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Phégnon L, Pérochon J, Uttenweiler-Joseph S, Cahoreau E, Millard P, Létisse F. 6-Phosphogluconolactonase is critical for the efficient functioning of the pentose phosphate pathway. FEBS J 2024. [PMID: 38982839 DOI: 10.1111/febs.17221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 04/03/2024] [Accepted: 06/25/2024] [Indexed: 07/11/2024]
Abstract
The metabolic networks of microorganisms are remarkably robust to genetic and environmental perturbations. This robustness stems from redundancies such as gene duplications, isoenzymes, alternative metabolic pathways, and also from non-enzymatic reactions. In the oxidative branch of the pentose phosphate pathway (oxPPP), 6-phosphogluconolactone hydrolysis into 6-phosphogluconate is catalysed by 6-phosphogluconolactonase (Pgl) but in the absence of the latter, the oxPPP flux is thought to be maintained by spontaneous hydrolysis. However, in Δpgl Escherichia coli, an extracellular pathway can also contribute to pentose phosphate synthesis. This raises question as to whether the intracellular non-enzymatic reaction can compensate for the absence of 6-phosphogluconolactonase and, ultimately, on the role of 6-phosphogluconolactonase in central metabolism. Our results validate that the bypass pathway is active in the absence of Pgl, specifically involving the extracellular spontaneous hydrolysis of gluconolactones to gluconate. Under these conditions, metabolic flux analysis reveals that this bypass pathway accounts for the entire flux into the oxPPP. This alternative metabolic route-partially extracellular-sustains the flux through the oxPPP necessary for cell growth, albeit at a reduced rate in the absence of Pgl. Importantly, these findings imply that intracellular non-enzymatic hydrolysis of 6-phosphogluconolactone does not compensate for the absence of Pgl. This underscores the crucial role of Pgl in ensuring the efficient functioning of the oxPPP.
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Affiliation(s)
- Léa Phégnon
- TBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France
| | - Julien Pérochon
- TBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France
| | | | - Edern Cahoreau
- TBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France
- MetaToul-MetaboHUB, National Infrastructure of Metabolomics and Fluxomics, Toulouse, France
| | - Pierre Millard
- TBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France
- MetaToul-MetaboHUB, National Infrastructure of Metabolomics and Fluxomics, Toulouse, France
| | - Fabien Létisse
- TBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), France
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2
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Amemiya HM, Goss TJ, Nye TM, Hurto RL, Simmons LA, Freddolino PL. Distinct heterochromatin-like domains promote transcriptional memory and silence parasitic genetic elements in bacteria. EMBO J 2022; 41:e108708. [PMID: 34961960 PMCID: PMC8804932 DOI: 10.15252/embj.2021108708] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 11/22/2021] [Accepted: 11/29/2021] [Indexed: 02/03/2023] Open
Abstract
There is increasing evidence that prokaryotes maintain chromosome structure, which in turn impacts gene expression. We recently characterized densely occupied, multi-kilobase regions in the E. coli genome that are transcriptionally silent, similar to eukaryotic heterochromatin. These extended protein occupancy domains (EPODs) span genomic regions containing genes encoding metabolic pathways as well as parasitic elements such as prophages. Here, we investigate the contributions of nucleoid-associated proteins (NAPs) to the structuring of these domains, by examining the impacts of deleting NAPs on EPODs genome-wide in E. coli and B. subtilis. We identify key NAPs contributing to the silencing of specific EPODs, whose deletion opens a chromosomal region for RNA polymerase binding at genes contained within that region. We show that changes in E. coli EPODs facilitate an extra layer of transcriptional regulation, which prepares cells for exposure to exotic carbon sources. Furthermore, we distinguish novel xenogeneic silencing roles for the NAPs Fis and Hfq, with the presence of at least one being essential for cell viability in the presence of domesticated prophages. Our findings reveal previously unrecognized mechanisms through which genomic architecture primes bacteria for changing metabolic environments and silences harmful genomic elements.
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Affiliation(s)
- Haley M Amemiya
- Cellular and Molecular Biology ProgramUniversity of Michigan Medical SchoolAnn ArborMIUSA,Department of Computational Medicine and BioinformaticsUniversity of Michigan Medical SchoolAnn ArborMIUSA,Present address:
Broad Institute of MIT and HarvardCambridgeMAUSA
| | - Thomas J Goss
- Department of Biological ChemistryUniversity of Michigan Medical SchoolAnn ArborMIUSA
| | - Taylor M Nye
- Department of Molecular, Cellular, and Developmental BiologyUniversity of MichiganAnn ArborMIUSA,Present address:
Department of Molecular MicrobiologyWashington University in St. Louis School of MedicineSt. LouisMOUSA
| | - Rebecca L Hurto
- Department of Biological ChemistryUniversity of Michigan Medical SchoolAnn ArborMIUSA
| | - Lyle A Simmons
- Department of Molecular, Cellular, and Developmental BiologyUniversity of MichiganAnn ArborMIUSA
| | - Peter L Freddolino
- Cellular and Molecular Biology ProgramUniversity of Michigan Medical SchoolAnn ArborMIUSA,Department of Computational Medicine and BioinformaticsUniversity of Michigan Medical SchoolAnn ArborMIUSA,Department of Biological ChemistryUniversity of Michigan Medical SchoolAnn ArborMIUSA
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3
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Development of a Genome-Scale Metabolic Model and Phenome Analysis of the Probiotic Escherichia coli Strain Nissle 1917. Int J Mol Sci 2021; 22:ijms22042122. [PMID: 33672760 PMCID: PMC7924626 DOI: 10.3390/ijms22042122] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 02/16/2021] [Accepted: 02/18/2021] [Indexed: 01/03/2023] Open
Abstract
Escherichia coli Nissle 1917 (EcN) is an intestinal probiotic that is effective for the treatment of intestinal disorders, such as inflammatory bowel disease and ulcerative colitis. EcN is a representative Gram-negative probiotic in biomedical research and is an intensively studied probiotic. However, to date, its genome-wide metabolic network model has not been developed. Here, we developed a comprehensive and highly curated EcN metabolic model, referred to as iDK1463, based on genome comparison and phenome analysis. The model was improved and validated by comparing the simulation results with experimental results from phenotype microarray tests. iDK1463 comprises 1463 genes, 1313 unique metabolites, and 2984 metabolic reactions. Phenome data of EcN were compared with those of Escherichia coli intestinal commensal K-12 MG1655. iDK1463 was simulated to identify the genetic determinants responsible for the observed phenotypic differences between EcN and K-12. Further, the model was simulated for gene essentiality analysis and utilization of nutrient sources under anaerobic growth conditions. These analyses provided insights into the metabolic mechanisms by which EcN colonizes and persists in the gut. iDK1463 will contribute to the system-level understanding of the functional capacity of gut microbes and their interactions with microbiota and human hosts, as well as the development of live microbial therapeutics.
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Hu FZ, Król JE, Tsai CHS, Eutsey RA, Hiller LN, Sen B, Ahmed A, Hillman T, Buchinsky FJ, Nistico L, Dice B, Longwell M, Horsey E, Ehrlich GD. Deletion of genes involved in the ketogluconate metabolism, Entner-Doudoroff pathway, and glucose dehydrogenase increase local and invasive virulence phenotypes in Streptococcus pneumoniae. PLoS One 2019; 14:e0209688. [PMID: 30620734 PMCID: PMC6324787 DOI: 10.1371/journal.pone.0209688] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 12/10/2018] [Indexed: 11/18/2022] Open
Abstract
Streptococcus pneumoniae displays increased resistance to antibiotic therapy following biofilm formation. A genome-wide search revealed that SP 0320 and SP 0675 (respectively annotated as 5-keto-D-gluconate-5-reductase and glucose dehydrogenase) contain the highest degree of homology to CsgA of Myxococcus xanthus, a signaling factor that promotes cell aggregation and biofilm formation. Single and double SP 0320 and SP 0675 knockout mutants were created in strain BS72; however, no differences were observed in the biofilm-forming phenotypes of mutants compared to the wild type strain. Using the chinchilla model of otitis media and invasive disease, all three mutants exhibited greatly increased virulence compared to the wild type strain (increased pus formation, tympanic membrane rupture, mortality rates). The SP 0320 gene is located in an operon with SP 0317, SP 0318 and SP 0319, which we bioinformatically annotated as being part of the Entner-Doudoroff pathway. Deletion of SP 0317 also resulted in increased mortality in chinchillas; however, mutations in SP 0318 and SP 0319 did not alter the virulence of bacteria compared to the wild type strain. Complementing the SP 0317, SP 0320 and SP 0675 mutant strains reversed the virulence phenotype. We prepared recombinant SP 0317, SP 0318, SP 0320 and SP 0675 proteins and confirmed their functions. These data reveal that disruption of genes involved in the degradation of ketogluconate, the Entner-Doudoroff pathway, and glucose dehydrogenase significantly increase the virulence of bacteria in vivo; two hypothetical models involving virulence triggered by reduced in carbon-flux through the glycolytic pathways are presented.
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Affiliation(s)
- Fen Z. Hu
- Center for Genomic Sciences, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Otolaryngology-Head and Neck Surgery, Drexel University College of Medicine, Philadelphia, PA, United States of America
- * E-mail: (FZH); (GDE)
| | - Jarosław E. Król
- Center for Genomic Sciences, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Center for Advanced Microbial Processing, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
| | - Chen Hsuan Sherry Tsai
- Center for Genomic Sciences, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, PA, United States of America
| | - Rory A. Eutsey
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA, United States of America
| | - Luisa N. Hiller
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA, United States of America
| | - Bhaswati Sen
- Center for Genomic Sciences, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Center for Advanced Microbial Processing, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
| | - Azad Ahmed
- Center for Genomic Sciences, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Center for Advanced Microbial Processing, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
| | - Todd Hillman
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
| | - Farrel J. Buchinsky
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
| | - Laura Nistico
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
| | - Bethany Dice
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
| | - Mark Longwell
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
| | - Edward Horsey
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
| | - Garth D. Ehrlich
- Center for Genomic Sciences, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Otolaryngology-Head and Neck Surgery, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Center for Advanced Microbial Processing, Institute for Molecular Medicine and Infectious Disease, Drexel University College of Medicine, Philadelphia, PA, United States of America
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA, United States of America
- Center of Excellence in Biofilm Research, Allegheny Health Network, Pittsburgh, PA, United States of America
- * E-mail: (FZH); (GDE)
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Kuivanen J, Arvas M, Richard P. Clustered Genes Encoding 2-Keto-l-Gulonate Reductase and l-Idonate 5-Dehydrogenase in the Novel Fungal d-Glucuronic Acid Pathway. Front Microbiol 2017; 8:225. [PMID: 28261181 PMCID: PMC5306355 DOI: 10.3389/fmicb.2017.00225] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Accepted: 01/31/2017] [Indexed: 12/03/2022] Open
Abstract
D-Glucuronic acid is a biomass component that occurs in plant cell wall polysaccharides and is catabolized by saprotrophic microorganisms including fungi. A pathway for D-glucuronic acid catabolism in fungal microorganisms is only partly known. In the filamentous fungus Aspergillus niger, the enzymes that are known to be part of the pathway are the NADPH requiring D-glucuronic acid reductase forming L-gulonate and the NADH requiring 2-keto-L-gulonate reductase that forms L-idonate. With the aid of RNA sequencing we identified two more enzymes of the pathway. The first is a NADPH requiring 2-keto-L-gulonate reductase that forms L-idonate, GluD. The second is a NAD+ requiring L-idonate 5-dehydrogenase forming 5-keto-gluconate, GluE. The genes coding for these two enzymes are clustered and share the same bidirectional promoter. The GluD is an enzyme with a strict requirement for NADP+/NADPH as cofactors. The kcat for 2-keto-L-gulonate and L-idonate is 21.4 and 1.1 s-1, and the Km 25.3 and 12.6 mM, respectively, when using the purified protein. In contrast, the GluE has a strict requirement for NAD+/NADH. The kcat for L-idonate and 5-keto-D-gluconate is 5.5 and 7.2 s-1, and the Km 30.9 and 8.4 mM, respectively. These values also refer to the purified protein. The gluD deletion resulted in accumulation of 2-keto-L-gulonate in the liquid cultivation while the gluE deletion resulted in reduced growth and cessation of the D-glucuronic acid catabolism.
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Affiliation(s)
- Joosu Kuivanen
- VTT Technical Research Centre of Finland Ltd Espoo, Finland
| | - Mikko Arvas
- VTT Technical Research Centre of Finland Ltd Espoo, Finland
| | - Peter Richard
- VTT Technical Research Centre of Finland Ltd Espoo, Finland
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6
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Abstract
Following elucidation of the regulation of the lactose operon in Escherichia coli, studies on the metabolism of many sugars were initiated in the early 1960s. The catabolic pathways of D-gluconate and of the two hexuronates, D-glucuronate and D-galacturonate, were investigated. The post genomic era has renewed interest in the study of these sugar acids and allowed the complete characterization of the D-gluconate pathway and the discovery of the catabolic pathways for L-idonate, D-glucarate, galactarate, and ketogluconates. Among the various sugar acids that are utilized as sole carbon and energy sources to support growth of E. coli, galacturonate, glucuronate, and gluconate were shown to play an important role in the colonization of the mammalian large intestine. In the case of sugar acid degradation, the regulators often mediate negative control and are inactivated by interaction with a specific inducer, which is either the substrate or an intermediate of the catabolism. These regulators coordinate the synthesis of all the proteins involved in the same pathway and, in some cases, exert crosspathway control between related catabolic pathways. This is particularly well illustrated in the case of hexuronide and hexuronate catabolism. The structural genes encoding the different steps of hexuronate catabolism were identified by analysis of numerous mutants affected for growth with galacturonate or glucuronate. E. coli is able to use the diacid sugars D-glucarate and galactarate (an achiral compound) as sole carbon source for growth. Pyruvate and 2-phosphoglycerate are the final products of the D-glucarate/galactarate catabolism.
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Thakker C, Martínez I, Li W, San KY, Bennett GN. Metabolic engineering of carbon and redox flow in the production of small organic acids. J Ind Microbiol Biotechnol 2014; 42:403-22. [PMID: 25502283 DOI: 10.1007/s10295-014-1560-y] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Accepted: 11/24/2014] [Indexed: 11/26/2022]
Abstract
The review describes efforts toward metabolic engineering of production of organic acids. One aspect of the strategy involves the generation of an appropriate amount and type of reduced cofactor needed for the designed pathway. The ability to capture reducing power in the proper form, NADH or NADPH for the biosynthetic reactions leading to the organic acid, requires specific attention in designing the host and also depends on the feedstock used and cell energetic requirements for efficient metabolism during production. Recent work on the formation and commercial uses of a number of small mono- and diacids is discussed with redox differences, major biosynthetic precursors and engineering strategies outlined. Specific attention is given to those acids that are used in balancing cell redox or providing reduction equivalents for the cell, such as formate, which can be used in conjunction with metabolic engineering of other products to improve yields. Since a number of widely studied acids derived from oxaloacetate as an important precursor, several of these acids are covered with the general strategies and particular components summarized, including succinate, fumarate and malate. Since malate and fumarate are less reduced than succinate, the availability of reduction equivalents and level of aerobiosis are important parameters in optimizing production of these compounds in various hosts. Several other more oxidized acids are also discussed as in some cases, they may be desired products or their formation is minimized to afford higher yields of more reduced products. The placement and connections among acids in the typical central metabolic network are presented along with the use of a number of specific non-native enzymes to enhance routes to high production, where available alternative pathways and strategies are discussed. While many organic acids are derived from a few precursors within central metabolism, each organic acid has its own special requirements for high production and best compatibility with host physiology.
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Affiliation(s)
- Chandresh Thakker
- Department of Biochemistry and Cell Biology, Rice University, Houston, TX, USA
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8
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Abstract
Divergent phenotypes for distantly related strains of bacteria, such as differing antibiotic resistances or organic solvent tolerances, are of keen interest both from an evolutionary perspective and for the engineering of novel microbial organisms and consortia in synthetic biology applications. A prerequisite for any practical application of this phenotypic diversity is knowledge of the genetic determinants for each trait of interest. Sequence divergence between strains is often so extensive as to make brute-force approaches to identifying the loci contributing to a given trait impractical. Here we describe a global linkage analysis approach, GLINT, for rapid discovery of the causal genetic variants underlying phenotypic divergence between distantly related strains of Escherichia coli. This general strategy will also be usable, with minor modifications, for revealing genotype-phenotype associations between naturally occurring strains of other bacterial species.
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Clark G, Paszkiewicz K, Hale J, Weston V, Constantinidou C, Penn C, Achtman M, McNally A. Genomic analysis uncovers a phenotypically diverse but genetically homogeneous Escherichia coli ST131 clone circulating in unrelated urinary tract infections. J Antimicrob Chemother 2012; 67:868-77. [PMID: 22258927 DOI: 10.1093/jac/dkr585] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVES To determine variation at the genome level in Escherichia coli ST131 clinical isolates previously shown to be phenotypically diverse. METHODS The genomes of 10 ST131 isolates extensively characterized in previous studies were sequenced using combinations of Illumina and 454 sequencing technology. Whole-genome comparisons and phylogenetic comparisons were then performed across the strain set and with other closely related extraintestinal pathogenic E. coli (ExPEC) strain types. RESULTS E. coli ST131 is overrepresented in a collection of clinical isolates, and there is large phenotypic variation amongst isolates. In contrast, genome sequencing of a selection of non-related clinical isolates shows almost no genetic variation between ST131 strains, and E. coli ST131 shows evidence of a genetically monomorphic pathogen showing a similar evolutionary trend to hypervirulent Clostridium difficile. CONCLUSIONS A dominant circulating clone of E. coli ST131 has been identified in unrelated clinical urine samples in the UK. The clone splits into two distinct subgroups on the basis of antimicrobial resistance levels and carriage of extended-spectrum β-lactamase plasmids. This provides the most comprehensive snapshot to date of the true molecular epidemiology of ST131 clinical isolates.
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Affiliation(s)
- Gemma Clark
- Pathogen Research Group, Nottingham Trent University, Nottingham, UK
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10
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Martínez-Núñez MA, Pérez-Rueda E, Gutiérrez-Ríos RM, Merino E. New insights into the regulatory networks of paralogous genes in bacteria. MICROBIOLOGY-SGM 2009; 156:14-22. [PMID: 19850620 DOI: 10.1099/mic.0.033266-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Extensive genomic studies on gene duplication in model organisms such as Escherichia coli and Saccharomyces cerevisiae have recently been undertaken. In these models, it is commonly considered that a duplication event may include a transcription factor (TF), a target gene, or both. Following a gene duplication episode, varying scenarios have been postulated to describe the evolution of the regulatory network. However, in most of these, the TFs have emerged as the most important and in some cases the only factor shaping the regulatory network as the organism responds to a natural selection process, in order to fulfil its metabolic needs. Recent findings concerning the regulatory role played by elements other than TFs have indicated the need to reassess these early models. Thus, we performed an exhaustive review of paralogous gene regulation in E. coli and Bacillus subtilis based on published information, available in the NCBI PubMed database and in well-established regulatory databases. Our survey reinforces the notion that despite TFs being the most prominent components shaping the regulatory networks, other elements are also important. These include small RNAs, riboswitches, RNA-binding proteins, sigma factors, protein-protein interactions and DNA supercoiling, which modulate the expression of genes involved in particular metabolic processes or induce a more complex response in terms of the regulatory networks of paralogous genes in an integrated interplay with TFs.
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Affiliation(s)
- Mario A Martínez-Núñez
- Departamento de Microbiología Molecular, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca, Morelos, Mexico
| | - Ernesto Pérez-Rueda
- Departamento de Ingeniería Celular y Biocatálisis, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca, Morelos, Mexico
| | - Rosa María Gutiérrez-Ríos
- Departamento de Microbiología Molecular, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca, Morelos, Mexico
| | - Enrique Merino
- Departamento de Microbiología Molecular, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca, Morelos, Mexico
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Tintle NL, Best AA, DeJongh M, Van Bruggen D, Heffron F, Porwollik S, Taylor RC. Gene set analyses for interpreting microarray experiments on prokaryotic organisms. BMC Bioinformatics 2008; 9:469. [PMID: 18986519 PMCID: PMC2587482 DOI: 10.1186/1471-2105-9-469] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2008] [Accepted: 11/05/2008] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Despite the widespread usage of DNA microarrays, questions remain about how best to interpret the wealth of gene-by-gene transcriptional levels that they measure. Recently, methods have been proposed which use biologically defined sets of genes in interpretation, instead of examining results gene-by-gene. Despite a serious limitation, a method based on Fisher's exact test remains one of the few plausible options for gene set analysis when an experiment has few replicates, as is typically the case for prokaryotes. RESULTS We extend five methods of gene set analysis from use on experiments with multiple replicates, for use on experiments with few replicates. We then use simulated and real data to compare these methods with each other and with the Fisher's exact test (FET) method. As a result of the simulation we find that a method named MAXMEAN-NR, maintains the nominal rate of false positive findings (type I error rate) while offering good statistical power and robustness to a variety of gene set distributions for set sizes of at least 10. Other methods (ABSSUM-NR or SUM-NR) are shown to be powerful for set sizes less than 10. Analysis of three sets of experimental data shows similar results. Furthermore, the MAXMEAN-NR method is shown to be able to detect biologically relevant sets as significant, when other methods (including FET) cannot. We also find that the popular GSEA-NR method performs poorly when compared to MAXMEAN-NR. CONCLUSION MAXMEAN-NR is a method of gene set analysis for experiments with few replicates, as is common for prokaryotes. Results of simulation and real data analysis suggest that the MAXMEAN-NR method offers increased robustness and biological relevance of findings as compared to FET and other methods, while maintaining the nominal type I error rate.
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Affiliation(s)
- Nathan L Tintle
- Department of Mathematics, Hope College, Holland, Michigan, USA.
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12
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Flores S, Flores N, de Anda R, González A, Escalante A, Sigala JC, Gosset G, Bolívar F. Nutrient-scavenging stress response in an Escherichia coli strain lacking the phosphoenolpyruvate: carbohydrate phosphotransferase system, as explored by gene expression profile analysis. J Mol Microbiol Biotechnol 2006; 10:51-63. [PMID: 16491026 DOI: 10.1159/000090348] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The physiological role of the phosphoenolpyruvate:carbohydrate phosphotransferase system (PTS) has been studied in Escherichia coli. It has been shown that it directly or indirectly regulates the activity of most catabolic genes involved in carbohydrate transport. Accordingly, strains lacking PTS have pleiotropic phenotypes and are impaired in their capacity to grow on glucose and other PTS sugars. We have previously reported the characterization of a mutant harboring a pts operon deletion (PB11) which, as expected, showed a severe reduction of its growth capacity when incubated on glucose as carbon source, as compared to that of the isogenic wild-type strain. These observations corroborate that PTS is the main determinant of the capacity to grow on glucose and confirm the existence of other systems that allow glucose utilization although at a reduced level. To explore the physiological state and the metabolic pathways involved in glucose utilization in a pts(-) background, we analyzed the global transcriptional response of the PB11 mutant when growing in minimal medium with glucose as carbon source. Genome-wide transcriptional analysis using microarrays revealed that, under this condition, expression of several genes related to carbon transport and metabolism was upregulated, as well as that of genes encoding transporters for certain nucleotides, nitrogen, phosphorus and sulfur sources. In addition, upregulation of rpoS and several genes transcribed by this sigma subunit was detected. These results indicate that the reduced capacity of glucose utilization present in the PB11 strain induces a general nutrient-scavenging response and this behavior is not dependent on a functional PTS. This condition is responsible of the utilization of secondary carbon sources in the presence of glucose.
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Affiliation(s)
- Salvador Flores
- Departamento de Ingeniería Celular y Biocatálisis, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca, México
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13
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Letek M, Valbuena N, Ramos A, Ordóñez E, Gil JA, Mateos LM. Characterization and use of catabolite-repressed promoters from gluconate genes in Corynebacterium glutamicum. J Bacteriol 2006; 188:409-23. [PMID: 16385030 PMCID: PMC1347311 DOI: 10.1128/jb.188.2.409-423.2006] [Citation(s) in RCA: 87] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The genes involved in gluconate catabolism (gntP and gntK) in Corynebacterium glutamicum are scattered in the chromosome, and no regulatory genes are apparently associated with them, in contrast with the organization of the gnt operon in Escherichia coli and Bacillus subtilis. In C. glutamicum, gntP and gntK are essential genes when gluconate is the only carbon and energy source. Both genes contain upstream regulatory regions consisting of a typical promoter and a hypothetical cyclic AMP (cAMP) receptor protein (CRP) binding region but lack the expected consensus operator region for binding of the GntR repressor protein. Expression analysis by Northern blotting showed monocistronic transcripts for both genes. The expression of gntP and gntK is not induced by gluconate, and the gnt genes are subject to catabolite repression by sugars, such as glucose, fructose, and sucrose, as was detected by quantitative reverse transcription-PCR (qRT-PCR). Specific analysis of the DNA promoter sequences (PgntK and PgntP) was performed using bifunctional promoter probe vectors containing mel (involved in melanin production) or egfp2 (encoding a green fluorescent protein derivative) as the reporter gene. Using this approach, we obtained results parallel to those from qRT-PCR. An applied example of in vivo gene expression modulation of the divIVA gene in C. glutamicum is shown, corroborating the possible use of the gnt promoters to control gene expression. glxR (which encodes GlxR, the hypothetical CRP protein) was subcloned from the C. glutamicum chromosomal DNA and overexpressed in corynebacteria; we found that the level of gnt expression was slightly decreased compared to that of the control strains. The purified GlxR protein was used in gel shift mobility assays, and a specific interaction of GlxR with sequences present on PgntP and PgntK fragments was detected only in the presence of cAMP.
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Affiliation(s)
- Michal Letek
- Area de Microbiología, Dpto. Ecología, Genética y Microbiología, Universidad de León, 24071 León, Spain
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Leatham MP, Stevenson SJ, Gauger EJ, Krogfelt KA, Lins JJ, Haddock TL, Autieri SM, Conway T, Cohen PS. Mouse intestine selects nonmotile flhDC mutants of Escherichia coli MG1655 with increased colonizing ability and better utilization of carbon sources. Infect Immun 2006; 73:8039-49. [PMID: 16299298 PMCID: PMC1307065 DOI: 10.1128/iai.73.12.8039-8049.2005] [Citation(s) in RCA: 75] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
D-gluconate which is primarily catabolized via the Entner-Doudoroff (ED) pathway, has been implicated as being important for colonization of the streptomycin-treated mouse large intestine by Escherichia coli MG1655, a human commensal strain. In the present study, we report that an MG1655 Deltaedd mutant defective in the ED pathway grows poorly not only on gluconate as a sole carbon source but on a number of other sugars previously implicated as being important for colonization, including L-fucose, D-gluconate, D-glucuronate, N-acetyl-D-glucosamine, D-mannose, and D-ribose. Furthermore, we show that the mouse intestine selects mutants of MG1655 Deltaedd and wild-type MG1655 that have improved mouse intestine-colonizing ability and grow 15 to 30% faster on the aforementioned sugars. The mutants of MG1655 Deltaedd and wild-type MG1655 selected by the intestine are shown to be nonmotile and to have deletions in the flhDC operon, which encodes the master regulator of flagellar biosynthesis. Finally, we show that DeltaflhDC mutants of wild-type MG1655 and MG1655 Deltaedd constructed in the laboratory act identically to those selected by the intestine; i.e., they grow better than their respective parents on sugars as sole carbon sources and are better colonizers of the mouse intestine.
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Affiliation(s)
- Mary P Leatham
- Department of Cell and Molecular Biology, University of Rhode Island, Kingston, RI 02881, USA
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15
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Dal S, Trautwein G, Gerischer U. Transcriptional organization of genes for protocatechuate and quinate degradation from Acinetobacter sp. strain ADP1. Appl Environ Microbiol 2005; 71:1025-34. [PMID: 15691962 PMCID: PMC546756 DOI: 10.1128/aem.71.2.1025-1034.2005] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Quinate and protocatechuate are both abundant plant products and can serve, along with a large number of other aromatic or hydroaromatic compounds, as growth substrates for Acinetobacter sp. strain ADP1. The respective genes are part of the chromosomal dca-pca-qui-pob-hca cluster encoding these pathways. The adjacent pca and qui gene clusters, which encode enzymes for protocatechuate breakdown via the beta-ketoadipate pathway and for the conversion of quinate or shikimate to protocatechuate, respectively, have the same direction of transcription and are both expressed inducibly in response to protocatechuate. The pca genes are governed by the transcriptional activator-repressor PcaU. The mechanism governing qui gene expression was previously unknown. Here we report data suggesting the existence of a large 14-kb primary transcript covering the pca and qui genes. The area between the pca and qui genes contains no promoter activity, whereas a weak, constitutive promoter was identified upstream of quiA (quiAp). The 5' end of the quiA transcript was mapped. Northern blot analysis allowed the identification of a 12-kb transcript spanning pcaI to quiX. An analysis of the pca and qui gene transcripts in a strain missing the structural gene promoter pcaIp led to the identification of two pcaIp-independent transcripts (4 and 2.4 kb). The 2.4-kb transcript makes up about 25% of the total transcript abundance of quiA, and thus the majority of transcription of the last gene of the area is also driven by pcaIp. This report strongly supports the organization of the pca and qui genes as a pca-qui operon and, furthermore, suggests that PcaU is the regulator governing its expression.
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Affiliation(s)
- Süreyya Dal
- Microbiology and Biotechnology, University of Ulm, 89069 Ulm, Germany.
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Wall ME, Dunlop MJ, Hlavacek WS. Multiple functions of a feed-forward-loop gene circuit. J Mol Biol 2005; 349:501-14. [PMID: 15890368 DOI: 10.1016/j.jmb.2005.04.022] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2005] [Revised: 04/06/2005] [Accepted: 04/07/2005] [Indexed: 10/25/2022]
Abstract
The feed-forward-loop (FFL), a network motif in genetic regulatory networks, involves two transcription factors (TFs): one regulates the expression of the second, and both TFs regulate the expression of an effector gene. Analysis of FFL design principles has been initiated, but the functional significance of the FFL is still unclear. In theoretical studies so far, the TFs are assumed to interact with different signals, which is common. However, we have found examples of FFLs in Escherichia coli in which both TFs interact with the same signal. These examples belong to the type 2 incoherent class of FFLs, in which each TF acts exclusively as a repressor of transcription. Here, we analyze mathematical models of this class of circuits, examining a comprehensive array of subclasses that differ in the way a signal modulates the activities of the TFs. Through parameter variation, we characterize statistically how input/output (I/O) behavior and temporal responsiveness are predicted to depend on the wiring of signal interactions in a circuit. We find that circuits can exhibit any of 13 qualitatively distinct steady-state I/O patterns, including inducible and repressible patterns. Some subclasses exhibit as many as six patterns. Transient pulses are also possible, and the response of a circuit to a signal may be either faster or slower than that of a gene circuit in which there is only one TF. Our results provide a catalog of functions for a class of FFL circuits, whose subclasses have different breadths of possible behaviors and different typical behaviors.
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Affiliation(s)
- Michael E Wall
- Computer and Computational Sciences Division, Mail Stop B256, Los Alamos National Laboratory, Los Alamos, NM 87545, USA.
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