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Long P, Zhang L, Huang B, Chen Q, Liu H. Integrating genome sequence and structural data for statistical learning to predict transcription factor binding sites. Nucleic Acids Res 2020; 48:12604-12617. [PMID: 33264415 PMCID: PMC7736823 DOI: 10.1093/nar/gkaa1134] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Revised: 09/18/2020] [Accepted: 11/10/2020] [Indexed: 01/11/2023] Open
Abstract
We report an approach to predict DNA specificity of the tetracycline repressor (TetR) family transcription regulators (TFRs). First, a genome sequence-based method was streamlined with quantitative P-values defined to filter out reliable predictions. Then, a framework was introduced to incorporate structural data and to train a statistical energy function to score the pairing between TFR and TFR binding site (TFBS) based on sequences. The predictions benchmarked against experiments, TFBSs for 29 out of 30 TFRs were correctly predicted by either the genome sequence-based or the statistical energy-based method. Using P-values or Z-scores as indicators, we estimate that 59.6% of TFRs are covered with relatively reliable predictions by at least one of the two methods, while only 28.7% are covered by the genome sequence-based method alone. Our approach predicts a large number of new TFBs which cannot be correctly retrieved from public databases such as FootprintDB. High-throughput experimental assays suggest that the statistical energy can model the TFBSs of a significant number of TFRs reliably. Thus the energy function may be applied to explore for new TFBSs in respective genomes. It is possible to extend our approach to other transcriptional factor families with sufficient structural information.
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Affiliation(s)
- Pengpeng Long
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230026, China
| | - Lu Zhang
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230026, China
| | - Bin Huang
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230026, China
| | - Quan Chen
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230026, China
- Hefei National Laboratory for Physical Sciences at the Microscale, Hefei, Anhui 230026, China
| | - Haiyan Liu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230026, China
- Hefei National Laboratory for Physical Sciences at the Microscale, Hefei, Anhui 230026, China
- School of Data Science, University of Science and Technology of China, Hefei, Anhui 230026, China
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Aklujkar M, Risso C, Smith J, Beaulieu D, Dubay R, Giloteaux L, DiBurro K, Holmes D. Anaerobic degradation of aromatic amino acids by the hyperthermophilic archaeon Ferroglobus placidus. Microbiology (Reading) 2014; 160:2694-2709. [DOI: 10.1099/mic.0.083261-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Ferroglobus placidus was discovered to oxidize completely the aromatic amino acids tyrosine, phenylalanine and tryptophan when Fe(III) oxide was provided as an electron acceptor. This property had not been reported previously for a hyperthermophilic archaeon. It appeared that F. placidus follows a pathway for phenylalanine and tryptophan degradation similar to that of mesophilic nitrate-reducing bacteria, Thauera aromatica and Aromatoleum aromaticum EbN1. Phenylacetate, 4-hydroxyphenylacetate and indole-3-acetate were formed during anaerobic degradation of phenylalanine, tyrosine and tryptophan, respectively. Candidate genes for enzymes involved in the anaerobic oxidation of phenylalanine to phenylacetate (phenylalanine transaminase, phenylpyruvate decarboxylase and phenylacetaldehyde : ferredoxin oxidoreductase) were identified in the F. placidus genome. In addition, transcription of candidate genes for the anaerobic phenylacetate degradation, benzoyl-CoA degradation and glutaryl-CoA degradation pathways was significantly upregulated in microarray and quantitative real-time-PCR studies comparing phenylacetate-grown cells with acetate-grown cells. These results suggested that the general strategies for anaerobic degradation of aromatic amino acids are highly conserved amongst bacteria and archaea living in both mesophilic and hyperthermophilic environments. They also provided insights into the diverse metabolism of Archaeoglobaceae species living in hyperthermophilic environments.
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Affiliation(s)
- Muktak Aklujkar
- Department of Biological Sciences, Towson University, Towson, MD, USA
| | - Carla Risso
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA
| | - Jessica Smith
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA
| | - Derek Beaulieu
- Department of Physical and Biological Sciences, Western New England University, Springfield, MA, USA
| | - Ryan Dubay
- Department of Physical and Biological Sciences, Western New England University, Springfield, MA, USA
| | - Ludovic Giloteaux
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA
| | - Kristin DiBurro
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA
| | - Dawn Holmes
- Department of Physical and Biological Sciences, Western New England University, Springfield, MA, USA
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Shah N, Naseby D. Bioluminescence-based measurement of viability of Pseudomonas aeruginosa
ATCC 9027 harbouring plasmid-based lux genes under the control of constitutive promoters. J Appl Microbiol 2014; 117:1373-87. [DOI: 10.1111/jam.12635] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Revised: 08/08/2014] [Accepted: 08/23/2014] [Indexed: 12/31/2022]
Affiliation(s)
- N. Shah
- Microbiology, Molecular Biology and Biotechnology Research Group; School of Life and Medical Sciences; University of Hertfordshire; Hatfield Hertfordshire UK
| | - D.C. Naseby
- Microbiology, Molecular Biology and Biotechnology Research Group; School of Life and Medical Sciences; University of Hertfordshire; Hatfield Hertfordshire UK
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Phylogenetic classification of diverse LysR-type transcriptional regulators of a model prokaryote Geobacter sulfurreducens. J Mol Evol 2012; 74:187-205. [PMID: 22526031 DOI: 10.1007/s00239-012-9498-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2011] [Accepted: 03/28/2012] [Indexed: 10/28/2022]
Abstract
The protein family of LysR-type transcriptional regulators (LTTRs) is highly abundant among prokaryotes. We analyzed 10,145 non-redundant microbial sequences with homology to eight LysR family regulators of a model prokaryote, Geobacter sulfurreducens, and employed phylogenetic tree inference for LTTR classification. We also analyzed the arrangement of genome clusters containing G. sulfurreducens LTTR genes and searched for LTTR regulatory motifs, suggesting likely regulatory targets of G. sulfurreducens LTTRs. This is the first study to date providing a detailed classification of LTTRs in the deltaproteobacterial family Geobacteraceae.
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Laboratory evolution of Geobacter sulfurreducens for enhanced growth on lactate via a single-base-pair substitution in a transcriptional regulator. ISME JOURNAL 2011; 6:975-83. [PMID: 22113376 DOI: 10.1038/ismej.2011.166] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The addition of organic compounds to groundwater in order to promote bioremediation may represent a new selective pressure on subsurface microorganisms. The ability of Geobacter sulfurreducens, which serves as a model for the Geobacter species that are important in various types of anaerobic groundwater bioremediation, to adapt for rapid metabolism of lactate, a common bioremediation amendment, was evaluated. Serial transfer of five parallel cultures in a medium with lactate as the sole electron donor yielded five strains that could metabolize lactate faster than the wild-type strain. Genome sequencing revealed that all five strains had non-synonymous single-nucleotide polymorphisms in the same gene, GSU0514, a putative transcriptional regulator. Introducing the single-base-pair mutation from one of the five strains into the wild-type strain conferred rapid growth on lactate. This strain and the five adaptively evolved strains had four to eight-fold higher transcript abundance than wild-type cells for genes for the two subunits of succinyl-CoA synthase, an enzyme required for growth on lactate. DNA-binding assays demonstrated that the protein encoded by GSU0514 bound to the putative promoter of the succinyl-CoA synthase operon. The binding sequence was not apparent elsewhere in the genome. These results demonstrate that a single-base-pair mutation in a transcriptional regulator can have a significant impact on the capacity for substrate utilization and suggest that adaptive evolution should be considered as a potential response of microorganisms to environmental change(s) imposed during bioremediation.
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Lovley DR, Ueki T, Zhang T, Malvankar NS, Shrestha PM, Flanagan KA, Aklujkar M, Butler JE, Giloteaux L, Rotaru AE, Holmes DE, Franks AE, Orellana R, Risso C, Nevin KP. Geobacter: the microbe electric's physiology, ecology, and practical applications. Adv Microb Physiol 2011; 59:1-100. [PMID: 22114840 DOI: 10.1016/b978-0-12-387661-4.00004-5] [Citation(s) in RCA: 384] [Impact Index Per Article: 29.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Geobacter species specialize in making electrical contacts with extracellular electron acceptors and other organisms. This permits Geobacter species to fill important niches in a diversity of anaerobic environments. Geobacter species appear to be the primary agents for coupling the oxidation of organic compounds to the reduction of insoluble Fe(III) and Mn(IV) oxides in many soils and sediments, a process of global biogeochemical significance. Some Geobacter species can anaerobically oxidize aromatic hydrocarbons and play an important role in aromatic hydrocarbon removal from contaminated aquifers. The ability of Geobacter species to reductively precipitate uranium and related contaminants has led to the development of bioremediation strategies for contaminated environments. Geobacter species produce higher current densities than any other known organism in microbial fuel cells and are common colonizers of electrodes harvesting electricity from organic wastes and aquatic sediments. Direct interspecies electron exchange between Geobacter species and syntrophic partners appears to be an important process in anaerobic wastewater digesters. Functional and comparative genomic studies have begun to reveal important aspects of Geobacter physiology and regulation, but much remains unexplored. Quantifying key gene transcripts and proteins of subsurface Geobacter communities has proven to be a powerful approach to diagnose the in situ physiological status of Geobacter species during groundwater bioremediation. The growth and activity of Geobacter species in the subsurface and their biogeochemical impact under different environmental conditions can be predicted with a systems biology approach in which genome-scale metabolic models are coupled with appropriate physical/chemical models. The proficiency of Geobacter species in transferring electrons to insoluble minerals, electrodes, and possibly other microorganisms can be attributed to their unique "microbial nanowires," pili that conduct electrons along their length with metallic-like conductivity. Surprisingly, the abundant c-type cytochromes of Geobacter species do not contribute to this long-range electron transport, but cytochromes are important for making the terminal electrical connections with Fe(III) oxides and electrodes and also function as capacitors, storing charge to permit continued respiration when extracellular electron acceptors are temporarily unavailable. The high conductivity of Geobacter pili and biofilms and the ability of biofilms to function as supercapacitors are novel properties that might contribute to the field of bioelectronics. The study of Geobacter species has revealed a remarkable number of microbial physiological properties that had not previously been described in any microorganism. Further investigation of these environmentally relevant and physiologically unique organisms is warranted.
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Affiliation(s)
- Derek R Lovley
- Department of Microbiology and Environmental Biotechnology Center, University of Massachusetts, Amherst, Massachusetts, USA
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Genome-wide survey for PilR recognition sites of the metal-reducing prokaryote Geobacter sulfurreducens. Gene 2010; 469:31-44. [DOI: 10.1016/j.gene.2010.08.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2010] [Revised: 08/03/2010] [Accepted: 08/05/2010] [Indexed: 11/20/2022]
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Qu Y, Brown P, Barbe JF, Puljic M, Merino E, Adkins RM, Lovley DR, Krushkal J. GSEL Version 2, an Online Genome-Wide Query System of Operon Organization and Regulatory Sequence Elements of Geobacter sulfurreducens. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2009; 13:439-49. [DOI: 10.1089/omi.2009.0081] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Affiliation(s)
- Yanhua Qu
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, Tennessee
| | - Peter Brown
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Jose F. Barbe
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, Tennessee
| | - Marko Puljic
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, Tennessee
- Department of Mathematical Sciences, University of Memphis, Memphis, Tennessee
| | - Enrique Merino
- Department of Pediatrics, The University of Tennessee Health Science Center, Memphis, Tennessee
| | - Ronald M. Adkins
- Department of Molecular Microbiology, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Morelos, México
| | - Derek R. Lovley
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Julia Krushkal
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, Tennessee
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Genome-wide analysis of the RpoN regulon in Geobacter sulfurreducens. BMC Genomics 2009; 10:331. [PMID: 19624843 PMCID: PMC2725144 DOI: 10.1186/1471-2164-10-331] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2009] [Accepted: 07/22/2009] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND The role of the RNA polymerase sigma factor RpoN in regulation of gene expression in Geobacter sulfurreducens was investigated to better understand transcriptional regulatory networks as part of an effort to develop regulatory modules for genome-scale in silico models, which can predict the physiological responses of Geobacter species during groundwater bioremediation or electricity production. RESULTS An rpoN deletion mutant could not be obtained under all conditions tested. In order to investigate the regulon of the G. sulfurreducens RpoN, an RpoN over-expression strain was made in which an extra copy of the rpoN gene was under the control of a taclac promoter. Combining both the microarray transcriptome analysis and the computational prediction revealed that the G. sulfurreducens RpoN controls genes involved in a wide range of cellular functions. Most importantly, RpoN controls the expression of the dcuB gene encoding the fumarate/succinate exchanger, which is essential for cell growth with fumarate as the terminal electron acceptor in G. sulfurreducens. RpoN also controls genes, which encode enzymes for both pathways of ammonia assimilation that is predicted to be essential under all growth conditions in G. sulfurreducens. Other genes that were identified as part of the RpoN regulon using either the computational prediction or the microarray transcriptome analysis included genes involved in flagella biosynthesis, pili biosynthesis and genes involved in central metabolism enzymes and cytochromes involved in extracellular electron transfer to Fe(III), which are known to be important for growth in subsurface environment or electricity production in microbial fuel cells. The consensus sequence for the predicted RpoN-regulated promoter elements is TTGGCACGGTTTTTGCT. CONCLUSION The G. sulfurreducens RpoN is an essential sigma factor and a global regulator involved in a complex transcriptional network controlling a variety of cellular processes.
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Aklujkar M, Krushkal J, DiBartolo G, Lapidus A, Land ML, Lovley DR. The genome sequence of Geobacter metallireducens: features of metabolism, physiology and regulation common and dissimilar to Geobacter sulfurreducens. BMC Microbiol 2009; 9:109. [PMID: 19473543 PMCID: PMC2700814 DOI: 10.1186/1471-2180-9-109] [Citation(s) in RCA: 91] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2008] [Accepted: 05/27/2009] [Indexed: 12/12/2022] Open
Abstract
Background The genome sequence of Geobacter metallireducens is the second to be completed from the metal-respiring genus Geobacter, and is compared in this report to that of Geobacter sulfurreducens in order to understand their metabolic, physiological and regulatory similarities and differences. Results The experimentally observed greater metabolic versatility of G. metallireducens versus G. sulfurreducens is borne out by the presence of more numerous genes for metabolism of organic acids including acetate, propionate, and pyruvate. Although G. metallireducens lacks a dicarboxylic acid transporter, it has acquired a second putative succinate dehydrogenase/fumarate reductase complex, suggesting that respiration of fumarate was important until recently in its evolutionary history. Vestiges of the molybdate (ModE) regulon of G. sulfurreducens can be detected in G. metallireducens, which has lost the global regulatory protein ModE but retained some putative ModE-binding sites and multiplied certain genes of molybdenum cofactor biosynthesis. Several enzymes of amino acid metabolism are of different origin in the two species, but significant patterns of gene organization are conserved. Whereas most Geobacteraceae are predicted to obtain biosynthetic reducing equivalents from electron transfer pathways via a ferredoxin oxidoreductase, G. metallireducens can derive them from the oxidative pentose phosphate pathway. In addition to the evidence of greater metabolic versatility, the G. metallireducens genome is also remarkable for the abundance of multicopy nucleotide sequences found in intergenic regions and even within genes. Conclusion The genomic evidence suggests that metabolism, physiology and regulation of gene expression in G. metallireducens may be dramatically different from other Geobacteraceae.
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Affiliation(s)
- Muktak Aklujkar
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, USA.
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Krushkal J, Leang C, Barbe JF, Qu Y, Yan B, Puljic M, Adkins RM, Lovley DR. Diversity of promoter elements in a Geobacter sulfurreducens mutant adapted to disruption in electron transfer. Funct Integr Genomics 2008; 9:15-25. [DOI: 10.1007/s10142-008-0094-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2008] [Revised: 07/03/2008] [Accepted: 07/07/2008] [Indexed: 01/01/2023]
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12
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Francke C, Kerkhoven R, Wels M, Siezen RJ. A generic approach to identify Transcription Factor-specific operator motifs; Inferences for LacI-family mediated regulation in Lactobacillus plantarum WCFS1. BMC Genomics 2008; 9:145. [PMID: 18371204 PMCID: PMC2329647 DOI: 10.1186/1471-2164-9-145] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2007] [Accepted: 03/27/2008] [Indexed: 12/18/2022] Open
Abstract
Background A key problem in the sequence-based reconstruction of regulatory networks in bacteria is the lack of specificity in operator predictions. The problem is especially prominent in the identification of transcription factor (TF) specific binding sites. More in particular, homologous TFs are abundant and, as they are structurally very similar, it proves difficult to distinguish the related operators by automated means. This also holds for the LacI-family, a family of TFs that is well-studied and has many members that fulfill crucial roles in the control of carbohydrate catabolism in bacteria including catabolite repression. To overcome the specificity problem, a comprehensive footprinting approach was formulated to identify TF-specific operator motifs and was applied to the LacI-family of TFs in the model gram positive organism, Lactobacillus plantarum WCFS1. The main premise behind the approach is that only orthologous sequences that share orthologous genomic context will share equivalent regulatory sites. Results When the approach was applied to the 12 LacI-family TFs of the model species, a specific operator motif was identified for each of them. With the TF-specific operator motifs, potential binding sites were found on the genome and putative minimal regulons could be defined. Moreover, specific inducers could in most cases be linked to the TFs through phylogeny, thereby unveiling the biological role of these regulons. The operator predictions indicated that the LacI-family TFs can be separated into two subfamilies with clearly distinct operator motifs. They also established that the operator related to the 'global' regulator CcpA is not inherently distinct from that of other LacI-family members, only more degenerate. Analysis of the chromosomal position of the identified putative binding sites confirmed that the LacI-family TFs are mostly auto-regulatory and relate mainly to carbohydrate uptake and catabolism. Conclusion Our approach to identify specific operator motifs for different TF-family members is specific and in essence generic. The data infer that, although the specific operator motifs can be used to identify minimal regulons, experimental knowledge on TF activity especially is essential to determine complete regulons as well as to estimate the overlap between TF affinities.
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Affiliation(s)
- Christof Francke
- TI Food and Nutrition, P,O, Box 557, 6700AN Wageningen, The Netherlands.
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Mahadevan R, Yan B, Postier B, Nevin KP, Woodard TL, O'Neil R, Coppi MV, Methé BA, Krushkal J. Characterizing Regulation of Metabolism inGeobacter sulfurreducensthrough Genome-Wide Expression Data and Sequence Analysis. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2008; 12:33-59. [DOI: 10.1089/omi.2007.0043] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Affiliation(s)
- Radhakrishnan Mahadevan
- Department of Chemical Engineering & Applied Chemistry, Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Canada
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Bin Yan
- Department of Preventive Medicine, University of Tennessee Health Science Center, 66 Memphis, Tennessee
| | - Brad Postier
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Kelly P. Nevin
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Trevor L. Woodard
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Regina O'Neil
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | - Maddalena V. Coppi
- Department of Microbiology, University of Massachusetts, Amherst, Massachusetts
| | | | - Julia Krushkal
- Department of Preventive Medicine, University of Tennessee Health Science Center, 66 Memphis, Tennessee
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Krushkal J, Yan B, DiDonato LN, Puljic M, Nevin KP, Woodard TL, Adkins RM, Methé BA, Lovley DR. Genome-wide expression profiling in Geobacter sulfurreducens: identification of Fur and RpoS transcription regulatory sites in a relGsu mutant. Funct Integr Genomics 2007; 7:229-55. [PMID: 17406915 DOI: 10.1007/s10142-007-0048-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2006] [Revised: 02/10/2007] [Accepted: 02/19/2007] [Indexed: 01/06/2023]
Abstract
Rel(Gsu) is the single Geobacter sulfurreducens homolog of RelA and SpoT proteins found in many organisms. These proteins are involved in the regulation of levels of guanosine 3', 5' bispyrophosphate, ppGpp, a molecule that signals slow growth and stress response under nutrient limitation in bacteria. We used information obtained from genome-wide expression profiling of the rel(Gsu) deletion mutant to identify putative regulatory sites involved in transcription networks modulated by Rel(Gsu) or ppGpp. Differential gene expression in the rel(Gsu) deletion mutant, as compared to the wild type, was available from two growth conditions, steady state chemostat cultures and stationary phase batch cultures. Hierarchical clustering analysis of these two datasets identified several groups of operons that are likely co-regulated. Using a search for conserved motifs in the upstream regions of these co-regulated operons, we identified sequences similar to Fur- and RpoS-regulated sites. These findings suggest that Fur- and RpoS-dependent gene expression in G. sulfurreducens is affected by Rel(Gsu)-mediated signaling.
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Affiliation(s)
- Julia Krushkal
- Department of Preventive Medicine, University of Tennessee Health Science Center, 66 N. Pauline, Memphis, TN 38163, USA.
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