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Finn JP, Luzinski C, Burton BM. Differential expression of the yfj operon in a Bacillus subtilis biofilm. Appl Environ Microbiol 2024; 90:e0136224. [PMID: 39436054 PMCID: PMC11577775 DOI: 10.1128/aem.01362-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Accepted: 08/29/2024] [Indexed: 10/23/2024] Open
Abstract
Type VII protein secretion systems play an important role in the survival and virulence of pathogens and in the competition among some microbes. Potential polymorphic toxin substrates of the type VII secretion system (T7SS) in Bacillus subtilis are important for competition in the context of biofilm communities. Within a biofilm, there is significant physiological heterogeneity as cells within the population take on differential cell fates. Which cells express and deploy the various T7SS substrates is still unknown. To identify which cells express at least one of the T7SS substrates, we investigated the yfj operon. The yfjABCDEF operon encodes at least one predicted T7SS substrate. Starting with an in silico analysis of the yfj operon promoter region, we identified potential regulatory sequences. Using a yfj promoter-reporter fusion, we then identified several regulators that impact expression of the operon, including a regulator of biofilm formation, DegU. In a degU deletion mutant, yfj expression is completely abolished. Mutation of predicted DegU binding sites also results in a significant reduction in yfj reporter levels. Further analysis of yfj regulation reveals that deletion of spo0A has the opposite effect of the degU deletion. Following the yfj reporter by microscopy of cells harvested from biofilms, we find that the yfj operon is expressed specifically in the subset of cells undergoing sporulation. Together, our results define cells entering sporulation as the subpopulation most likely to express products of the yfj operon in B. subtilis.IMPORTANCEDifferential expression of genes in a bacterial community allows for the division of labor among cells in the community. The toxin substrates of the type VII secretions system (T7SS) are known to be active in Bacillus subtilis biofilm communities. This work describes the expression of one of the T7SS-associated operons, the yfj operon, which encodes the YFJ toxin, in the sporulating subpopulation within a biofilm. The evidence that the YFJ toxin may be deployed specifically in cells at the early stages of sporulation provides a potential role for deployment of T7SS in community-associated activities, such as cannibalism.
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Affiliation(s)
- James P. Finn
- Microbiology Doctoral Training Program, University of Wisconsin—Madison, Madison, Wisconsin, USA
- Department of Bacteriology, University of Wisconsin—Madison, Madison, Wisconsin, USA
| | - Cora Luzinski
- Department of Bacteriology, University of Wisconsin—Madison, Madison, Wisconsin, USA
| | - Briana M. Burton
- Department of Bacteriology, University of Wisconsin—Madison, Madison, Wisconsin, USA
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2
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Nou XA, Voigt CA. Sentinel cells programmed to respond to environmental DNA including human sequences. Nat Chem Biol 2024; 20:211-220. [PMID: 37770697 DOI: 10.1038/s41589-023-01431-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 08/31/2023] [Indexed: 09/30/2023]
Abstract
Monitoring environmental DNA can track the presence of organisms, from viruses to animals, but requires continuous sampling of transient sequences from a complex milieu. Here we designed living sentinels using Bacillus subtilis to report the uptake of a DNA sequence after matching it to a preencoded target. Overexpression of ComK increased DNA uptake 3,000-fold, allowing for femtomolar detection in samples dominated by background DNA. This capability was demonstrated using human sequences containing single-nucleotide polymorphisms (SNPs) associated with facial features. Sequences were recorded with high efficiency and were protected from nucleases for weeks. The SNP could be determined by sequencing or in vivo using CRISPR interference to turn on reporter expression in response to a specific base. Multiple SNPs were recorded by one cell or through a consortium in which each member recorded a different sequence. Sentinel cells could surveil for specific sequences over long periods of time for applications spanning forensics, ecology and epidemiology.
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Affiliation(s)
- Xuefei Angelina Nou
- Synthetic Biology Center, Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Christopher A Voigt
- Synthetic Biology Center, Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
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Khanna K, Lopez-Garrido J, Pogliano K. Shaping an Endospore: Architectural Transformations During Bacillus subtilis Sporulation. Annu Rev Microbiol 2020; 74:361-386. [PMID: 32660383 PMCID: PMC7610358 DOI: 10.1146/annurev-micro-022520-074650] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Endospore formation in Bacillus subtilis provides an ideal model system for studying development in bacteria. Sporulation studies have contributed a wealth of information about the mechanisms of cell-specific gene expression, chromosome dynamics, protein localization, and membrane remodeling, while helping to dispel the early view that bacteria lack internal organization and interesting cell biological phenomena. In this review, we focus on the architectural transformations that lead to a profound reorganization of the cellular landscape during sporulation, from two cells that lie side by side to the endospore, the unique cell within a cell structure that is a hallmark of sporulation in B. subtilis and other spore-forming Firmicutes. We discuss new insights into the mechanisms that drive morphogenesis, with special emphasis on polar septation, chromosome translocation, and the phagocytosis-like process of engulfment, and also the key experimental advances that have proven valuable in revealing the inner workings of bacterial cells.
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Affiliation(s)
- Kanika Khanna
- Division of Biological Sciences, University of California, San Diego, La Jolla, California 92093, USA; ,
| | | | - Kit Pogliano
- Division of Biological Sciences, University of California, San Diego, La Jolla, California 92093, USA; ,
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Chen B, Wen J, Zhao X, Ding J, Qi G. Surfactin: A Quorum-Sensing Signal Molecule to Relieve CCR in Bacillus amyloliquefaciens. Front Microbiol 2020; 11:631. [PMID: 32425896 PMCID: PMC7203447 DOI: 10.3389/fmicb.2020.00631] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 03/20/2020] [Indexed: 11/13/2022] Open
Abstract
Bacillus utilize preferred sugars such as glucose over other carbon sources due to carbon catabolite repression (CCR). Surfactin is a small signal molecule to regulate the quorum-sensing (QS) response such as biofilm formation and sporulation in B. subtilis. Here, the srfA operon for synthesis of surfactin was mutated for disrupting the production of surfactin in B. amyloliquefaciens. The srfA-mutant strain showed a defective biofilm and sporulation but could be restored by addition with surfactin, indicating that surfactin is a QS signal molecule in B. amyloliquefaciens. Unexpectedly, mutation of srfA also led to the cells' death although nutrients were still enough to support the bacterial growth during this period. Analysis of transcriptomes found that the srfA-mutant strain could not relieve CCR to use non-preferred carbon sources after glucose exhaustion due to deficiency of surfactin. This was further verified by the fact that addition with glucose could dramatically restore the growth, and addition with surfactin could improve the enzymes' activity (e.g., glucanase and α-amylase) to use non-preferred carbon sources in the srfA-mutant strain. After glucose exhaustion, the cells produce surfactin to relieve CCR for utilizing non-preferred sugars. As a signal molecule to regulate QS, surfactin also directly or indirectly relieves the CcpA-mediated CCR to utilize non-preferred carbon sources countering nutrient limitation (e.g., glucose deprivation) in the environment. In conclusion, our findings provide the first evidence that the QS signal molecule of surfactin is also involved in relieving the CcpA-mediated CCR in B. amyloliquefaciens.
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Affiliation(s)
- Bing Chen
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Jiahong Wen
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Xiuyun Zhao
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Jia Ding
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Gaofu Qi
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
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Rap Protein Paralogs of Bacillus thuringiensis: a Multifunctional and Redundant Regulatory Repertoire for the Control of Collective Functions. J Bacteriol 2020; 202:JB.00747-19. [PMID: 31871034 DOI: 10.1128/jb.00747-19] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Accepted: 12/20/2019] [Indexed: 01/01/2023] Open
Abstract
Quorum sensing (QS) is a mechanism of synthesis and detection of signaling molecules to regulate gene expression and coordinate behaviors in bacterial populations. In Bacillus subtilis, multiple paralog Rap-Phr QS systems (receptor-signaling peptides) are highly redundant and multifunctional, interconnecting the regulation of differentiation processes such as sporulation and competence. However, their functions in the Bacillus cereus group are largely unknown. We evaluated the functions of Rap proteins in Bacillus thuringiensis Bt8741, which codes for eight Rap-Phr systems; these were individually overexpressed to study their participation in sporulation, biofilm formation, spreading, and extracellular proteolytic activity. Our results show that four Rap-Phr systems (RapC, RapK, RapF, and RapLike) inhibit sporulation, two of which (RapK and RapF) probably dephosphorylate Spo0F from the Spo0A phosphorelay; these two Rap proteins also inhibit biofilm formation. Four systems (RapC, RacF1, RacF2, and RapLike) participate in spreading inhibition; finally, six systems (RapC, -F, -F2, -I, and -I1 and RapLike) decrease extracellular proteolytic activity. We foresee that functions performed by Rap proteins of Bt8741 could also be carried out by Rap homologs in other strains within the B. cereus group. These results indicate that Rap-Phr systems constitute a highly multifunctional and redundant regulatory repertoire that enables B. thuringiensis and other species from the B. cereus group to efficiently regulate collective functions during their life cycle in the face of changing environments.IMPORTANCE The Bacillus cereus group of bacteria includes species of high economic, clinical, biological warfare, and biotechnological interest, e.g., B. anthracis in bioterrorism, B. cereus in food intoxications, and B. thuringiensis in biocontrol. Knowledge about the ecology of these bacteria is hindered by our limited understanding of the regulatory circuits that control differentiation and specialization processes. Here, we uncover the participation of eight Rap quorum-sensing receptors in collective functions of B. thuringiensis These proteins are highly multifunctional and redundant in their functions, linking ecologically relevant processes such as sporulation, biofilm formation, spreading, extracellular proteolytic activity, and probably other functions in species from the B. cereus group.
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Abstract
Transformation is a widespread mechanism of horizontal gene transfer in bacteria. DNA uptake to the periplasmic compartment requires a DNA-uptake pilus and the DNA-binding protein ComEA. In the gram-negative bacteria, DNA is first pulled toward the outer membrane by retraction of the pilus and then taken up by binding to periplasmic ComEA, acting as a Brownian ratchet to prevent backward diffusion. A similar mechanism probably operates in the gram-positive bacteria as well, but these systems have been less well characterized. Transport, defined as movement of a single strand of transforming DNA to the cytosol, requires the channel protein ComEC. Although less is understood about this process, it may be driven by proton symport. In this review we also describe various phenomena that are coordinated with the expression of competence for transformation, such as fratricide, the kin-discriminatory killing of neighboring cells, and competence-mediated growth arrest.
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Affiliation(s)
- David Dubnau
- Public Health Research Institute, New Jersey Medical School, Rutgers University, Newark, New Jersey 07103, USA;
| | - Melanie Blokesch
- Laboratory of Molecular Microbiology, Global Health Institute, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
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Harnessing the Potential of Killers and Altruists within the Microbial Community: A Possible Alternative to Antibiotic Therapy? Antibiotics (Basel) 2019; 8:antibiotics8040230. [PMID: 31766366 PMCID: PMC6963621 DOI: 10.3390/antibiotics8040230] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 11/17/2019] [Accepted: 11/19/2019] [Indexed: 12/29/2022] Open
Abstract
In the context of a post-antibiotic era, the phenomenon of microbial allolysis, which is defined as the partial killing of bacterial population induced by other cells of the same species, may take on greater significance. This phenomenon was revealed in some bacterial species such as Streptococcus pneumoniae and Bacillus subtilis, and has been suspected to occur in some other species or genera, such as enterococci. The mechanisms of this phenomenon, as well as its role in the life of microbial populations still form part of ongoing research. Herein, we describe recent developments in allolysis in the context of its practical benefits as a form of cell death that may give rise to developing new strategies for manipulating the life and death of bacterial communities. We highlight how such findings may be viewed with importance and potential within the fields of medicine, biotechnology, and pharmacology.
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Differentiation of Vegetative Cells into Spores: a Kinetic Model Applied to Bacillus subtilis. Appl Environ Microbiol 2019; 85:AEM.00322-19. [PMID: 30902849 DOI: 10.1128/aem.00322-19] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Accepted: 03/10/2019] [Indexed: 01/28/2023] Open
Abstract
Spore-forming bacteria are natural contaminants of food raw materials, and sporulation can occur in many environments from farm to fork. In order to characterize and to predict spore formation over time, we developed a model that describes both the kinetics of growth and the differentiation of vegetative cells into spores. The model is based on a classical growth model and enables description of the kinetics of sporulation with the addition of three parameters specific to sporulation. Two parameters are related to the probability of each vegetative cell to commit to sporulation and to form a spore, and the last one is related to the time needed to form a spore once the cell is committed to sporulation. The goodness of fit of this growth-sporulation model was assessed using growth-sporulation kinetics at various temperatures in laboratory medium or in whey for Bacillus subtilis, Bacillus cereus, and Bacillus licheniformis The model accurately describes the kinetics in these different conditions, with a mean error lower than 0.78 log10 CFU/ml for the growth and 1.08 log10 CFU/ml for the sporulation. The biological meaning of the parameters was validated with a derivative strain of Bacillus subtilis 168 which produces green fluorescent protein at the initiation of sporulation. This model provides physiological information on the spore formation and on the temporal abilities of vegetative cells to differentiate into spores and reveals the heterogeneity of spore formation during and after growth.IMPORTANCE The growth-sporulation model describes the progressive transition from vegetative cells to spores with sporulation parameters describing the sporulation potential of each vegetative cell. Consequently, the model constitutes an interesting tool to assess the sporulation potential of a bacterial population over time with accurate parameters such as the time needed to obtain one resistant spore and the probability of sporulation. Further, this model can be used to assess these data under various environmental conditions in order to better identify the conditions favorable for sporulation regarding the time to obtain the first spore and/or the concentrations of spores which could be reached during a food process.
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9
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Editing of the Bacillus subtilis Genome by the CRISPR-Cas9 System. Appl Environ Microbiol 2016; 82:5421-7. [PMID: 27342565 DOI: 10.1128/aem.01453-16] [Citation(s) in RCA: 221] [Impact Index Per Article: 24.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Accepted: 06/22/2016] [Indexed: 12/26/2022] Open
Abstract
UNLABELLED The clustered regularly interspaced short palindromic repeat (CRISPR)-associated (Cas) systems are adaptive immune systems of bacteria. A type II CRISPR-Cas9 system from Streptococcus pyogenes has recently been developed into a genome engineering tool for prokaryotes and eukaryotes. Here, we present a single-plasmid system which allows efficient genome editing of Bacillus subtilis The plasmid pJOE8999 is a shuttle vector that has a pUC minimal origin of replication for Escherichia coli, the temperature-sensitive replication origin of plasmid pE194(ts) for B. subtilis, and a kanamycin resistance gene working in both organisms. For genome editing, it carries the cas9 gene under the control of the B. subtilis mannose-inducible promoter PmanP and a single guide RNA (sgRNA)-encoding sequence transcribed via a strong promoter. This sgRNA guides the Cas9 nuclease to its target. The 20-nucleotide spacer sequence at the 5' end of the sgRNA sequence, responsible for target specificity, is located between BsaI sites. Thus, the target specificity is altered by changing the spacer sequences via oligonucleotides fitted between the BsaI sites. Cas9 in complex with the sgRNA induces double-strand breaks (DSBs) at its target site. Repair of the DSBs and the required modification of the genome are achieved by adding homology templates, usually two PCR fragments obtained from both sides of the target sequence. Two adjacent SfiI sites enable the ordered integration of these homology templates into the vector. The function of the CRISPR-Cas9 vector was demonstrated by introducing two large deletions in the B. subtilis chromosome and by repair of the trpC2 mutation of B. subtilis 168. IMPORTANCE In prokaryotes, most methods used for scarless genome engineering are based on selection-counterselection systems. The disadvantages are often the lack of a suitable counterselection marker, the toxicity of the compounds needed for counterselection, and the requirement of certain mutations in the target strain. CRISPR-Cas systems were recently developed as important tools for genome editing. The single-plasmid system constructed for the genome editing of B. subtilis overcomes the problems of counterselection methods. It allows deletions and introduction of point mutations. It is easy to handle and very efficient, and it may be adapted for use in other firmicutes.
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10
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Dubnau EJ, Carabetta VJ, Tanner AW, Miras M, Diethmaier C, Dubnau D. A protein complex supports the production of Spo0A-P and plays additional roles for biofilms and the K-state in Bacillus subtilis. Mol Microbiol 2016; 101:606-24. [PMID: 27501195 DOI: 10.1111/mmi.13411] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/01/2016] [Indexed: 01/19/2023]
Abstract
Bacillus subtilis can enter three developmental pathways to form spores, biofilms or K-state cells. The K-state confers competence for transformation and antibiotic tolerance. Transition into each of these states requires a stable protein complex formed by YlbF, YmcA and YaaT. We have reported that this complex acts in sporulation by accelerating the phosphorylation of the response regulator Spo0A. Phosphorelay acceleration was also predicted to explain their involvement in biofilm formation and the K-state. This view has been challenged in the case of biofilms, by the suggestion that the three proteins act in association with the mRNA degradation protein RNaseY (Rny) to destabilize the sinR transcript. Here, we reaffirm the roles of the three proteins in supporting the phosphorylation of Spo0A for all three developmental pathways and show that in their absence sinR mRNA is not stabilized. We demonstrate that the three proteins also play unknown Spo0A-P-independent roles in the expression of biofilm matrix and in the production of ComK, the master transcription factor for competence. Finally, we show that domesticated strains of B. subtilis carry a mutation in sigH, which influences the expression kinetics of the early spore gene spoIIG, thereby increasing the penetrance of the ylbF, ymcA and yaaT sporulation phenotypes.
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Affiliation(s)
- Eugenie J Dubnau
- Public Health Research Institute Center.,Department of Microbiology, Biochemistry and Molecular Genetics, New Jersey Medical School, Rutgers University, 225 Warren Street, Newark, NJ, 07103, USA
| | - Valerie J Carabetta
- Public Health Research Institute Center.,Department of Microbiology, Biochemistry and Molecular Genetics, New Jersey Medical School, Rutgers University, 225 Warren Street, Newark, NJ, 07103, USA
| | - Andrew W Tanner
- Department of Microbiology, Biochemistry and Molecular Genetics, New Jersey Medical School, Rutgers University, 225 Warren Street, Newark, NJ, 07103, USA
| | | | | | - David Dubnau
- Public Health Research Institute Center.,Department of Microbiology, Biochemistry and Molecular Genetics, New Jersey Medical School, Rutgers University, 225 Warren Street, Newark, NJ, 07103, USA
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Arrieta-Ortiz ML, Hafemeister C, Bate AR, Chu T, Greenfield A, Shuster B, Barry SN, Gallitto M, Liu B, Kacmarczyk T, Santoriello F, Chen J, Rodrigues CDA, Sato T, Rudner DZ, Driks A, Bonneau R, Eichenberger P. An experimentally supported model of the Bacillus subtilis global transcriptional regulatory network. Mol Syst Biol 2015; 11:839. [PMID: 26577401 PMCID: PMC4670728 DOI: 10.15252/msb.20156236] [Citation(s) in RCA: 139] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Organisms from all domains of life use gene regulation networks to control cell growth, identity, function, and responses to environmental challenges. Although accurate global regulatory models would provide critical evolutionary and functional insights, they remain incomplete, even for the best studied organisms. Efforts to build comprehensive networks are confounded by challenges including network scale, degree of connectivity, complexity of organism–environment interactions, and difficulty of estimating the activity of regulatory factors. Taking advantage of the large number of known regulatory interactions in Bacillus subtilis and two transcriptomics datasets (including one with 38 separate experiments collected specifically for this study), we use a new combination of network component analysis and model selection to simultaneously estimate transcription factor activities and learn a substantially expanded transcriptional regulatory network for this bacterium. In total, we predict 2,258 novel regulatory interactions and recall 74% of the previously known interactions. We obtained experimental support for 391 (out of 635 evaluated) novel regulatory edges (62% accuracy), thus significantly increasing our understanding of various cell processes, such as spore formation.
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Affiliation(s)
- Mario L Arrieta-Ortiz
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Christoph Hafemeister
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Ashley Rose Bate
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Timothy Chu
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Alex Greenfield
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Bentley Shuster
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Samantha N Barry
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Matthew Gallitto
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Brian Liu
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Thadeous Kacmarczyk
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Francis Santoriello
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | - Jie Chen
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | | | - Tsutomu Sato
- Department of Frontier Bioscience, Hosei University, Koganei, Tokyo, Japan
| | - David Z Rudner
- Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA, USA
| | - Adam Driks
- Department of Microbiology and Immunology, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA
| | - Richard Bonneau
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA Courant Institute of Mathematical Science, Computer Science Department, New York, NY, USA Simons Foundation, Simons Center for Data Analysis, New York, NY, USA
| | - Patrick Eichenberger
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
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Abstract
Classically, transcription is regulated so that the average expression per cell changes, often with a distribution that extends across the population. Roggiani and Goulian (M. Roggiani and M. Goulian, J. Bacteriol. 197:1976-1987, 2015, doi:http://dx.doi.org/10.1128/JB.00074-15) have shown that this is what happens when the torCAD operon of Escherichia coli is induced anaerobically by the addition of trimethylamine-N-oxide (TMAO). However, when the same inducer is added to aerobically growing cells, only a subset of the cells respond, although the mean expression per cell is similar to that obtained anaerobically. Thus, in the presence of oxygen, the variance but not the expression mean is altered. The regulation of gene expression variance appears to be due to noise in the phosphorelay that governs torCAD transcription.
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