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1.
Sci Rep ; 14(1): 6263, 2024 03 15.
Article in English | MEDLINE | ID: mdl-38491103

ABSTRACT

Psychological stress and intestinal leakage are key factors in atopic dermatitis (AD) recurrence and exacerbation. Here, we demonstrate the mechanism underlying bacterial translocation across intestinal epithelial barrier damaged due to stress and further aggravation of trimellitic anhydride (TMA)-induced itch, which remain unclear, in AD mice. Immobilization (IMO) stress exacerbated scratching bouts and colon histological damage, and increased serum corticosterone and lipopolysaccharide (LPS). Orally administered fluorescein isothiocyanate (FITC)-dextran and surgically injected (into the colon) Cy5.5-conjugated LPS were detected in the serum and skin after IMO stress, respectively. The relative abundance of aerobic or facultative anaerobic bacteria was increased in the colon mucus layer, and Lactobacillus murinus, E. coli, Staphylococcus nepalensis, and several strains of Bacillus sp. were isolated from the spleens and mesenteric lymph nodes. Oral antibiotics or intestinal permeability blockers, such as lubiprostone (Lu), 2,4,6-triaminopyrimidine (TAP) and ML-7, inhibited IMO stress-associated itch; however, it was reinduced through intradermal or i.p. injection of LPS without IMO stress. I.p. injection of TAK-242 (resatorvid), a TLR4 inhibitor, abrogated IMO stress-associated itch, which was also confirmed in TLR4-KO mice. IMO stress alone did not cause itch in naïve mice. IMO stress-induced itch aggravation in TMA-treated AD mice might be attributed to the translocation of gut-derived bacterial cells and LPS, which activates peripheral TLR4 signaling.


Subject(s)
Dermatitis, Atopic , Toll-Like Receptor 4 , Animals , Mice , Dermatitis, Atopic/metabolism , Dermatitis, Atopic/pathology , Disease Models, Animal , Escherichia coli , Lipopolysaccharides/metabolism , Pruritus/chemically induced , Toll-Like Receptor 4/metabolism
2.
mBio ; 13(4): e0174922, 2022 08 30.
Article in English | MEDLINE | ID: mdl-35968954

ABSTRACT

ß-Lactamase production facilitates bacterial survival in nature and affects many infection therapies. However, much of its regulation remains unexplored. We used a genetics-based approach to identify a two-component system (TCS) present in a strain of Burkholderia thailandensis essential for the regulated expression of a class A ß-lactamase gene, penL, by sensing subtle envelope disturbance caused by ß-lactams, polymyxin B, or other chemical agents. The genes encoding stress responses and resistance to various antibiotics were coregulated, as were the catabolic genes that enabled the B. thailandensis strain to grow on penicillin G or phenylacetate, a degradation product of penicillin G. This regulon has likely evolved to facilitate bacterial survival in the soil microbiome that contains a multitude of antibiotic producers. Practically, this regulatory system makes this TCS, which we named BesRS, an excellent drug target for the purpose of increasing antibiotic efficacy in combination therapies for Burkholderia infections. IMPORTANCE ß-lactam antibiotics are the most frequently used drugs to treat infectious diseases. Although the production of ß-lactamases by bacteria is the main cause of treatments being compromised, much of the gene regulation mechanism governing the levels of these enzymes has not been fully explored. In this study, we report a novel ß-lactamase gene regulation mechanism that is governed by a two-component system responding to disturbances in the cell envelope. We showed gene regulation is a part of a regulon that includes genes involved in stress responses, resistance to various antibiotics, and a catabolic pathway for ß-lactams. This regulon may have been evolved to facilitate bacterial survival in the soil niches, which are highly competitive environments because of the presence of various antibiotic-producing microbes. The discovery of the ß-lactamase gene regulation mechanism opens new avenues for developing therapeutic strategies in the fight against antibiotic resistance.


Subject(s)
Regulon , beta-Lactamases , Anti-Bacterial Agents/pharmacology , Soil , beta-Lactamases/genetics , beta-Lactamases/metabolism , beta-Lactams/pharmacology
3.
mBio ; 12(1)2021 01 12.
Article in English | MEDLINE | ID: mdl-33436436

ABSTRACT

Coronavirus disease 2019 (COVID-19), which has been declared a pandemic, has exhibited a wide range of severity worldwide. Although this global variation is largely affected by socio-medical situations in each country, there is also high individual-level variation attributable to elderliness and certain underlying medical conditions, including high blood pressure, diabetes, and obesity. As both elderliness and the aforementioned chronic conditions are often associated with an altered gut microbiota, resulting in disrupted gut barrier integrity, and gut symptoms have consistently been associated with more severe illness in COVID-19 patients, it is possible that dysfunction of the gut as a whole influences COVID-19 severity. This article summarizes the accumulating evidence that supports the hypothesis that an altered gut microbiota and its associated leaky gut may contribute to the onset of gastrointestinal symptoms and occasionally to additional multiorgan complications that may lead to severe illness by allowing leakage of the causative coronavirus into the circulatory system.


Subject(s)
COVID-19/pathology , Gastrointestinal Diseases/pathology , Gastrointestinal Microbiome , SARS-CoV-2/pathogenicity , COVID-19/complications , COVID-19/virology , Dysbiosis , Gastrointestinal Diseases/complications , Gastrointestinal Diseases/virology , Humans , Intestinal Mucosa/pathology , Intestinal Mucosa/virology , Severity of Illness Index
4.
Front Mol Biosci ; 7: 598998, 2020.
Article in English | MEDLINE | ID: mdl-33335913

ABSTRACT

Despite class A ESBLs carrying substitutions outside catalytic regions, such as Cys69Tyr or Asn136Asp, have emerged as new clinical threats, the molecular mechanisms underlying their acquired antibiotics-hydrolytic activity remains unclear. We discovered that this non-catalytic-region (NCR) mutations induce significant dislocation of ß3-ß4 strands, conformational changes in critical residues associated with ligand binding to the lid domain, dynamic fluctuation of Ω-loop and ß3-ß4 elements. Such structural changes increase catalytic regions' flexibility, enlarge active site, and thereby accommodate third-generation cephalosporin antibiotics, ceftazidime (CAZ). Notably, the electrostatic property around the oxyanion hole of Cys69Tyr ESBL is significantly changed, resulting in possible additional stabilization of the acyl-enzyme intermediate. Interestingly, the NCR mutations are as effective for antibiotic resistance by altering the structure and dynamics in regions mediating substrate recognition and binding as single amino-acid substitutions in the catalytic region of the canonical ESBLs. We believe that our findings are crucial in developing successful therapeutic strategies against diverse class A ESBLs, including the new NCR-ESBLs.

5.
Article in English | MEDLINE | ID: mdl-32205346

ABSTRACT

Highly conserved PenI-type class A ß-lactamase in pathogenic members of Burkholderia species can evolve to extended-spectrum ß-lactamase (ESBL), which exhibits hydrolytic activity toward third-generation cephalosporins, while losing its activity toward the original penicillin substrates. We describe three single-amino-acid-substitution mutations in the ArgS arginine-tRNA synthetase that confer extra antibiotic tolerance protection to ESBL-producing Burkholderia thailandensis This pathway can be exploited to evade antibiotic tolerance induction in developing therapeutic measures against Burkholderia species, targeting their essential aminoacyl-tRNA synthetases.


Subject(s)
Amino Acyl-tRNA Synthetases , Burkholderia , Amino Acyl-tRNA Synthetases/genetics , Anti-Bacterial Agents/pharmacology , Arginine , Burkholderia/genetics , Immune Tolerance , Mutation , beta-Lactamases/genetics
6.
Trends Microbiol ; 26(9): 735-737, 2018 09.
Article in English | MEDLINE | ID: mdl-30025977

ABSTRACT

Current research is primarily focused on compositional shifts and alterations in the metabolic status of the gut microbiota to elucidate the damage caused by antibiotics. However, the impact of the stringent response, which is governed by a global gene regulatory system conserved in most gut bacteria, should not be overlooked.


Subject(s)
Anti-Bacterial Agents/adverse effects , Cicatrix/chemically induced , Cicatrix/microbiology , Gastrointestinal Microbiome/drug effects , Bacteria/drug effects , Drug Tolerance , Gastrointestinal Tract/microbiology , Guanosine Pentaphosphate , Humans
7.
J Antimicrob Chemother ; 73(2): 332-338, 2018 02 01.
Article in English | MEDLINE | ID: mdl-29136176

ABSTRACT

Objectives: Although meropenem is widely used to treat Burkholderia infections, the response of Burkholderia pathogens to this antibiotic is largely unexplored. Methods: Burkholderia thailandensis, a model for Burkholderia spp., particularly Burkholderia mallei and Burkholderia pseudomallei, was challenged with a lethal level of meropenem and survivors were isolated. The genomes of two of the isolates were analysed to identify mutated genes and these genes were then specifically examined in more isolates to profile mutation diversity. Mutants were characterized to investigate the biological basis underlying survival against meropenem. Results: One of two genes associated with tRNA metabolism [metG or trmD, encoding methionyl-tRNA synthetase or tRNA (guanine-N1)-methyltransferase, respectively] was found to be mutated in the two survivors. A single nucleotide substitution and a frameshift mutation were found in metG and trmD, respectively. Five different substitution mutations affecting methionine- or tRNA-binding sites were found in metG during further screening. The mutants exhibited slowed growth and increased tolerance not only to meropenem but also various other antibiotics. This tolerance required intact RelA, a key stringent response. Conclusions: Specific mutations affecting the tRNA pool, particularly those in metG, play a pivotal role in the B. thailandensis response to meropenem challenge. This mechanism of antibiotic tolerance is important because it can reduce the effectiveness of meropenem and thereby facilitate chronic infection by Burkholderia pathogens. In addition, specific mutations found in MetG will prove useful in the effort to develop new drugs to completely inhibit this essential enzyme, while preventing stringent-response-mediated antibiotic tolerance in pathogens.


Subject(s)
Anti-Bacterial Agents/pharmacology , Burkholderia/enzymology , Drug Tolerance , Meropenem/pharmacology , Methionine-tRNA Ligase/genetics , Mutant Proteins/genetics , tRNA Methyltransferases/genetics , Burkholderia/drug effects , DNA Mutational Analysis , Mutation
8.
Sci Rep ; 6: 36527, 2016 11 09.
Article in English | MEDLINE | ID: mdl-27827433

ABSTRACT

The omega loop in ß-lactamases plays a pivotal role in substrate recognition and catalysis, and some mutations in this loop affect the adaptability of the enzymes to new antibiotics. Various mutations, including substitutions, deletions, and intragenic duplications resulting in tandem repeats (TRs), have been associated with ß-lactamase substrate spectrum extension. TRs are unique among the mutations as they cause severe structural perturbations in the enzymes. We explored the process by which TRs are accommodated in order to test the adaptability of the omega loop. Structures of the mutant enzymes showed that the extra amino acid residues in the omega loop were freed outward from the enzyme, thereby maintaining the overall enzyme integrity. This structural adjustment was accompanied by disruptions of the internal α-helix and hydrogen bonds that originally maintained the conformation of the omega loop and the active site. Consequently, the mutant enzymes had a relaxed binding cavity, allowing for access of new substrates, which regrouped upon substrate binding in an induced-fit manner for subsequent hydrolytic reactions. Together, the data demonstrate that the design of the binding cavity, including the omega loop with its enormous adaptive capacity, is the foundation of the continuous evolution of ß-lactamases against new drugs.


Subject(s)
beta-Lactamases/metabolism , Amino Acid Sequence , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/pharmacology , Ceftazidime/pharmacology , Microbial Sensitivity Tests , Molecular Structure , Mutation , Substrate Specificity , Tandem Repeat Sequences , beta-Lactamases/chemistry , beta-Lactamases/genetics
9.
J Allergy Clin Immunol ; 137(3): 852-60, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26431583

ABSTRACT

BACKGROUND: Atopic dermatitis (AD) is a serious global epidemic associated with a modern lifestyle. OBJECTIVE: Although aberrant interactions between gut microbes and the intestinal immune system have been implicated in this skin disease, the nature of the microbiome dysfunction underlying the disease remains unclear. METHODS: The gut microbiome from 132 subjects, including 90 patients with AD, was analyzed by using 16S rRNA gene and metagenome sequence analyses. Reference genomes from the Human Microbiome Project and the KEGG Orthology database were used for metagenome analyses. Short-chain fatty acids in fecal samples were compared by using gas chromatographic-mass spectrometric analyses. RESULTS: We show that enrichment of a subspecies of the major gut species Faecalibacterium prausnitzii is strongly associated with AD. In addition, the AD microbiome was enriched in genes encoding the use of various nutrients that could be released from damaged gut epithelium, reflecting a bloom of auxotrophic bacteria. Fecal samples from patients with AD showed decreased levels of butyrate and propionate, which have anti-inflammatory effects. This is likely a consequence of an intraspecies compositional change in F prausnitzii that reduces the number of high butyrate and propionate producers, including those related to the strain A2-165, a lack of which has been implicated in patients with Crohn disease. CONCLUSIONS: The data suggest that feedback interactions between dysbiosis in F prausnitzii and dysregulation of gut epithelial inflammation might underlie the chronic progression of AD by resulting in impairment of the gut epithelial barrier, which ultimately leads to aberrant TH2-type immune responses to allergens in the skin.


Subject(s)
Clostridiales , Dermatitis, Atopic/etiology , Dysbiosis , Gastrointestinal Microbiome , Clostridiales/classification , Clostridiales/genetics , Clostridiales/metabolism , Cluster Analysis , Computational Biology/methods , Feces/microbiology , Female , Humans , Male , Metagenome , Metagenomics , Models, Biological , Phylogeny , RNA, Ribosomal, 16S/genetics , Sequence Analysis, DNA
10.
Antimicrob Agents Chemother ; 59(12): 7602-10, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26416862

ABSTRACT

In many Gram-negative pathogens, mutations in the key cell wall-recycling enzyme AmpD (N-acetyl-anhydromuramyl-L-alanine amidase) affect the activity of the regulator AmpR, which leads to the expression of AmpC ß-lactamase, conferring resistance to expanded-spectrum cephalosporin antibiotics. Burkholderia cepacia complex (Bcc) species also have these Amp homologs; however, the regulatory circuitry and the nature of causal ampD mutations remain to be explored. A total of 92 ampD mutants were obtained, representing four types of mutations: single nucleotide substitution (causing an amino acid substitution or antitermination of the enzyme), duplication, deletion, and IS element insertion. Duplication, which can go through reversion, was the most frequent type. Intriguingly, mutations in ampD led to the induction of two ß-lactamases, AmpC and PenB. Coregulation of AmpC and PenB in B. cenocepacia, and likely also in many Bcc species with the same gene organization, poses a serious threat to human health. This resistance mechanism is of evolutionary optimization in that ampD is highly prone to mutations allowing rapid response to antibiotic challenge, and many of the mutations are reversible in order to resume cell wall recycling when the antibiotic challenge is relieved.


Subject(s)
Bacterial Proteins/genetics , Burkholderia cenocepacia/genetics , Cell Wall/genetics , Cephalosporin Resistance/genetics , Gene Expression Regulation, Bacterial , N-Acetylmuramoyl-L-alanine Amidase/genetics , beta-Lactamases/genetics , Amino Acid Sequence , Anti-Bacterial Agents/pharmacology , Bacterial Proteins/metabolism , Base Sequence , Burkholderia cenocepacia/drug effects , Burkholderia cenocepacia/metabolism , Cell Wall/drug effects , Cell Wall/metabolism , Cephalosporins/pharmacology , DNA Transposable Elements , Genetic Complementation Test , Isoenzymes/genetics , Isoenzymes/metabolism , Microbial Sensitivity Tests , Molecular Sequence Data , Mutation , N-Acetylmuramoyl-L-alanine Amidase/metabolism , Polymorphism, Genetic , Sequence Alignment , beta-Lactamases/metabolism
11.
PLoS Genet ; 10(9): e1004640, 2014 Sep.
Article in English | MEDLINE | ID: mdl-25233343

ABSTRACT

Expansion or shrinkage of existing tandem repeats (TRs) associated with various biological processes has been actively studied in both prokaryotic and eukaryotic genomes, while their origin and biological implications remain mostly unknown. Here we describe various duplications (de novo TRs) that occurred in the coding region of a ß-lactamase gene, where a conserved structure called the omega loop is encoded. These duplications that occurred under selection using ceftazidime conferred substrate spectrum extension to include the antibiotic. Under selective pressure with one of the original substrates (amoxicillin), a high level of reversion occurred in the mutant ß-lactamase genes completing a cycle back to the original substrate spectrum. The de novo TRs coupled with reversion makes a genetic toggling mechanism enabling reversible switching between the two phases of the substrate spectrum of ß-lactamases. This toggle exemplifies the effective adaptation of de novo TRs for enhanced bacterial survival. We found pairs of direct repeats that mediated the DNA duplication (TR formation). In addition, we found different duos of sequences that mediated the DNA duplication. These novel elements-that we named SCSs (same-strand complementary sequences)-were also found associated with ß-lactamase TR mutations from clinical isolates. Both direct repeats and SCSs had a high correlation with TRs in diverse bacterial genomes throughout the major phylogenetic lineages, suggesting that they comprise a fundamental mechanism shaping the bacterial evolution.


Subject(s)
Tandem Repeat Sequences/genetics , beta-Lactamases/genetics , beta-Lactamases/metabolism , Alleles , Anti-Bacterial Agents/metabolism , Anti-Bacterial Agents/pharmacology , Bacteria/drug effects , Bacteria/genetics , Base Sequence , Biological Evolution , Ceftazidime/metabolism , Ceftazidime/pharmacology , Gene Duplication , Genome, Bacterial , Microbial Sensitivity Tests , Models, Biological , Molecular Sequence Data , Phylogeny , Point Mutation , Substrate Specificity/genetics
12.
Antimicrob Agents Chemother ; 58(10): 6265-9, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25049254

ABSTRACT

We describe four new deletion mutations in a class A ß-lactamase PenA in Burkholderia thailandensis, each conferring an extended substrate spectrum. Single-amino-acid deletions T171del, I173del, and P174del and a two-amino-acid deletion, R165_T167delinsP, occurred in the omega loop, increasing the flexibility of the binding cavity. This rare collection of mutations has significance, allowing exploration of the diverse evolutionary trajectories of ß-lactamases and as potential future mutations conferring high-level ceftazidime resistance on isolates from clinical settings, compared with amino acid substitution mutations.


Subject(s)
Burkholderia/enzymology , Burkholderia/genetics , Sequence Deletion/genetics , beta-Lactamases/genetics
13.
Int J Food Microbiol ; 161(2): 134-41, 2013 Feb 01.
Article in English | MEDLINE | ID: mdl-23313851

ABSTRACT

We developed a DNA microarray that contains random genomic DNA fragments of Listeria monocytogenes, validated its diagnostic abilities using cells grown in laboratory media and milk, and established enrichment conditions for detection of a low population of L. monocytogenes in milk. Genomic DNA of L. monocytogenes strain ATCC 19111 was fractionated by agarose gel electrophoresis after being cleaved using several different pairs of restriction enzymes. Sixty DNA fragments of different sizes were randomly selected and spotted onto an amine-coated glass slide. To validate diagnostic ability, probes on the DNA microarray were hybridized with genomic DNA extracted from L. monocytogenes, other Listeria spp., and foodborne pathogenic bacteria belonging to other genera grown in laboratory media. The DNA microarray showed 98-100% positive hybridization signals for the 16 strains of L. monocytogenes tested, 7-85% positive signals for 9 strains of other Listeria spp., and 0-32% positive signals for 13 strains of other types of foodborne pathogens. In milk, the detection limit of the DNA microarray was approximately 8 log CFU/mL. When milk contained L. monocytogenes (3-4 log CFU/mL) with other types of bacteria (Bacillus spp., B. cereus, Salmonella Montevideo, Peudomonas aeruginosa, and Yersinia enterocolitica; ca. 3 log CFU/mL each), L. monocytogenes enriched in UVM modified Listeria enrichment broth at 37°C for 24h was successfully detected by the DNA microarray. Results indicate that the DNA microarray can detect L. monocytogenes and distinguish it from other Listeria spp. and other foodborne pathogens in laboratory media and milk. This platform will be useful when developing a DNA microarray to rapidly and simultaneously detect and identify various foodborne pathogens in foods.


Subject(s)
Food Microbiology/methods , Listeria monocytogenes/genetics , Milk/microbiology , Oligonucleotide Array Sequence Analysis , Animals , Bacteria/genetics , Bacteria/isolation & purification , Listeria monocytogenes/growth & development , Listeria monocytogenes/isolation & purification , Reproducibility of Results , Sensitivity and Specificity
14.
PLoS One ; 7(5): e37585, 2012.
Article in English | MEDLINE | ID: mdl-22629423

ABSTRACT

The continuous evolution of ß-lactamases resulting in bacterial resistance to ß-lactam antibiotics is a major concern in public health, and yet the underlying molecular basis or the pattern of such evolution is largely unknown. We investigated the mechanics of the substrate fspectrum expansion of the class A ß-lactamase using PenA of Burkholderia thailandensis as a model. By analyzing 516 mutated enzymes that acquired the ceftazidime-hydrolyzing activity, we found twelve positions with single amino acid substitutions (altogether twenty-nine different substitutions), co-localized at the active-site pocket area. The ceftazidime MIC (minimum inhibitory concentration) levels and the relative frequency in the occurrence of substitutions did not correlate well with each other, and the latter appeared be largely influenced by the intrinsic mutational biases present in bacteria. Simulation studies suggested that all substitutions caused a congruent effect, expanding the space in a conserved structure called the omega loop, which in turn increased flexibility at the active site. A second phase of selection, in which the mutants were placed under increased antibiotic pressure, did not result in a second mutation in the coding region, but a mutation that increased gene expression arose in the promoter. This result suggests that the twelve amino acid positions and their specific substitutions in PenA may represent a comprehensive repertoire of the enzyme's adaptability to a new substrate. These mapped substitutions represent a comprehensive set of general mechanical paths to substrate spectrum expansion in class A ß-lactamases that all share a functional evolutionary mechanism using common conserved residues.


Subject(s)
Burkholderia/metabolism , beta-Lactamases/metabolism , Amino Acid Substitution/drug effects , Anti-Bacterial Agents/pharmacology , Burkholderia/drug effects , Ceftazidime/pharmacology , Microbial Sensitivity Tests
15.
Antimicrob Agents Chemother ; 56(7): 4005-8, 2012 Jul.
Article in English | MEDLINE | ID: mdl-22564834

ABSTRACT

We describe a deletion mutation in a class A ß-lactamase, PenA, of Burkholderia thailandensis that extended the substrate spectrum of the enzyme to include ceftazidime. Glu168del was located in a functional domain called the omega loop causing expansion of the space in the loop, which in turn increased flexibility at the active site. This deletion mutation represents a rare but significant alternative mechanical path to substrate spectrum extension in PenA besides more common substitution mutations.


Subject(s)
Bacterial Proteins/metabolism , Burkholderia/enzymology , beta-Lactamases/metabolism , Anti-Bacterial Agents/pharmacology , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Burkholderia/drug effects , Burkholderia/genetics , Ceftazidime/pharmacology , Sequence Deletion/genetics , beta-Lactamases/chemistry , beta-Lactamases/genetics
16.
PLoS Pathog ; 6(5): e1000922, 2010 May 27.
Article in English | MEDLINE | ID: mdl-20523904

ABSTRACT

The equine-associated obligate pathogen Burkholderia mallei was developed by reductive evolution involving a substantial portion of the genome from Burkholderia pseudomallei, a free-living opportunistic pathogen. With its short history of divergence (approximately 3.5 myr), B. mallei provides an excellent resource to study the early steps in bacterial genome reductive evolution in the host. By examining 20 genomes of B. mallei and B. pseudomallei, we found that stepwise massive expansion of IS (insertion sequence) elements ISBma1, ISBma2, and IS407A occurred during the evolution of B. mallei. Each element proliferated through the sites where its target selection preference was met. Then, ISBma1 and ISBma2 contributed to the further spread of IS407A by providing secondary insertion sites. This spread increased genomic deletions and rearrangements, which were predominantly mediated by IS407A. There were also nucleotide-level disruptions in a large number of genes. However, no significant signs of erosion were yet noted in these genes. Intriguingly, all these genomic modifications did not seriously alter the gene expression patterns inherited from B. pseudomallei. This efficient and elaborate genomic transition was enabled largely through the formation of the highly flexible IS-blended genome and the guidance by selective forces in the host. The detailed IS intervention, unveiled for the first time in this study, may represent the key component of a general mechanism for early bacterial evolution in the host.


Subject(s)
Burkholderia mallei/growth & development , Burkholderia mallei/genetics , Evolution, Molecular , Genome, Bacterial , Glanders/microbiology , Animals , Burkholderia pseudomallei/genetics , Burkholderia pseudomallei/growth & development , DNA Transposable Elements/genetics , DNA, Bacterial/genetics , Gene Deletion , Gene Expression Regulation, Bacterial , Gene Rearrangement/genetics , Genetic Variation , Horses , Humans , Mice , Mutation/genetics , Oligonucleotide Array Sequence Analysis , Phylogeny
17.
Mol Cells ; 27(2): 237-41, 2009 Feb 28.
Article in English | MEDLINE | ID: mdl-19277507

ABSTRACT

Pathogens Burkholderia pseudomallei (Bp) and Burkholderia mallei (Bm) contain a large number (> 12,000) of Simple Sequence Repeats (SSRs). To study the extent to which these features have contributed to the diversification of genes, we have conducted comparative studies with nineteen genomes of these bacteria. We found 210 genes with characteristic types of SSR variations. SSRs with nonamer repeat units were the most abundant, followed by hexamers and trimers. Amino acids with smaller and nonpolar R-groups are preferred to be encoded by the variant SSRs, perhaps due to their minimal impacts to protein functionality. A majority of these genes appears to code for surface or secreted proteins that may directly interact with the host factors during pathogenesis or other environmental factors. There also are others that encode diverse functions in the cytoplasm, and this protein variability may reflect an extensive involvement of phase variation in survival and adaptation of these pathogens.


Subject(s)
Bacterial Proteins/genetics , Burkholderia mallei/genetics , Burkholderia pseudomallei/genetics , Genetic Variation , Genome, Bacterial , Minisatellite Repeats , Bacterial Proteins/classification , Base Sequence , DNA, Bacterial , Molecular Sequence Data , Sequence Alignment
19.
BMC Bioinformatics ; 9: 92, 2008 Feb 11.
Article in English | MEDLINE | ID: mdl-18267003

ABSTRACT

BACKGROUND: Clustering is a popular data exploration technique widely used in microarray data analysis. Most conventional clustering algorithms, however, generate only one set of clusters independent of the biological context of the analysis. This is often inadequate to explore data from different biological perspectives and gain new insights. We propose a new clustering model that can generate multiple versions of different clusters from a single dataset, each of which highlights a different aspect of the given dataset. RESULTS: By applying our SigCalc algorithm to three yeast Saccharomyces cerevisiae datasets we show two results. First, we show that different sets of clusters can be generated from the same dataset using different sets of landmark genes. Each set of clusters groups genes differently and reveals new biological associations between genes that were not apparent from clustering the original microarray expression data. Second, we show that many of these new found biological associations are common across datasets. These results also provide strong evidence of a link between the choice of landmark genes and the new biological associations found in gene clusters. CONCLUSION: We have used the SigCalc algorithm to project the microarray data onto a completely new subspace whose co-ordinates are genes (called landmark genes), known to belong to a Biological Process. The projected space is not a true vector space in mathematical terms. However, we use the term subspace to refer to one of virtually infinite numbers of projected spaces that our proposed method can produce. By changing the biological process and thus the landmark genes, we can change this subspace. We have shown how clustering on this subspace reveals new, biologically meaningful clusters which were not evident in the clusters generated by conventional methods. The R scripts (source code) are freely available under the GPL license. The source code is available [see Additional File 1] as additional material, and the latest version can be obtained at http://www4.ncsu.edu/~pchopra/landmarks.html. The code is under active development to incorporate new clustering methods and analysis.


Subject(s)
Algorithms , Computational Biology/methods , Gene Expression Profiling/methods , Oligonucleotide Array Sequence Analysis/methods , Databases, Genetic , Models, Genetic , Pattern Recognition, Automated/methods , Saccharomyces cerevisiae/genetics
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