Journal Article
- An Optimized Method for Reconstruction of Transcriptional Regulatory Networks in Bacteria Using ChIP-exo and RNA-seq Datasets
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Minchang Jang, Joon Young Park, Gayeon Lee, Donghyuk Kim
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J. Microbiol. 2024;62(12):1075-1088. Published online November 11, 2024
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DOI: https://doi.org/10.1007/s12275-024-00181-6
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Abstract
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Transcriptional regulatory networks (TRNs) in bacteria are crucial for elucidating the mechanisms that regulate gene expression and cellular responses to environmental stimuli. These networks delineate the interactions between transcription factors (TFs) and their target genes, thereby uncovering the regulatory processes that modulate gene expression under varying environmental conditions. Analyzing TRNs offers valuable insights into bacterial adaptation, stress responses, and metabolic optimization from an evolutionary standpoint.
Additionally, understanding TRNs can drive the development of novel antimicrobial therapies and the engineering of microbial strains for biofuel and bioproduct production. This protocol integrates advanced data analysis pipelines, including ChEAP, DEOCSU, and DESeq2, to analyze omics datasets that encompass genome-wide TF binding sites and transcriptome profiles derived from ChIP-exo and RNA-seq experiments. This approach minimizes both the time required and the risk of bias, making it accessible to non-expert users. Key steps in the protocol include preprocessing and peak calling from ChIP-exo data, differential expression analysis of RNA-seq data, and motif and regulon analysis. This method offers a comprehensive and efficient framework for TRN reconstruction across various bacterial strains, enhancing both the accuracy and reliability of the analysis while providing valuable insights for basic and applied research.
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Citations
Citations to this article as recorded by

- ChIP-mini: a low-input ChIP-exo protocol for elucidating DNA-binding protein dynamics in intracellular pathogens
Joon Young Park, Minchang Jang, Eunna Choi, Sang-Mok Lee, Ina Bang, Jihoon Woo, Seonggyu Kim, Eun-Jin Lee, Donghyuk Kim
Nucleic Acids Research.2025;[Epub] CrossRef
Review
- Application of computational approaches to analyze metagenomic data
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Ho-Jin Gwak , Seung Jae Lee , Mina Rho
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J. Microbiol. 2021;59(3):233-241. Published online February 10, 2021
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DOI: https://doi.org/10.1007/s12275-021-0632-8
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Abstract
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Microorganisms play a vital role in living systems in numerous
ways. In the soil or ocean environment, microbes are
involved in diverse processes, such as carbon and nitrogen
cycle, nutrient recycling, and energy acquisition. The relation
between microbial dysbiosis and disease developments has
been extensively studied. In particular, microbial communities
in the human gut are associated with the pathophysiology
of several chronic diseases such as inflammatory bowel disease
and diabetes. Therefore, analyzing the distribution of microorganisms
and their associations with the environment
is a key step in understanding nature. With the advent of nextgeneration
sequencing technology, a vast amount of metagenomic
data on unculturable microbes in addition to culturable
microbes has been produced. To reconstruct microbial
genomes, several assembly algorithms have been developed
by incorporating metagenomic features, such as uneven
depth. Since it is difficult to reconstruct complete microbial
genomes from metagenomic reads, contig binning approaches
were suggested to collect contigs that originate from the same
genome. To estimate the microbial composition in the environment,
various methods have been developed to classify
individual reads or contigs and profile bacterial proportions.
Since microbial communities affect their hosts and environments
through metabolites, metabolic profiles from metagenomic
or metatranscriptomic data have been estimated.
Here, we provide a comprehensive review of computational
methods
that can be applied to investigate microbiomes using
metagenomic and metatranscriptomic sequencing data.
The limitations of metagenomic studies and the key approaches
to overcome such problems are discussed.
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Arunmozhi Bharathi Achudhan, Priya Kannan, Annapurna Gupta, Lilly M. Saleena
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Muhammad Riaz Ejaz, Kareem Badr, Zahoor Ul Hassan, Roda Al-Thani, Samir Jaoua
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Guo Wei, Nannan Wu, Kunyang Zhao, Sihai Yang, Long Wang, Yan Liu
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Muzaffer Arıkan, Thilo Muth
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Jang-Cheon Cho
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Research Support, Non-U.S. Gov'ts
- Roles of RpoS in Yersinia pseudotuberculosis stress survival, motility, biofilm formation and type VI secretion system expression
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Jingyuan Guan , Xiao Xiao , Shengjuan Xu , Fen Gao , Jianbo Wang , Tietao Wang , Yunhong Song , Junfeng Pan , Xihui Shen , Yao Wang
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J. Microbiol. 2015;53(9):633-642. Published online August 27, 2015
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DOI: https://doi.org/10.1007/s12275-015-0099-6
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46
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Abstract
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RpoS (σS), the stationary phase/stress σ factor, controls the
expression of a large number of genes involved in cellular
responses to a variety of stresses. However, the role of RpoS
appears to differ in different bacteria. While RpoS is an important
regulator of flagellum biosynthesis, it is associated
with biofilm development in Edwardsiella tarda. Biofilms
are dense communities formed by bacteria and are important
for microbe survival under unfavorable conditions. The type
VI secretion system (T6SS) discovered recently is reportedly
associated with several phenotypes, ranging from biofilm
formation to stress sensing. For example, Vibrio anguillarum
T6SS was proposed to serve as a sensor for extracytoplasmic
signals and modulates RpoS expression and stress response.
In this study, we investigated the physiological roles of RpoS
in Yersinia pseudotuberculosis, including bacterial survival
under stress conditions, flagella formation, biofilm development
and T6SS expression. We found that RpoS is important
in resistance to multiple stressors–including H2O2, acid,
osmotic and heat shock–in Y. pseudotuberculosis. In addition,
our study showed that RpoS not only modulates the expression
of T6SS but also regulates flagellum formation by
positively controlling the flagellar master regulatory gene
flhDC, and affects the formation of biofilm on Caenorhabditis
elegans by regulating the synthesis of exopolysaccharides.
Taken together, these results show that RpoS plays a central
role in cell fitness under several adverse conditions in Y.
pseudotuberculosis.
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- Effect of promoter-upstream sequence on σ38-dependent stationary phase gene transcription
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Hyung-Ju Lim , Kwangsoo Kim , Minsang Shin , Jae-Ho Jeong , Phil Youl Ryu , Hyon E. Choy
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J. Microbiol. 2015;53(4):250-255. Published online April 8, 2015
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DOI: https://doi.org/10.1007/s12275-015-4681-8
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Abstract
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σ38 in Escherichia coli is required for expression of a subset
of stationary phase genes. However, the promoter elements
for σ38-dependent genes are virtually indistinguishable from
that for σ70-dependent house-keeping genes. hdeABp is a
σ38-dependent promoter and LEE5p is a σ70-dependent
promoter, but both are repressed by H-NS, a bacterial histone-
like protein, which acts at promoter upstream sequence.
We swapped the promoter upstream sequences of the two
promoters and found that the σ dependency was switched.
This was further verified using lacUV5 core promoter. The
results
suggested that the determinant for σ38-dependent
promoter lies in the promoter upstream sequence.
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Citations
Citations to this article as recorded by

- Sequence-dependent model of genes with dual σ factor preference
Ines S.C. Baptista, Vinodh Kandavalli, Vatsala Chauhan, Mohamed N.M. Bahrudeen, Bilena L.B. Almeida, Cristina S.D. Palma, Suchintak Dash, Andre S. Ribeiro
Biochimica et Biophysica Acta (BBA) - Gene Regulatory Mechanisms.2022; 1865(3): 194812. CrossRef - Function Enhancement of a Metabolic Module via Endogenous Promoter Replacement for Pseudomonas sp. JY-Q to Degrade Nicotine in Tobacco Waste Treatment
Jun Li, Fengmei Yi, Guoqing Chen, Fanda Pan, Yang Yang, Ming Shu, Zeyu Chen, Zeling Zhang, Xiaotong Mei, Weihong Zhong
Applied Biochemistry and Biotechnology.2021; 193(9): 2793. CrossRef - Recent advances in genetic engineering tools based on synthetic biology
Jun Ren, Jingyu Lee, Dokyun Na
Journal of Microbiology.2020; 58(1): 1. CrossRef
- Production of and Applications for a Polyclonal IgY Diagnostic Reagent Specific for Mycobacterium avium subsp. paratuberculosis
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Sung Jae Shin , Seung-Sub Lee , Elizabeth J. B. Manning , Michael T. Collins
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J. Microbiol. 2009;47(5):600-609. Published online October 24, 2009
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DOI: https://doi.org/10.1007/s12275-009-0052-7
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Scopus
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Abstract
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Antibodies specific to the cell surface antigens of Mycobacterium avium subsp. paratuberculosis (MAP) have multiple useful applications, e.g. organism detection, immunoconcentration, and cell visualization. The aim of this study was to produce and compare polyclonal antibodies for such research and diagnostic purposes. Three polyclonal antibodies to MAP were produced using sera from immunized rabbits and chickens plus naturally infected cows. Cross-reactive antibodies in each MAP antibody preparation were removed by absorption with heterologous mycobacterial and non-mycobacterial cells. The specificity of each resulting polyclonal antibody preparation was evaluated by ELISA to multiple bacterial cell wall extract antigens. After absorption, chicken anti-MAP IgY had the highest specificity of the three antibody preparations. FITC-labeled anti-MAP IgY was used to effectively locate MAP in macrophages 12 h post-infection. Also, immuno- magnetic beads coated with anti-MAP IgY enhanced recovery of MAP from bacterial suspensions in comparison with non-antibody coated beads. Anti-MAP IgY provides a novel new reagent with broad diagnostic and research applications requiring specific concentration, detection, and quantification of MAP.
- Effect of gacS and gacA Mutations on Colony Architecture, Surface Motility, Biofilm Formation and Chemical Toxicity in Pseudomonas sp. KL28
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Kyung Soon Choi , Yaligara Veeraragouda , Kyoung Mi Cho , Soo O Lee , Geuk Rae Jo , Kyungyun Cho , Kyoung Lee
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J. Microbiol. 2007;45(6):492-498.
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DOI: https://doi.org/2646 [pii]
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Abstract
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GacS and GacA proteins form a two component signal transduction system in bacteria. Here, Tn5 transposon gacS and gacA (Gac) mutants of Pseudomonas sp. KL28, an alkylphenol degrader, were isolated by selecting for smooth colonies of strain KL28. The mutants exhibited reduced ability to migrate on a solid surface. This surface motility does not require the action of flagella unlike the well-studied swarming motility of other Pseudomonas sp. The Gac mutants also showed reduced levels of biofilm and pellicle formation in liquid culture. In addition, compared to the wild type KL28 strain, these mutants were more resistant to high concentrations of m-cresol but were more sensitive to H2O2, which are characteristics that they share with an rpoS mutant. These results indicate that the Gac regulatory cascade in strain KL28 positively controls wrinkling morphology, biofilm formation, surface translocation and H2O2 resistance, which are important traits for its capacity to survive in particular niches.
- Initial Characterization of yliH in Salmonella typhimurium
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Kyung-Hwa Park , Miryung Song , Hyon E. Choy
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J. Microbiol. 2007;45(6):558-565.
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DOI: https://doi.org/2608 [pii]
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Abstract
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Using microarray analysis, we determined those Salmonella genes induced at the entry of stationary phase, and subsequently discovered that uncharacterized yliH was induced most dramatically. We set out to establish the molecular mechanism underlying the stationary phase induction of yliH under the standard culture condition, LB with vigorous aeration, by analyzing its promoter activity in various mutant backgrounds, lacking stationary phase σ, RpoS-, or stringent signal molecules ppGpp, ΔrelA ΔspoT. It was found that the stationary phase induction of yliHp was partially dependent on rpoS but entirely dependent on ppGpp. DNA sequence analysis revealed that the Salmonella yliH gene is composed of 381 base-pair nucleotides, with overall amino acid sequence revealing 76.38% amino acid identity and 88.98% similarity with Escherichia coli yliH, although no motif from data base was noted for its possible role. Recently however, it has been reported that yliH in E. coli was implicated in biofilm formation and motility by repressing these activities (Domka et al., 2006). We have constructed a mutant Salmonella deleting yliH gene by allele replacement and examined its phenotype, and found that the yliH in Salmonella more or less affects motility and adherence by enhancing these activities. The effect on biofilm formation in Salmonella was uncertain. Moreover, addition of cloned yliH of E. coli into Salmonella did not reduce motility or adherence. Taken together, it appears that the pathways implicating yliH for biofilm formation and motility in E. coli and in Salmonella are somewhat different.
- Development of a Bottle-Free Multipurpose Incubator for Generating Various Bacterial Culture Conditions
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Nam Woong Yang , Yong Lim
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J. Microbiol. 2005;43(1):28-33.
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DOI: https://doi.org/2142 [pii]
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Abstract
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The purpose of this study was to develop a multipurpose incubator, without the gas cylinders (bottles) which are required for H_2 and CO_2 supplementation. In our bottle-free multipurpose incubator, the H_2 and CO_2 were generated by chemical reactions induced within the chamber. The reaction between sodium borohydride and acetic acid at a molar ratio of 1:1 was used to generate H_2, according to the following formula: 4NaBH_4 + 2CH_3COOH + 7H_2O → 2CH_3COONa + Na_2B_4O_7 + 16H_2, whereas the other reaction, citric acid and sodium bicarbonate at a 1:1 molar ratio, was used to generate CO_2, according to the following formula: C_6H_8O_7 + 3NaHCO_3 → Na_3(C_6H_5O_7) + 3H_2O + 3CO_2. Five species of obligate anaerobic bacteria, one strain of capnophilic bacterium, and one strain of microaerophilic bacterium were successfully cultured in the presence of their respective suitable conditions, all of which were successfully generated by our bottle-free multipurpose incubator. We conclude that, due to its greater safety, versatility, and significantly lower operating costs, this bottle-free multipurpose incubator can be used for the production of fastidious bacterial cultures, and constitutes a favorable step above existing anaerobic incubators.
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- 5’ Untranslated Region of the Pseudomonas putida WCS358 Stationary Phase Sigma Factor rpoS mRNA is Involved in RpoS Translational Regulation
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Branko Jovcic , Iris Bertani , Vittorio Venturi , Ljubisa Topisirovic , Milan Kojic
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J. Microbiol. 2008;46(1):56-61.
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DOI: https://doi.org/10.1007/s12275-007-0127-2
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Abstract
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The σS subunit of RNA polymerase is a central regulator which governs the expression of a host of stationary phase-induced and osmotically regulated genes in Gram-negative bacteria. The Pseudomonas putida rpoS gene is transcribed as a monocistronic rpoS mRNA with a 368 nucleotide-long 5’ untranslated region (5’ UTR). In this study, we investigate the posttranscriptional control of RpoS synthesis using rpoS-lacZ transcriptional and translational fusions consisting of the native promoter and deletions of 5’ UTR or insertion into UTR. The differing activity of constructed translational fusions strongly indicated that the 5’ UTR is involved in the translational regulation of RpoS expression in the stationary phase. The results obtained herein demonstrated that the structure of UTR performs an important function in the translational regulation of the rpoS gene.
- Identification of the Genes Involved in Stationary-Phase Specific Acid Resistance of Salmonella typhimurium
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Bang, Iel Soo , Lee, In Soo , Lee, Yung Nok , Park, Yong keun
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J. Microbiol. 1995;33(1):21-27.
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Abstract
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Salmonella encounters variables pH fluctuation during its life cycle and has been developed adaptative systems such as acid tolerance response (ATR) to survive at severe acidic environment. As part of on going investigation of stationary-phase specific acid resistance, we have searched for acid sensitive mutations in virulent Salmonella typhimurim UK-1 usin the MudJ fusion technique and two lethal selection procedures including DNP(dinitrophenol) selection media and microtiterplate selection method. Two acid sensitive mutations have been identified and designated, spatrK2, spatrK5. These mutations removed both stationary-phase acid tolerant effect and stationary-phase specific acid resistance. Non-specific histone like protein, H-NS and stationary-phase specific sigma factor, RpoS made little contribution to that system at respective single mutation(5-10 fold decrease). But, when both mutations were combined together, no acid resistance was achieved while acid tolerance response was still effective. Two dimensional SDS polyacrylamide gel electrophoresis showed new stationary-phase specific acid shock proteins as well as proteins already known. Not expectedly, the gels from acid adapted samples of both rpoS and hns mutation showed that double mutation of those regulators does not make change of the standard acid shock proteins. Only four acid shock proteins were regulated by these regulators, while fifteen proteins were newly identified as the members of acid shock response system by these regulators. These results implicate that stationary-phase acid resistance of that organism has RpoS/H-NS soubly dependent acid protective system and independent acid tolerance response system.
- Osmotic Tolerance Response of Salmonella typhimurium with Respect ro Growth-Phase and Identification of otr201, a rpoS-Related Gene
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Lim, Si Keun , Bang, Soo Iel , Bang, Seong Ho , Lee, Yung Nok , Park, Yong Keun
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J. Microbiol. 1995;33(1):66-73.
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Abstract
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Salmonella typhimurium can stand against and survive under lethal osmotic exposure. Two systems of osmotic tolerance response(OTR) were found to be utilized by that organism, which were possibly overlapping with each other. The first system is an induction in response to non-lethal high osmoshock(0.3~0.7 M NaCl) at log-phase. The second system is induced during famine condition of stationary-phase. The viability of wild types(UK1, LT2) under these unfavorable conditions was increased by both systems. The viability of stationary-phase cells was approximately 5-fold that of the cells adapted at log-phase. In addition, a few regulatory fenes(rpoS, fur, crp, atp), one carbonstarvation-inducible(cstA104), and an osmotic-inducible gene(proU) were found to play an important role in osmotic tolerance at both growth phases. RpoS, a putative alternative sigma factor (σ^38), was found to participate in OTR systems regardless of growth-phase, but rpoS-defective mutant could still develope the adaptive tolerance. Thus, we concluded that there is rpoS-defective and rpoS-independent systems for osmotic tolerance at both growth-phase. Of the possible otr mutants newly isolated using MudJ(Km, lac) operon fusion techniques, YK3092 (otr201::MudJ) was most sensitive to osmotic challenge regardless of growth phase. It was mapped nearby at 57 min on chromosome and showed rpoS-negative phenotypes such as no catalase activity and inability to accumulate glycogen : but was not linked to rpoS. Therefore, this result strongly suggest that otr201 might be a rpoS-related regulatory gene not gound before.
- rpoS mutation relieves biosynthesis of flagella in hns mutants of salmonella typhimurium UK1
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Cho, Mi Ook , Bang, Ile Soo , Hong, Seong Karp , Bang, Seong Ho , Park, Yong Keun
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J. Microbiol. 1998;36(3):184-188.
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Abstract
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The biosynthesis and function of flagella is positively regulated by the cyclic AMP-catabolite activator protein (cAMP-CAP) complex and the nucleoid protein H-NS. In this report, we show that nonmotile Salmonella typhimurium hns mutants could recover its motility by introducing the rpoSmutation. In a swarm plate assay, rpoS/hns double mutants could woim while hns mutants could not. This regeneration of motility resulted from the flagella synthesis. Transmission electron microscopy analysis showed the capability of rpoS/hns double mutants for flagella synthesis. And rpoS mutation derepressed the transcription of flhD, the flagella master gene, in hns mutants.
- Regulation of the sufABCDSE Operon by Fur
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Joon-Hee Lee , Won-Sik Yeo , Jung-Hye Roe
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J. Microbiol. 2003;41(2):109-114.
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Abstract
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A promoter that is inducible by paraquat and menadione, the superoxide generators, independently of soxRS has been found in front of the sufABCDSE operon in Escherichia coli. Based on the observation that SufA is a holomog of IscA that functions in the assembly of iron sulfur cluster and the sufA promoter (sufAp) contains a putative Fur-binding consensus, we investigated whether this gene is regulated by Fur, a ferric uptake regulator. When examined in several sufAp-lacZ chromosomal fusion strains, sufAp was induced by EDTA, an iron chelator and a well-known Fur-inducer. The basal level of sufA expression increased dramatically in fur mutant, suggesting repression of sufAp by Fur. The derepression in fur mutant and EDTA-induction of sufA expression required nucleotides up to -61, where a putative Fur box is located. Purified Fur protein bound to the DNA fragment containing the putative Fur box between -35 and -10 promoter elements. The regulation by Fur and menadione induction of sufAp acted independently. The rpoS mutation increased sufA induction by menadione, suggesting that the stationary sigma factor RpoS acts negatively on sufA induction.