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1.
Int J Mol Sci ; 22(9)2021 Apr 26.
Article in English | MEDLINE | ID: mdl-33926096

ABSTRACT

The SOS response is induced upon DNA damage and the inhibition of Z ring formation by the product of the sulA gene, which is one of the LexA-regulated genes, allows time for repair of damaged DNA. On the other hand, severely DNA-damaged cells are eliminated from cell populations. Overexpression of sulA leads to cell lysis, suggesting SulA eliminates cells with unrepaired damaged DNA. Transcriptome analysis revealed that overexpression of sulA leads to up-regulation of numerous genes, including soxS. Deletion of soxS markedly reduced the extent of cell lysis by sulA overexpression and soxS overexpression alone led to cell lysis. Further experiments on the SoxS regulon suggested that LpxC is a main player downstream from SoxS. These findings suggested the SulA-dependent cell lysis (SDCL) cascade as follows: SulA→SoxS→LpxC. Other tests showed that the SDCL cascade pathway does not overlap with the apoptosis-like and mazEF cell death pathways.


Subject(s)
DNA Damage/physiology , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , Amidohydrolases/metabolism , Apoptosis/genetics , Bacterial Proteins/metabolism , Cell Division/genetics , DNA Damage/genetics , Escherichia coli/genetics , Gene Expression Regulation, Bacterial/genetics , Genes, Bacterial/genetics , Serine Endopeptidases/metabolism , Trans-Activators/metabolism
2.
PLoS One ; 13(5): e0195887, 2018.
Article in English | MEDLINE | ID: mdl-29771911

ABSTRACT

The spatial location of proteins in living cells can be critical for their function. For example, the E. coli chemotaxis machinery is localized to the cell poles. Here we describe the polar localization of the serine chemoreceptor Tsr using a strain synthesizing a fluorescent Tsr-Venus fusion at a low level from a single-copy chromosomal construct. Using photobleaching and imaging during recovery by new synthesis, we observed distinct asymmetry between a bright (old) pole and a dim (new) pole. The old pole was shown to be a more stable cluster and to recover after photobleaching faster, which is consistent with the hypothesis that newly synthesized Tsr proteins are inserted directly at or near the old pole. The new pole was shown to be a less stable cluster and to exchange proteins freely with highly mobile Tsr-Venus proteins diffusing in the membrane. We propose that the new pole arises from molecules escaping from the old pole and diffusing to the new pole where a more stable cluster forms over time. Our localization imaging data support a model in which a nascent new pole forms prior to stable cluster formation.


Subject(s)
Escherichia coli/metabolism , Methyl-Accepting Chemotaxis Proteins/metabolism , Molecular Imaging , Protein Transport
3.
Science ; 353(6301): 819-22, 2016 Aug 19.
Article in English | MEDLINE | ID: mdl-27540174

ABSTRACT

Recoding--the repurposing of genetic codons--is a powerful strategy for enhancing genomes with functions not commonly found in nature. Here, we report computational design, synthesis, and progress toward assembly of a 3.97-megabase, 57-codon Escherichia coli genome in which all 62,214 instances of seven codons were replaced with synonymous alternatives across all protein-coding genes. We have validated 63% of recoded genes by individually testing 55 segments of 50 kilobases each. We observed that 91% of tested essential genes retained functionality with limited fitness effect. We demonstrate identification and correction of lethal design exceptions, only 13 of which were found in 2229 genes. This work underscores the feasibility of rewriting genomes and establishes a framework for large-scale design, assembly, troubleshooting, and phenotypic analysis of synthetic organisms.


Subject(s)
Escherichia coli Proteins/genetics , Escherichia coli/genetics , Genes, Synthetic , Genetic Code/physiology , Genome, Bacterial , Genes, Essential , Genes, Lethal , Genetic Code/genetics , Genetic Engineering , Phenotype , Protein Biosynthesis/genetics
4.
DNA Res ; 23(3): 193-201, 2016 Jun.
Article in English | MEDLINE | ID: mdl-27013550

ABSTRACT

Tetracycline-inhibited ribosome profiling (TetRP) provides a powerful new experimental tool for comprehensive genome-wide identification of translation initiation sites in bacteria. We validated TetRP by confirming the translation start sites of protein-coding genes in accordance with the 2006 version of Escherichia coli K-12 annotation record (GenBank U000962) and found ∼150 new start sites within 60 nucleotides of the annotated site. This analysis revealed 72 per cent of the genes whose initiation site annotations were changed from the 2006 GenBank record to the newer 2014 annotation record (GenBank U000963), indicating a high sensitivity. Also, results from reporter fusion and proteomics of N-terminally enriched peptides showed high specificity of the TetRP results. In addition, we discovered over 300 translation start sites within non-coding, intergenic regions of the genome, using a threshold that retains ∼2,000 known coding genes. While some appear to correspond to pseudogenes, others may encode small peptides or have previously unforeseen roles. In summary, we showed that ribosome profiling upon translation inhibition by tetracycline offers a simple, reliable and comprehensive experimental tool for precise annotation of translation start sites of expressed genes in bacteria.


Subject(s)
Codon, Initiator , Escherichia coli/genetics , Open Reading Frames , Ribosomes/metabolism , Molecular Sequence Annotation , Protein Synthesis Inhibitors/pharmacology , Ribosomes/drug effects , Tetracycline/pharmacology
5.
Adv Exp Med Biol ; 883: 155-68, 2015.
Article in English | MEDLINE | ID: mdl-26621467

ABSTRACT

E. coli has been a critically important model research organism for more than 50 years, particularly in molecular biology. In 1997, the E. coli draft genome sequence was published. Post-genomic techniques and resources were then developed that allowed E. coli to become a model organism for systems biology. Progress made since publication of the E. coli genome sequence will be summarized.


Subject(s)
Computational Biology , Escherichia coli/genetics , Gene Library , High-Throughput Screening Assays
6.
Methods Mol Biol ; 1279: 45-65, 2015.
Article in English | MEDLINE | ID: mdl-25636612

ABSTRACT

Here we describe the systematic identification of single genes and gene pairs, whose knockout causes lethality in Escherichia coli K-12. During construction of precise single-gene knockout library of E. coli K-12, we identified 328 essential gene candidates for growth in complex (LB) medium. Upon establishment of the Keio single-gene deletion library, we undertook the development of the ASKA single-gene deletion library carrying a different antibiotic resistance. In addition, we developed tools for identification of synthetic lethal gene combinations by systematic construction of double-gene knockout mutants. We introduce these methods herein.


Subject(s)
Escherichia coli K12/genetics , Genes, Bacterial , Genes, Essential , Genes, Lethal , Genes, Synthetic , Genomics/methods , Amino Acid Sequence , Base Sequence , Conjugation, Genetic , DNA Primers/metabolism , Electroporation , Gene Knockout Techniques , Genetic Complementation Test , Molecular Sequence Data , Mutation , Polymerase Chain Reaction , Reproducibility of Results , Transformation, Genetic
7.
Nucleic Acids Res ; 43(Database issue): D606-17, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25399415

ABSTRACT

Comprehensive experimental resources, such as ORFeome clone libraries and deletion mutant collections, are fundamental tools for elucidation of gene function. Data sets by omics analysis using these resources provide key information for functional analysis, modeling and simulation both in individual and systematic approaches. With the long-term goal of complete understanding of a cell, we have over the past decade created a variety of clone and mutant sets for functional genomics studies of Escherichia coli K-12. We have made these experimental resources freely available to the academic community worldwide. Accordingly, these resources have now been used in numerous investigations of a multitude of cell processes. Quality control is extremely important for evaluating results generated by these resources. Because the annotation has been changed since 2005, which we originally used for the construction, we have updated these genomic resources accordingly. Here, we describe GenoBase (http://ecoli.naist.jp/GB/), which contains key information about comprehensive experimental resources of E. coli K-12, their quality control and several omics data sets generated using these resources.


Subject(s)
Databases, Genetic , Escherichia coli K12/genetics , Escherichia coli Proteins/metabolism , Genes, Bacterial , Genome, Bacterial , Internet , Molecular Sequence Annotation , Mutation
8.
mBio ; 5(4): e01442-14, 2014 Jul 08.
Article in English | MEDLINE | ID: mdl-25006232

ABSTRACT

We analyzed the transcriptome of Escherichia coli K-12 by strand-specific RNA sequencing at single-nucleotide resolution during steady-state (logarithmic-phase) growth and upon entry into stationary phase in glucose minimal medium. To generate high-resolution transcriptome maps, we developed an organizational schema which showed that in practice only three features are required to define operon architecture: the promoter, terminator, and deep RNA sequence read coverage. We precisely annotated 2,122 promoters and 1,774 terminators, defining 1,510 operons with an average of 1.98 genes per operon. Our analyses revealed an unprecedented view of E. coli operon architecture. A large proportion (36%) of operons are complex with internal promoters or terminators that generate multiple transcription units. For 43% of operons, we observed differential expression of polycistronic genes, despite being in the same operons, indicating that E. coli operon architecture allows fine-tuning of gene expression. We found that 276 of 370 convergent operons terminate inefficiently, generating complementary 3' transcript ends which overlap on average by 286 nucleotides, and 136 of 388 divergent operons have promoters arranged such that their 5' ends overlap on average by 168 nucleotides. We found 89 antisense transcripts of 397-nucleotide average length, 7 unannotated transcripts within intergenic regions, and 18 sense transcripts that completely overlap operons on the opposite strand. Of 519 overlapping transcripts, 75% correspond to sequences that are highly conserved in E. coli (>50 genomes). Our data extend recent studies showing unexpected transcriptome complexity in several bacteria and suggest that antisense RNA regulation is widespread. Importance: We precisely mapped the 5' and 3' ends of RNA transcripts across the E. coli K-12 genome by using a single-nucleotide analytical approach. Our resulting high-resolution transcriptome maps show that ca. one-third of E. coli operons are complex, with internal promoters and terminators generating multiple transcription units and allowing differential gene expression within these operons. We discovered extensive antisense transcription that results from more than 500 operons, which fully overlap or extensively overlap adjacent divergent or convergent operons. The genomic regions corresponding to these antisense transcripts are highly conserved in E. coli (including Shigella species), although it remains to be proven whether or not they are functional. Our observations of features unearthed by single-nucleotide transcriptome mapping suggest that deeper layers of transcriptional regulation in bacteria are likely to be revealed in the future.


Subject(s)
Escherichia coli/genetics , Operon/genetics , Sequence Analysis, RNA/methods , Gene Expression Regulation, Bacterial , Transcription, Genetic/genetics , Transcriptome/genetics
9.
BMC Microbiol ; 14: 171, 2014 Jun 26.
Article in English | MEDLINE | ID: mdl-24964927

ABSTRACT

BACKGROUND: Precise quantitative growth measurements and detection of small growth changes in high-throughput manner is essential for fundamental studies of bacterial cell. However, an inherent tradeoff for measurement quality in high-throughput methods sacrifices some measurement quality. A key challenge has been how to enhance measurement quality without sacrificing throughput. RESULTS: We developed a new high-throughput measurement system, termed Colony-live. Here we show that Colony-live provides accurate measurement of three growth values (lag time of growth (LTG), maximum growth rate (MGR), and saturation point growth (SPG)) by visualizing colony growth over time. By using a new normalization method for colony growth, Colony-live gives more precise and accurate growth values than the conventional method. We demonstrated the utility of Colony-live by measuring growth values for the entire Keio collection of Escherichia coli single-gene knockout mutants. By using Colony-live, we were able to identify subtle growth defects of single-gene knockout mutants that were undetectable by the conventional method quantified by fixed time-point camera imaging. Further, Colony-live can reveal genes that influence the length of the lag-phase and the saturation point of growth. CONCLUSIONS: Measurement quality is critical to achieving the resolution required to identify unique phenotypes among a diverse range of phenotypes. Sharing high-quality genome-wide datasets should benefit many researchers who are interested in specific gene functions or the architecture of cellular systems. Our Colony-live system provides a new powerful tool to accelerate accumulation of knowledge of microbial growth phenotypes.


Subject(s)
Bacteriological Techniques/methods , Escherichia coli/growth & development , Escherichia coli/genetics , Gene Knockout Techniques , Genetics, Microbial/methods , High-Throughput Screening Assays/methods , Optical Imaging/methods
10.
Biophys J ; 106(1): 145-53, 2014 Jan 07.
Article in English | MEDLINE | ID: mdl-24411246

ABSTRACT

We investigated the mobility of the polar localized serine chemoreceptor, Tsr, labeled by the fluorescent protein Venus in the inner membrane of live Escherichia coli cells at observation rates up to 1000 Hz. A fraction (7%) of all Tsr molecules shows free diffusion over the entire cell surface with an average diffusion coefficient of 0.40 ± 0.01 µm(2) s(-1). The remaining molecules were found to be ultimately confined in compartments of size 290 ± 15 nm and showed restricted diffusion at an inner barrier found at 170 ± 10 nm. At the shortest length-scales (<170 nm), all Tsr molecules diffuse equally. Disruption of the cytoskeleton and rounding of the cells resulted in an increase in the mobile fraction of Tsr molecules and a fragmenting of the previously polar cluster of Tsr consistent with a curvature-based mechanism of Tsr cluster maintenance.


Subject(s)
Bacterial Proteins/metabolism , Cell Membrane/metabolism , Escherichia coli/metabolism , Membrane Proteins/metabolism , Actin Cytoskeleton/metabolism , Cell Membrane/ultrastructure , Diffusion , Escherichia coli/ultrastructure , Microscopy, Fluorescence
12.
J Bacteriol ; 195(9): 2039-49, 2013 May.
Article in English | MEDLINE | ID: mdl-23457245

ABSTRACT

We have performed a screening of hydroxyurea (HU)-sensitive mutants using a single-gene-deletion mutant collection in Escherichia coli K-12. HU inhibits ribonucleotide reductase (RNR), an enzyme that catalyzes the formation of deoxyribonucleotides. Unexpectedly, seven of the mutants lacked genes that are required for the incorporation of sulfur into a specific tRNA modification base, 5-methylaminomethyl-2-thiouridine (mnm(5)s(2)U), via persulfide relay. We found that the expression of RNR in the mutants was reduced to about one-third both in the absence and presence of HU, while sufficient deoxynucleoside triphosphate (dNTP) was maintained in the mutants in the absence of HU but a shortage occurred in the presence of HU. Trans-supply of an RNR R2 subunit rescued the HU sensitivity of these mutants. The mutants showed high intracellular ATP/ADP ratios, and overexpression of Hda, which catalyzes the conversion of DnaA-ATP to DnaA-ADP, rescued the HU sensitivity of the mutants, suggesting that DnaA-ATP represses RNR expression. The high intracellular ATP/ADP ratios were due to high respiration activity in the mutants. Our data suggested that intracellular redox was inclined toward the reduced state in these mutants, which may explain a change in RNR activity by reduction of the catalytically formed disulfide bond and high respiration activity by the NADH reducing potential. The relation between persulfide relay and intracellular redox is discussed.


Subject(s)
Escherichia coli K12/metabolism , RNA, Transfer/metabolism , Adenosine Diphosphate/metabolism , Adenosine Triphosphate/metabolism , Escherichia coli K12/drug effects , Escherichia coli K12/genetics , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , Hydroxyurea/pharmacology , Mutation , Oxidation-Reduction , RNA, Transfer/genetics , Ribonucleotide Reductases/genetics , Ribonucleotide Reductases/metabolism , Thiouridine/analogs & derivatives , Thiouridine/metabolism
13.
Genes Genet Syst ; 88(4): 233-40, 2013.
Article in English | MEDLINE | ID: mdl-24463526

ABSTRACT

Genetic interaction networks are especially useful for functional assignment of genes and gaining new insights into the systems-level organization of the cell. While studying interactions of nonessential genes can be relatively straight-forward via use of deletion mutants, different approaches must be used to reveal interactions of essential genes due to their indispensability. One method shown to be useful for revealing interactions of essential genes requires tagging the query protein. However, this approach can be complicated by mutational effects of potential hypomorphic alleles. Here, we describe a pilot study for a new scheme of systematically studying the interactions of essential genes. Our method uses a low-copy, F-based, complementing plasmid, pFE604T, from which the essential gene is conditionally expressed. The essential gene is expressed at lower levels, producing a moderate growth defect in a query host. Secondary mutations are introduced into the query host by conjugation and the resultant exconjugants are scored for growth by imaging them over time. We report results from studying five essential query genes: dnaN, ftsW, trmD, yrfF and yjgP, showing (on average) interactions with nearly 80 nonessential genes. This system should prove useful for genome-wide analyses of other essential genes in E. coli K-12.


Subject(s)
Escherichia coli K12/genetics , Escherichia coli Proteins/genetics , Genes, Bacterial , Genes, Essential , Conjugation, Genetic , Epistasis, Genetic , F Factor , Gene Expression Regulation, Bacterial , Gene Knockout Techniques , Gene Regulatory Networks , Genome, Bacterial , Mutation , Oligonucleotide Array Sequence Analysis , Reproducibility of Results
14.
Nat Commun ; 3: 945, 2012 Jul 10.
Article in English | MEDLINE | ID: mdl-22781758

ABSTRACT

CRISPR/Cas (Clustered Regularly Interspaced Short Palindromic Repeats/CRISPR-associated genes) is a small RNA-based adaptive prokaryotic immunity system that functions by acquisition of short fragments of DNA (mainly from foreign invaders such as viruses and plasmids) and subsequent destruction of DNA with sequences matching acquired fragments. Some mutations in foreign DNA that affect the match prevent CRISPR/Cas defensive function. Here we show that matching sequences that are no longer able to elicit defense, still guide the CRISPR/Cas acquisition machinery to foreign DNA, thus making the spacer acquisition process adaptive and leading to restoration of CRISPR/Cas-mediated protection. We present evidence suggesting that after initial recognition of partially matching foreign DNA, the CRISPR/Cas acquisition machinery moves along the DNA molecule, occasionally selecting fragments to be incorporated into the CRISPR locus. Our results explain how adaptive CRISPR/Cas immunity becomes specifically directed towards foreign DNA, allowing bacteria to efficiently counter individual viral mutants that avoid CRISPR/Cas defense.


Subject(s)
Bacteria/genetics , Inverted Repeat Sequences/genetics , Bacteria/immunology , Escherichia coli/genetics , Escherichia coli/immunology , Plasmids/genetics
15.
J Bacteriol ; 193(14): 3618-23, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21602342

ABSTRACT

Microcin C (McC), a natural antibacterial compound consisting of a heptapeptide attached to a modified adenosine, is actively taken up by the YejABEF transporter, after which it is processed by cellular aminopeptidases, releasing the nonhydrolyzable aminoacyl adenylate, an inhibitor of aspartyl-tRNA synthetase. McC analogues with variable length of the peptide moiety were synthesized and evaluated in order to characterize the substrate preferences of the YejABEF transporter. It was shown that a minimal peptide chain length of 6 amino acids and the presence of an N-terminal formyl-methionyl-arginyl sequence are required for transport.


Subject(s)
ATP-Binding Cassette Transporters/metabolism , Anti-Bacterial Agents/metabolism , Bacteriocins/metabolism , Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , Peptides/chemistry , ATP-Binding Cassette Transporters/genetics , Anti-Bacterial Agents/chemistry , Bacteriocins/chemistry , Biological Transport , Escherichia coli/chemistry , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Molecular Structure , Peptides/genetics , Peptides/metabolism
16.
Microb Inform Exp ; 1(1): 1, 2011 Jun 14.
Article in English | MEDLINE | ID: mdl-22587655
17.
J Bioinform Comput Biol ; 8 Suppl 1: 83-99, 2010 Dec.
Article in English | MEDLINE | ID: mdl-21155021

ABSTRACT

Systematic studies have revealed that single gene deletions often display little phenotypic effects under laboratory conditions and that in many cases gene dispensability depends on the experimental conditions. To elucidate the environmental dependency of genes, we analyzed the effects of gene deletions by Phenotype MicroArray™ (PM), a system for quantitative screening of thousands of phenotypes in a high-throughput manner. Here, we proposed a new statistical approach to minimize error inherent in measurements of low respiration rates and find which mutants showed significant phenotypic changes in comparison to the wild-type. We show analyzing results from comprehensive PM assays of 298 single-gene knockout mutants in the Keio collection and two additional mutants under 1,920 different conditions. We focused on isozymes of these genes as simple duplications and analyzed correlations between phenotype changes and protein expression levels. Our results revealed divergence of the environmental dependency of the gene among the knockout genes and have also given some insights into possibilities of alternative pathways and availabilities of information on protein synthesis patterns to classify or predict functions of target genes from systematic phenotype screening.


Subject(s)
Escherichia coli K12/genetics , Protein Array Analysis/statistics & numerical data , Bacterial Proteins/biosynthesis , Bacterial Proteins/genetics , Computational Biology , Environment , Escherichia coli K12/metabolism , Gene Deletion , Gene Expression , Gene Knockout Techniques , Genes, Bacterial , Isoenzymes/biosynthesis , Isoenzymes/genetics , Phenotype
18.
BMC Genomics ; 11: 470, 2010 Aug 11.
Article in English | MEDLINE | ID: mdl-20701780

ABSTRACT

BACKGROUND: Systems biology and functional genomics require genome-wide datasets and resources. Complete sets of cloned open reading frames (ORFs) have been made for about a dozen bacterial species and allow researchers to express and study complete proteomes in a high-throughput fashion. RESULTS: We have constructed an open reading frame (ORFeome) collection of 3974 or 94% of the known Escherichia coli K-12 ORFs in Gateway entry vector pENTR/Zeo. The collection has been used for protein expression and protein interaction studies. For example, we have compared interactions among YgjD, YjeE and YeaZ proteins in E. coli, Streptococcus pneumoniae, and Staphylococcus aureus. We also compare this ORFeome with other Gateway-compatible bacterial ORFeomes and show its utility for comparative functional genomics. CONCLUSIONS: The E. coli ORFeome provides a useful resource for functional genomics and other areas of protein research in a highly flexible format. Our comparison with other ORFeomes makes comparative analyses straighforward and facilitates direct comparisons of many proteins across many genomes.


Subject(s)
Escherichia coli K12/genetics , Open Reading Frames , Bacterial Proteins/metabolism , Genome, Bacterial , Sequence Analysis, DNA , Staphylococcus aureus/genetics , Streptococcus pneumoniae/genetics
19.
Mol Microbiol ; 77(6): 1367-79, 2010 Sep.
Article in English | MEDLINE | ID: mdl-20624226

ABSTRACT

CRISPR/Cas, bacterial and archaeal systems of interference with foreign genetic elements such as viruses or plasmids, consist of DNA loci called CRISPR cassettes (a set of variable spacers regularly separated by palindromic repeats) and associated cas genes. When a CRISPR spacer sequence exactly matches a sequence in a viral genome, the cell can become resistant to the virus. The CRISPR/Cas systems function through small RNAs originating from longer CRISPR cassette transcripts. While laboratory strains of Escherichia coli contain a functional CRISPR/Cas system (as judged by appearance of phage resistance at conditions of artificial co-overexpression of Cas genes and a CRISPR cassette engineered to target a λ-phage), no natural phage resistance due to CRISPR system function was observed in this best-studied organism and no E. coli CRISPR spacer matches sequences of well-studied E. coli phages. To better understand the apparently 'silent'E. coli CRISPR/Cas system, we systematically characterized processed transcripts from CRISPR cassettes. Using an engineered strain with genomically located spacer matching phage λ we show that endogenous levels of CRISPR cassette and cas genes expression allow only weak protection against infection with the phage. However, derepression of the CRISPR/Cas system by disruption of the hns gene leads to high level of protection.


Subject(s)
DNA, Bacterial/genetics , Escherichia coli/genetics , Inverted Repeat Sequences , Transcription, Genetic , 5' Untranslated Regions , Bacteriophage lambda/physiology , Base Sequence , DNA, Intergenic/genetics , Escherichia coli/immunology , Escherichia coli/virology , Gene Expression Regulation, Bacterial , Molecular Sequence Data , Promoter Regions, Genetic , RNA Processing, Post-Transcriptional
20.
Mol Biosyst ; 6(3): 531-42, 2010 Mar.
Article in English | MEDLINE | ID: mdl-20174681

ABSTRACT

Two-component systems (TCSs) are prevalent signal transduction systems in bacteria that control innumerable adaptive responses to environmental cues and host-pathogen interactions. We constructed a detailed stochastic kinetic model of two component signalling based on published data. Our model has been validated with flow cytometry data and used to examine reporter gene expression in response to extracellular signal strength. The model shows that, depending on the actual kinetic parameters, TCSs exhibit all-or-none, graded or mixed mode responses. In accordance with other studies, positively autoregulated TCSs exhibit all-or-none responses. Unexpectedly, our model revealed that TCSs lacking a positive feedback loop exhibit not only graded but also mixed mode responses, in which variation of the signal strength alters the level of gene expression in induced cells while the regulated gene continues to be expressed at the basal level in a substantial fraction of cells. The graded response of the TCS changes to mixed mode response by an increase of the translation initiation rate of the histidine kinase. Thus, a TCS is an evolvable design pattern capable of implementing deterministic regulation and stochastic switches associated with both graded and threshold responses. This has implications for understanding the emergence of population diversity in pathogenic bacteria and the design of genetic circuits in synthetic biology applications. The model is available in systems biology markup language (SBML) and systems biology graphical notation (SBGN) formats and can be used as a component of large-scale biochemical reaction network models.


Subject(s)
Bacterial Physiological Phenomena , Models, Biological , Signal Transduction/physiology , Stochastic Processes , Systems Biology/methods , Bacterial Proteins/metabolism , Computer Simulation , Flow Cytometry , Histidine Kinase , Kinetics , Protein Kinases/metabolism , Reproducibility of Results , Statistics, Nonparametric
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