, Kroos L. Combined action of two transcription factors regulates genes encoding spore coat proteins of Bacillus subtilis. J Biol Chem 2000; 275:13849-55. [PMID: 10788508 DOI: 10.1074/jbc.275.18.13849] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
During sporulation of Bacillus subtilis, spore coat proteins encoded by cot genes are expressed in the mother cell and deposited on the forespore. Transcription of the cotB, cotC, and cotX genes by final sigma(K) RNA polymerase is activated by a small, DNA-binding protein called GerE. The promoter region of each of these genes has two GerE binding sites. 5' deletions that eliminated the more upstream GerE site decreased expression of lacZ fused to cotB and cotX by approximately 80% and 60%, respectively but had no effect on cotC-lacZ expression. The cotC-lacZ fusion was expressed later during sporulation than the other two fusions. Primer extension analysis confirmed that cotB mRNA increases first during sporulation, followed by cotX and cotC mRNAs over a 2-h period. In vitro transcription experiments suggest that the differential pattern of cot gene expression results from the combined action of GerE and another transcription factor, SpoIIID. A low concentration of GerE activated cotB transcription by final sigma(K) RNA polymerase, whereas a higher concentration was needed to activate transcription of cotX or cotC. SpoIIID at low concentration repressed cotC transcription, whereas a higher concentration only partially repressed cotX transcription and had little effect on cotB transcription. DNase I footprinting showed that SpoIIID binds strongly to two sites in the cotC promoter region, binds weakly to one site in the cotX promoter, and does not bind specifically to cotB. We propose that late in sporulation the rising level of GerE and the falling level of SpoIIID, together with the position and affinity of binding sites for these transcription factors in cot gene promoters, dictates the timing and level of spore coat protein synthesis, ensuring optimal assembly of the protein shell on the forespore surface.
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Affiliation(s)
- H Ichikawa
- Department of Biochemistry, Michigan State University, East Lansing, Michigan 48824, USA
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9
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Abstract
In response to starvation, bacilli and clostridia undergo a specialized program of development that results in the production of a highly resistant dormant cell type known as the spore. A proteinacious shell, called the coat, encases the spore and plays a major role in spore survival. The coat is composed of over 25 polypeptide species, organized into several morphologically distinct layers. The mechanisms that guide coat assembly have been largely unknown until recently. We now know that proper formation of the coat relies on the genetic program that guides the synthesis of spore components during development as well as on morphogenetic proteins dedicated to coat assembly. Over 20 structural and morphogenetic genes have been cloned. In this review, we consider the contributions of the known coat and morphogenetic proteins to coat function and assembly. We present a model that describes how morphogenetic proteins direct coat assembly to the specific subcellular site of the nascent spore surface and how they establish the coat layers. We also discuss the importance of posttranslational processing of coat proteins in coat morphogenesis. Finally, we review some of the major outstanding questions in the field.
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Affiliation(s)
- A Driks
- Department of Microbiology and Immunology, Loyola University Medical Center, Maywood, Illinois 60153,
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Zhang B, Kroos L. A feedback loop regulates the switch from one sigma factor to the next in the cascade controlling Bacillus subtilis mother cell gene expression. J Bacteriol 1997; 179:6138-44. [PMID: 9324264 PMCID: PMC179520 DOI: 10.1128/jb.179.19.6138-6144.1997] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Regulation of gene expression in the mother cell compartment of sporulating Bacillus subtilis involves sequential activation and inactivation of several transcription factors. Among them are two sigma factors, sigmaE and sigmaK, and a DNA-binding protein, SpoIIID. A decrease in the level of SpoIIID is thought to relieve its repressive effect on transcription by sigmaK RNA polymerase of certain spore coat genes. Previous studies showed that sigmaK negatively regulates the level of spoIIID mRNA. Here, it is shown that sigmaK does not affect the stability of spoIIID mRNA. Rather, sigmaK appears to negatively regulate the synthesis of spoIIID mRNA by accelerating the disappearance of sigmaE RNA polymerase, which transcribes spoIIID. As sigmaK begins to accumulate by 4 h into sporulation, the sigmaE level drops rapidly in wild-type cells but remains twofold to fivefold higher in sigK mutant cells during the subsequent 4 h. In a strain engineered to produce sigmaK 1 h earlier than normal, twofold less sigmaE than that in wild-type cells accumulates. SigmaK did not detectably alter the stability of sigmaE in pulse-chase experiments. However, beta-galactosidase expression from a sigE-lacZ transcriptional fusion showed a pattern similar to the level of sigmaE protein in sigK mutant cells and cells prematurely expressing sigmaK. These results suggest that the appearance of sigmaK initiates a negative feedback loop controlling not only transcription of spoIIID, but the entire sigmaE regulon, by directly or indirectly inhibiting the transcription of sigE.
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Affiliation(s)
- B Zhang
- Department of Biochemistry, Michigan State University, East Lansing 48824, USA
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11
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Abstract
The process of sporulation in the bacterium Bacillus subtilis proceeds through a well-defined series of morphological stages that involve the conversion of a growing cell into a two-cell-chamber sporangium within which a spore is produced. Over 125 genes are involved in this process, the transcription of which is temporally and spatially controlled by four DNA-binding proteins and five RNA polymerase sigma factors. Through a combination of genetic, biochemical, and cell biological approaches, regulatory networks have been elucidated that explicitly link the activation of these sigma factors to landmark events in the course of morphogenesis and to each other through pathways of intercellular communication. Signals targeting proteins to specific subcellular localizations and governing the assembly of macromolecular structures have been uncovered but their nature remains to be determined.
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Affiliation(s)
- P Stragier
- Institut de Biologie Physico-Chimique, Paris, France.
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