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1.
ACS Synth Biol ; 12(11): 3252-3266, 2023 11 17.
Article En | MEDLINE | ID: mdl-37843014

The genetic engineering of genome fragments larger than 100 kbp is challenging and requires both specific methods and cloning hosts. The yeast Saccharomyces cerevisiae is considered as a host of choice for cloning and engineering whole or partial genomes from viruses, bacteria, and algae. Several methods are now available to perform these manipulations, each with its own limitations. In order to extend the range of yeast cloning strategies, a new approach combining two already described methods, Fusion cloning and CReasPy-Cloning, was developed. The CReasPy-Fusion method allows the simultaneous cloning and engineering of megabase-sized genomes in yeast by the fusion of bacterial cells with yeast spheroplasts carrying the CRISPR-Cas9 system. With this new approach, we demonstrate the feasibility of cloning and editing whole genomes from several Mycoplasma species belonging to different phylogenetic groups. We also show that CReasPy-Fusion allows the capture of large genome fragments with high efficacy, resulting in the successful cloning of selected loci in yeast. We finally identify bacterial nuclease encoding genes as barriers for CReasPy-Fusion by showing that their removal from the donor genome improves the cloning efficacy.


CRISPR-Cas Systems , Saccharomyces cerevisiae , Saccharomyces cerevisiae/genetics , CRISPR-Cas Systems/genetics , Phylogeny , Genome, Bacterial/genetics , DNA , Cloning, Molecular , Gene Editing/methods
2.
Comput Struct Biotechnol J ; 21: 3173-3182, 2023.
Article En | MEDLINE | ID: mdl-37333859

Because they mimic cells while offering an accessible and controllable environment, lysate-based cell-free systems (CFS) have emerged as valuable biotechnology tools for synthetic biology. Historically used to uncover fundamental mechanisms of life, CFS are nowadays used for a multitude of purposes, including protein production and prototyping of synthetic circuits. Despite the conservation of fundamental functions in CFS like transcription and translation, RNAs and certain membrane-embedded or membrane-bound proteins of the host cell are lost when preparing the lysate. As a result, CFS largely lack some essential properties of living cells, such as the ability to adapt to changing conditions, to maintain homeostasis and spatial organization. Regardless of the application, shedding light on the black-box of the bacterial lysate is necessary to fully exploit the potential of CFS. Most measurements of the activity of synthetic circuits in CFS and in vivo show significant correlations because these only require processes that are preserved in CFS, like transcription and translation. However, prototyping circuits of higher complexity that require functions that are lost in CFS (cell adaptation, homeostasis, spatial organization) will not show such a good correlation with in vivo conditions. Both for prototyping circuits of higher complexity and for building artificial cells, the cell-free community has developed devices to reconstruct cellular functions. This mini-review compares bacterial CFS to living cells, focusing on functional and cellular process differences and the latest developments in restoring lost functions through complementation of the lysate or device engineering.

3.
Nucleic Acids Res ; 51(6): 2974-2992, 2023 04 11.
Article En | MEDLINE | ID: mdl-36919610

Genome-scale engineering enables rational removal of dispensable genes in chassis genomes. Deviating from this approach, we applied greedy accumulation of deletions of large dispensable regions in the Bacillus subtilis genome, yielding a library of 298 strains with genomes reduced up to 1.48 Mb in size. High-throughput physiological phenotyping of these strains confirmed that genome reduction is associated with substantial loss of cell fitness and accumulation of synthetic-sick interactions. Transcriptome analysis indicated that <15% of the genes conserved in our genome-reduced strains exhibited a twofold or higher differential expression and revealed a thiol-oxidative stress response. Most transcriptional changes can be explained by loss of known functions and by aberrant transcription at deletion boundaries. Genome-reduced strains exhibited striking new phenotypes relative to wild type, including a very high resistance (increased >300-fold) to the DNA-damaging agent mitomycin C and a very low spontaneous mutagenesis (reduced 100-fold). Adaptive laboratory evolution failed to restore cell fitness, except when coupled with a synthetic increase of the mutation rate, confirming low evolvability. Although mechanisms underlying this emergent phenotype are not understood, we propose that low evolvability can be leveraged in an engineering strategy coupling reductive cycles with evolutive cycles under induced mutagenesis.


Bacillus subtilis , Genome, Bacterial , Genome, Bacterial/genetics , Bacillus subtilis/genetics , Bacillus subtilis/metabolism , Phenotype , Mutagenesis , Mutation Rate
4.
PLoS Genet ; 19(2): e1010618, 2023 02.
Article En | MEDLINE | ID: mdl-36735730

Transcription termination factor Rho is known for its ubiquitous role in suppression of pervasive, mostly antisense, transcription. In the model Gram-positive bacterium Bacillus subtilis, de-repression of pervasive transcription by inactivation of rho revealed the role of Rho in the regulation of post-exponential differentiation programs. To identify other aspects of the regulatory role of Rho during adaptation to starvation, we have constructed a B. subtilis strain (Rho+) that expresses rho at a relatively stable high level in order to compensate for its decrease in the wild-type cells entering stationary phase. The RNAseq analysis of Rho+, WT and Δrho strains (expression profiles can be visualized at http://genoscapist.migale.inrae.fr/seb_rho/) shows that Rho over-production enhances the termination efficiency of Rho-sensitive terminators, thus reducing transcriptional read-through and antisense transcription genome-wide. Moreover, the Rho+ strain exhibits global alterations of sense transcription with the most significant changes observed for the AbrB, CodY, and stringent response regulons, forming the pathways governing the transition to stationary phase. Subsequent physiological analyses demonstrated that maintaining rho expression at a stable elevated level modifies stationary phase-specific physiology of B. subtilis cells, weakens stringent response, and thereby negatively affects the cellular adaptation to nutrient limitations and other stresses, and blocks the development of genetic competence and sporulation. These results highlight the Rho-specific termination of transcription as a novel element controlling stationary phase. The release of this control by decreasing Rho levels during the transition to stationary phase appears crucial for the functionality of complex gene networks ensuring B. subtilis survival in stationary phase.


Bacillus subtilis , Bacterial Proteins , Bacillus subtilis/metabolism , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Transcription Factors/genetics , Transcription Factors/metabolism , Transcription, Genetic , Cell Cycle , Gene Expression Regulation, Bacterial/genetics
5.
mSphere ; 5(5)2020 10 07.
Article En | MEDLINE | ID: mdl-33028682

The membrane protease SppA of Bacillus subtilis was first described as a signal peptide peptidase and later shown to confer resistance to lantibiotics. Here, we report that SppA forms octameric complexes with YteJ, a membrane protein of thus-far-unknown function. Interestingly, sppA and yteJ deletion mutants exhibited no protein secretion defects. However, these mutant strains differed significantly in their resistance to antimicrobial peptides. In particular, sppA mutant cells displayed increased sensitivity to the lantibiotics nisin and subtilin and the human lysozyme-derived cationic antimicrobial peptide LP9. Importantly, YteJ was shown to antagonize SppA activity both in vivo and in vitro, and this SppA-inhibitory activity involved the C-terminal domain of YteJ, which was therefore renamed SppI. Most likely, SppI-mediated control is needed to protect B. subtilis against the potentially detrimental protease activity of SppA since a mutant overexpressing sppA by itself displayed defects in cell division. Altogether, we conclude that the SppA-SppI complex of B. subtilis has a major role in protection against antimicrobial peptides.IMPORTANCE Our study presents new insights into the molecular mechanism that regulates the activity of SppA, a widely conserved bacterial membrane protease. We show that the membrane proteins SppA and SppI form a complex in the Gram-positive model bacterium B. subtilis and that SppI inhibits SppA protease activity in vitro and in vivo Furthermore, we demonstrate that the C-terminal domain of SppI is involved in SppA inhibition. Since SppA, through its protease activity, contributes directly to resistance to lantibiotic peptides and cationic antibacterial peptides, we propose that the conserved SppA-SppI complex could play a major role in the evasion of bactericidal peptides, including those produced as part of human innate immune defenses.


Bacillus subtilis/genetics , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Protease Inhibitors/metabolism , Serine Endopeptidases/metabolism , Anti-Bacterial Agents/pharmacology , Bacillus subtilis/drug effects , Bacillus subtilis/metabolism , Bacteriocins/pharmacology , Gene Expression Regulation, Bacterial , Peptide Hydrolases/metabolism , Proteolysis , Serine Endopeptidases/genetics
6.
Biochim Biophys Acta Gene Regul Mech ; 1863(5): 194502, 2020 05.
Article En | MEDLINE | ID: mdl-32044462

Bacteria are sophisticated systems with high capacity and flexibility to adapt to various environmental conditions. Each prokaryote however possesses a defined metabolic network, which sets its overall metabolic capacity, and therefore the maximal growth rate that can be reached. To achieve optimal growth, bacteria adopt various molecular strategies to optimally adjust gene expression and optimize resource allocation according to the nutrient availability. The resulting physiological changes are often accompanied by changes in the growth rate, and by global regulation of gene expression. The growth-rate-dependent variation of the abundances in the cellular machineries, together with condition-specific regulatory mechanisms, affect RNA metabolism and fate and pose a challenge for rational gene expression reengineering of synthetic circuits. This article is part of a Special Issue entitled: RNA and gene control in bacteria, edited by Dr. M. Guillier and F. Repoila.


Bacteria/genetics , Gene Expression Regulation, Bacterial , RNA, Bacterial/genetics , Adaptation, Physiological , Bacteria/growth & development , Bacteria/metabolism , Guanosine Tetraphosphate/metabolism , RNA, Bacterial/metabolism
7.
Appl Environ Microbiol ; 85(10)2019 05 15.
Article En | MEDLINE | ID: mdl-30902849

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.


Bacillus subtilis/growth & development , Spores, Bacterial/growth & development , Bacillus cereus/growth & development , Bacillus licheniformis/growth & development , Kinetics , Models, Biological
8.
mBio ; 8(5)2017 10 03.
Article En | MEDLINE | ID: mdl-28974613

At the heart of central carbon metabolism, pyruvate is a pivotal metabolite in all living cells. Bacillus subtilis is able to excrete pyruvate as well as to use it as the sole carbon source. We herein reveal that ysbAB (renamed pftAB), the only operon specifically induced in pyruvate-grown B. subtilis cells, encodes a hetero-oligomeric membrane complex which operates as a facilitated transport system specific for pyruvate, thereby defining a novel class of transporter. We demonstrate that the LytST two-component system is responsible for the induction of pftAB in the presence of pyruvate by binding of the LytT response regulator to a palindromic region upstream of pftAB We show that both glucose and malate, the preferred carbon sources for B. subtilis, trigger the binding of CcpA upstream of pftAB, which results in its catabolite repression. However, an additional CcpA-independent mechanism represses pftAB in the presence of malate. Screening a genome-wide transposon mutant library, we find that an active malic enzyme replenishing the pyruvate pool is required for this repression. We next reveal that the higher the influx of pyruvate, the stronger the CcpA-independent repression of pftAB, which suggests that intracellular pyruvate retroinhibits pftAB induction via LytST. Such a retroinhibition challenges the rational design of novel nature-inspired sensors and synthetic switches but undoubtedly offers new possibilities for the development of integrated sensor/controller circuitry. Overall, we provide evidence for a complete system of sensors, feed-forward and feedback controllers that play a major role in environmental growth of B. subtilisIMPORTANCE Pyruvate is a small-molecule metabolite ubiquitous in living cells. Several species also use it as a carbon source as well as excrete it into the environment. The bacterial systems for pyruvate import/export have yet to be discovered. Here, we identified in the model bacterium Bacillus subtilis the first import/export system specific for pyruvate, PftAB, which defines a novel class of transporter. In this bacterium, extracellular pyruvate acts as the signal molecule for the LytST two-component system (TCS), which in turn induces expression of PftAB. However, when the pyruvate influx is high, LytST activity is drastically retroinhibited. Such a retroinhibition challenges the rational design of novel nature-inspired sensors and synthetic switches but undoubtedly offers new possibilities for the development of integrated sensor/controller circuitry.


Bacillus subtilis/physiology , Bacterial Proteins/metabolism , Membrane Transport Proteins/metabolism , Pyruvic Acid/metabolism , Bacillus subtilis/drug effects , Bacillus subtilis/genetics , Bacterial Proteins/genetics , Carbon/metabolism , Catabolite Repression , Gene Expression Regulation, Bacterial , Glucose/metabolism , Malates/metabolism , Membrane Transport Proteins/genetics , Mutation , Operon , Pyruvic Acid/pharmacology , Regulatory Elements, Transcriptional
9.
Microb Cell ; 5(1): 56-59, 2017 Dec 11.
Article En | MEDLINE | ID: mdl-29354650

Synthetic Biology (SB) aims at the rational design and engineering of novel biological functions and systems. By facilitating the engineering of living organisms, SB promises to facilitate the development of many new applications for health, biomanufacturing, and the environment. Over the last decade, SB promoted the construction of libraries of components enabling the fine-tuning of genetic circuits expression and the development of novel genome engineering methodologies for many organisms of interest. SB thus opened new perspectives in the field of metabolic engineering, which was until then mainly limited to (over)producing naturally synthesized metabolic compounds. To engineer efficient cell factories, it is key to precisely reroute cellular resources from the central carbon metabolism (CCM) to the synthetic circuitry. This task is however difficult as there is still significant lack of knowledge regarding both the function of several metabolic components and the regulation of the CCM fluxes for many industrially important bacteria. Pyruvate is a pivotal metabolite at the heart of the CCM and a key precursor for the synthesis of several commodity compounds and fine chemicals. Numerous bacterial species can also use it as a carbon source when present in the environment but bacterial, pyruvate-specific uptake systems were to be discovered. This is an issue for metabolic engineering as one can imagine to make use of pyruvate transport systems to replenish synthetic metabolic pathways towards the synthesis of chemicals of interest. Here we describe a recent study (MBio 8(5): e00976-17), which identified and characterized a pyruvate transport system in the Gram-positive (G+ve) bacterium Bacillus subtilis, a well-established biotechnological workhorse for the production of enzymes, fine chemicals and antibiotics. This study also revealed that the activity of the two-component system (TCS) responsible for its induction is retro-inhibited by the level of pyruvate influx. Following up on the open question which is whether this retro-inhibition is a generic mechanism for TCSs, we will discuss the implications in metabolic engineering.

10.
Nucleic Acids Res ; 44(15): 7495-508, 2016 09 06.
Article En | MEDLINE | ID: mdl-27402159

Libraries of well-characterised components regulating gene expression levels are essential to many synthetic biology applications. While widely available for the Gram-negative model bacterium Escherichia coli, such libraries are lacking for the Gram-positive model Bacillus subtilis, a key organism for basic research and biotechnological applications. Here, we engineered a genetic toolbox comprising libraries of promoters, Ribosome Binding Sites (RBS), and protein degradation tags to precisely tune gene expression in B. subtilis We first designed a modular Expression Operating Unit (EOU) facilitating parts assembly and modifications and providing a standard genetic context for gene circuits implementation. We then selected native, constitutive promoters of B. subtilis and efficient RBS sequences from which we engineered three promoters and three RBS sequence libraries exhibiting ∼14 000-fold dynamic range in gene expression levels. We also designed a collection of SsrA proteolysis tags of variable strength. Finally, by using fluorescence fluctuation methods coupled with two-photon microscopy, we quantified the absolute concentration of GFP in a subset of strains from the library. Our complete promoters and RBS sequences library comprising over 135 constructs enables tuning of GFP concentration over five orders of magnitude, from 0.05 to 700 µM. This toolbox of regulatory components will support many research and engineering applications in B. subtilis.


Bacillus subtilis/genetics , Gene Expression Regulation, Bacterial , Genetic Engineering/methods , Promoter Regions, Genetic/genetics , Proteolysis , Ribosomes/metabolism , Fluorescence , Gene Library , Genes, Reporter/genetics , Green Fluorescent Proteins/analysis , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , Microscopy, Fluorescence , Photons , Protein Biosynthesis , Transcription, Genetic
11.
Mol Syst Biol ; 12(5): 870, 2016 05 17.
Article En | MEDLINE | ID: mdl-27193784

Complex regulatory programs control cell adaptation to environmental changes by setting condition-specific proteomes. In balanced growth, bacterial protein abundances depend on the dilution rate, transcript abundances and transcript-specific translation efficiencies. We revisited the current theory claiming the invariance of bacterial translation efficiency. By integrating genome-wide transcriptome datasets and datasets from a library of synthetic gfp-reporter fusions, we demonstrated that translation efficiencies in Bacillus subtilis decreased up to fourfold from slow to fast growth. The translation initiation regions elicited a growth rate-dependent, differential production of proteins without regulators, hence revealing a unique, hard-coded, growth rate-dependent mode of regulation. We combined model-based data analyses of transcript and protein abundances genome-wide and revealed that this global regulation is extensively used in B. subtilis We eventually developed a knowledge-based, three-step translation initiation model, experimentally challenged the model predictions and proposed that a growth rate-dependent drop in free ribosome abundance accounted for the differential protein production.


Bacillus subtilis/growth & development , Bacterial Proteins/metabolism , RNA, Messenger/metabolism , Bacillus subtilis/genetics , Databases, Genetic , Gene Expression Profiling , Gene Expression Regulation, Bacterial , Models, Theoretical , Protein Biosynthesis , Proteome/metabolism , RNA, Bacterial/metabolism
12.
Metab Eng ; 32: 232-243, 2015 Nov.
Article En | MEDLINE | ID: mdl-26498510

Predicting resource allocation between cell processes is the primary step towards decoding the evolutionary constraints governing bacterial growth under various conditions. Quantitative prediction at genome-scale remains a computational challenge as current methods are limited by the tractability of the problem or by simplifying hypotheses. Here, we show that the constraint-based modeling method Resource Balance Analysis (RBA), calibrated using genome-wide absolute protein quantification data, accurately predicts resource allocation in the model bacterium Bacillus subtilis for a wide range of growth conditions. The regulation of most cellular processes is consistent with the objective of growth rate maximization except for a few suboptimal processes which likely integrate more complex objectives such as coping with stressful conditions and survival. As a proof of principle by using simulations, we illustrated how calibrated RBA could aid rational design of strains for maximizing protein production, offering new opportunities to investigate design principles in prokaryotes and to exploit them for biotechnological applications.


Bacteria/genetics , Bacteria/metabolism , Genome, Bacterial/genetics , Bacillus subtilis/genetics , Bacillus subtilis/metabolism , Computer Simulation , Metabolic Engineering/methods , Resource Allocation
13.
Mol Syst Biol ; 9: 709, 2013 Nov 26.
Article En | MEDLINE | ID: mdl-24281055

One of the key ways in which microbes are thought to regulate their metabolism is by modulating the availability of enzymes through transcriptional regulation. However, the limited success of efforts to manipulate metabolic fluxes by rewiring the transcriptional network has cast doubt on the idea that transcript abundance controls metabolic fluxes. In this study, we investigate control of metabolic flux in the model bacterium Bacillus subtilis by quantifying fluxes, transcripts, and metabolites in eight metabolic states enforced by different environmental conditions. We find that most enzymes whose flux switches between on and off states, such as those involved in substrate uptake, exhibit large corresponding transcriptional changes. However, for the majority of enzymes in central metabolism, enzyme concentrations were insufficient to explain the observed fluxes--only for a number of reactions in the tricarboxylic acid cycle were enzyme changes approximately proportional to flux changes. Surprisingly, substrate changes revealed by metabolomics were also insufficient to explain observed fluxes, leaving a large role for allosteric regulation and enzyme modification in the control of metabolic fluxes.


Bacillus subtilis/enzymology , Bacillus subtilis/genetics , Gene Expression Regulation, Bacterial , Metabolic Networks and Pathways , RNA, Messenger/genetics , Carbon Isotopes , Kinetics , RNA, Messenger/metabolism , Transcription, Genetic
14.
Infect Immun ; 81(3): 945-55, 2013 Mar.
Article En | MEDLINE | ID: mdl-23319553

In response to environmental fluctuations or stresses, bacteria can activate transcriptional and phenotypic programs to coordinate an adaptive response. The intracellular pathogen Legionella pneumophila converts from a noninfectious replicative form to an infectious transmissive form when the bacterium encounters alterations in either amino acid concentrations or fatty acid biosynthesis. Here, we report that L. pneumophila differentiation is also triggered by nicotinic acid, a precursor of the central metabolite NAD(+). In particular, when replicative L. pneumophila are treated with 5 mM nicotinic acid, the bacteria induce numerous transmissive-phase phenotypes, including motility, cytotoxicity toward macrophages, sodium sensitivity, and lysosome avoidance. Transcriptional profile analysis determined that nicotinic acid induces the expression of a panel of genes characteristic of transmissive-phase L. pneumophila. Moreover, an additional 213 genes specific to nicotinic acid treatment were altered. Although nearly 25% of these genes lack an assigned function, the gene most highly induced by nicotinic acid treatment encodes a putative major facilitator superfamily transporter, Lpg0273. Indeed, lpg0273 protects L. pneumophila from toxic concentrations of nicotinic acid as judged by analyzing the growth of the corresponding mutant. The broad utility of the nicotinic acid pathway to couple central metabolism and cell fate is underscored by this small metabolite's modulation of gene expression by diverse microbes, including Candida glabrata, Bordetella pertussis, Escherichia coli, and L. pneumophila.


Gene Expression Regulation, Bacterial/drug effects , Legionella pneumophila/drug effects , Legionella pneumophila/metabolism , Niacin/pharmacology , Animals , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Binding Sites , Cell Proliferation , Female , Legionella pneumophila/pathogenicity , Lysosomes , Macrophages , Mice , Models, Molecular , Protein Conformation , Time Factors , Transcriptome , Virulence
15.
Bioinformatics ; 28(20): 2705-6, 2012 Oct 15.
Article En | MEDLINE | ID: mdl-22764159

UNLABELLED: Live Cell Array (LCA) technology allows the acquisition of high-resolution time-course profiles of bacterial gene expression by the systematic assessment of fluorescence in living cells carrying either transcriptional or translational fluorescent protein fusion. However, the direct estimation of promoter activities by time-dependent derivation of the fluorescence datasets generates high levels of noise. Here, we present BasyLiCA, a user-friendly open-source interface and database dedicated to the automatic storage and standardized treatment of LCA data. Data quality reports are generated automatically. Growth rates and promoter activities are calculated by tunable discrete Kalman filters that can be set to incorporate data from biological replicates, significantly reducing the impact of noise measurement in activity estimations. AVAILABILITY: The BasyLiCA software and the related documentation are available at http://genome.jouy.inra.fr/basylica.


Bacteria/genetics , Software , Transcription, Genetic , Bacteria/metabolism , Fluorescent Dyes , Genes, Reporter , Green Fluorescent Proteins/analysis , Green Fluorescent Proteins/genetics , Promoter Regions, Genetic
16.
Science ; 335(6072): 1099-103, 2012 Mar 02.
Article En | MEDLINE | ID: mdl-22383848

Adaptation of cells to environmental changes requires dynamic interactions between metabolic and regulatory networks, but studies typically address only one or a few layers of regulation. For nutritional shifts between two preferred carbon sources of Bacillus subtilis, we combined statistical and model-based data analyses of dynamic transcript, protein, and metabolite abundances and promoter activities. Adaptation to malate was rapid and primarily controlled posttranscriptionally compared with the slow, mainly transcriptionally controlled adaptation to glucose that entailed nearly half of the known transcription regulation network. Interactions across multiple levels of regulation were involved in adaptive changes that could also be achieved by controlling single genes. Our analysis suggests that global trade-offs and evolutionary constraints provide incentives to favor complex control programs.


Adaptation, Physiological , Bacillus subtilis/genetics , Bacillus subtilis/metabolism , Gene Regulatory Networks , Glucose/metabolism , Malates/metabolism , Metabolic Networks and Pathways/genetics , Algorithms , Bacterial Proteins/metabolism , Computer Simulation , Data Interpretation, Statistical , Gene Expression Regulation, Bacterial , Genome, Bacterial , Metabolome , Metabolomics , Models, Biological , Operon , Promoter Regions, Genetic , Transcription Factors/metabolism , Transcription, Genetic
17.
Science ; 335(6072): 1103-6, 2012 Mar 02.
Article En | MEDLINE | ID: mdl-22383849

Bacteria adapt to environmental stimuli by adjusting their transcriptomes in a complex manner, the full potential of which has yet to be established for any individual bacterial species. Here, we report the transcriptomes of Bacillus subtilis exposed to a wide range of environmental and nutritional conditions that the organism might encounter in nature. We comprehensively mapped transcription units (TUs) and grouped 2935 promoters into regulons controlled by various RNA polymerase sigma factors, accounting for ~66% of the observed variance in transcriptional activity. This global classification of promoters and detailed description of TUs revealed that a large proportion of the detected antisense RNAs arose from potentially spurious transcription initiation by alternative sigma factors and from imperfect control of transcription termination.


Bacillus subtilis/genetics , Bacillus subtilis/physiology , Gene Expression Regulation, Bacterial , Promoter Regions, Genetic , Transcription, Genetic , Transcriptome , Adaptation, Physiological , Algorithms , Binding Sites , Gene Expression Profiling , Gene Regulatory Networks , Oligonucleotide Array Sequence Analysis , RNA, Antisense/genetics , RNA, Antisense/metabolism , RNA, Bacterial/genetics , RNA, Bacterial/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , Regulon , Sigma Factor/metabolism , Terminator Regions, Genetic
18.
Proc Natl Acad Sci U S A ; 109(1): 155-60, 2012 Jan 03.
Article En | MEDLINE | ID: mdl-22190493

Assessing gene expression noise in order to obtain mechanistic insights requires accurate quantification of gene expression on many individual cells over a large dynamic range. We used a unique method based on 2-photon fluorescence fluctuation microscopy to measure directly, at the single cell level and with single-molecule sensitivity, the absolute concentration of fluorescent proteins produced from the two Bacillus subtilis promoters that control the switch between glycolysis and gluconeogenesis. We quantified cell-to-cell variations in GFP concentrations in reporter strains grown on glucose or malate, including very weakly transcribed genes under strong catabolite repression. Results revealed strong transcriptional bursting, particularly for the glycolytic promoter. Noise pattern parameters of the two antagonistic promoters controlling the nutrient switch were differentially affected on glycolytic and gluconeogenic carbon sources, discriminating between the different mechanisms that control their activity. Our stochastic model for the transcription events reproduced the observed noise patterns and identified the critical parameters responsible for the differences in expression profiles of the promoters. The model also resolved apparent contradictions between in vitro operator affinity and in vivo repressor activity at these promoters. Finally, our results demonstrate that negative feedback is not noise-reducing in the case of strong transcriptional bursting.


Bacillus subtilis/genetics , Bacillus subtilis/metabolism , Gene Expression Regulation, Bacterial , Promoter Regions, Genetic , Repressor Proteins/metabolism , Bacillus subtilis/drug effects , Bacterial Proteins/metabolism , Carbon/metabolism , Carbon/pharmacology , Gene Expression Regulation, Bacterial/drug effects , Models, Genetic
19.
J Bacteriol ; 193(24): 6939-49, 2011 Dec.
Article En | MEDLINE | ID: mdl-22001508

Most organisms can choose their preferred carbon source from a mixture of nutrients. This process is called carbon catabolite repression. The Gram-positive bacterium Bacillus subtilis uses glucose as the preferred source of carbon and energy. Glucose-mediated catabolite repression is caused by binding of the CcpA transcription factor to the promoter regions of catabolic operons. CcpA binds DNA upon interaction with its cofactors HPr(Ser-P) and Crh(Ser-P). The formation of the cofactors is catalyzed by the metabolite-activated HPr kinase/phosphorylase. Recently, it has been shown that malate is a second preferred carbon source for B. subtilis that also causes catabolite repression. In this work, we addressed the mechanism by which malate causes catabolite repression. Genetic analyses revealed that malate-dependent catabolite repression requires CcpA and its cofactors. Moreover, we demonstrate that HPr(Ser-P) is present in malate-grown cells and that CcpA and HPr interact in vivo in the presence of glucose or malate but not in the absence of a repressing carbon source. The formation of the cofactor HPr(Ser-P) could be attributed to the concentrations of ATP and fructose 1,6-bisphosphate in cells growing with malate. Both metabolites are available at concentrations that are sufficient to stimulate HPr kinase activity. The adaptation of cells to environmental changes requires dynamic metabolic and regulatory adjustments. The repression strength of target promoters was similar to that observed in steady-state growth conditions, although it took somewhat longer to reach the second steady-state of expression when cells were shifted to malate.


Bacillus subtilis/metabolism , Bacterial Proteins/metabolism , Catabolite Repression , Malates/metabolism , Protein Serine-Threonine Kinases/metabolism , Repressor Proteins/metabolism , Bacillus subtilis/genetics , Bacterial Proteins/genetics , Gene Expression Regulation, Bacterial , Protein Binding , Protein Serine-Threonine Kinases/genetics , Repressor Proteins/genetics
20.
Anal Biochem ; 419(2): 250-9, 2011 Dec 15.
Article En | MEDLINE | ID: mdl-21907700

Quantification of promoter activity or protein expression in gene regulatory networks is generally achieved via measurement of fluorescent protein (FP) intensity, which is related to the true FP concentration by an unknown scaling factor, thereby limiting analysis and interpretation. Here, using approaches originally developed for eukaryotic cells, we show that two-photon (2p) fluorescence fluctuation microscopy, specifically scanning number and brightness (sN&B) analysis, can be applied to determine the absolute concentrations of diffusing FPs in live bacterial cells. First, we demonstrate the validity of the approach, despite the small size of the bacteria, using the central pixels and spatial averaging. We established the lower detection limit at or below 75 nM (~3 molecules of FP/vol(ex)) and the upper detection limit at approximately 10 µM, which can be extended using intensity measurements. We found that the uncertainty inherent in our measurements (<5%) was smaller than the high cell-cell variations observed for stochastic leakage from FP fusions of the lac promoter in the repressed state or the 10 to 25% variation observed on induction. This demonstrates that a reliable and absolute measure of transcriptional noise can be made using our approach, which should make it particularly appropriate for the investigation of stochasticity in gene expression networks.


Bacillus subtilis/cytology , Bacillus subtilis/genetics , Gene Expression Regulation, Bacterial , Microscopy/methods , Photons , Cytoplasm/metabolism , Fluorescence , Isopropyl Thiogalactoside/metabolism , Limit of Detection , Luminescent Proteins/genetics
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