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Basharat Z, Foster LJ, Abbas S, Yasmin A. Comparative Proteomics of Bacteria Under Stress Conditions. Methods Mol Biol 2025; 2859:129-162. [PMID: 39436600 DOI: 10.1007/978-1-0716-4152-1_8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
Bacteria are unicellular organisms with the ability to exist in the harshest of climate and cope with sub-optimal fluctuating environmental conditions. They accomplish this by modification of their internal cellular environment. When external conditions are varied, change in the cell is triggered at the transcriptional level, which usually leads to proteolysis and rewiring of the proteome. Changes in cellular homeostasis, modifications in proteome, and dynamics of such survival mechanisms can be studied using various scientific techniques. Our focus in this chapter would be on comparative proteomics of bacteria under stress conditions using approaches like 2D electrophoresis accompanied by N-terminal sequencing and recently, mass spectrometry. More than 170 such studies on bacteria have been accomplished till to date and involve analysis of whole cells as well as that of cellular fractions, i.e., outer membrane, inner membrane, cell envelope, cytoplasm, thylakoid, lipid bodies, etc. Similar studies conducted on gram-negative and gram-positive model organism, i.e., Escherichia coli and Bacillus subtilis, respectively, have been summarized. Vital information, hypothesis about conservation of stress-specific proteome, and conclusions are also presented in the light of research conducted over the last decades.
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Affiliation(s)
| | - Leonard J Foster
- Department of Biochemistry and Molecular Biology, Michael Smith Labs, University of British Columbia, Vancouver, BC, Canada
| | - Sidra Abbas
- Department of Biotechnology, Fatima Jinnah Women University, Rawalpindi, Pakistan
| | - Azra Yasmin
- Microbiology & Biotechnology Research Lab, Department of Environmental Sciences, Fatima Jinnah Women University, Rawalpindi, Pakistan.
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2
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Stülke J, Grüppen A, Bramkamp M, Pelzer S. Bacillus subtilis, a Swiss Army Knife in Science and Biotechnology. J Bacteriol 2023; 205:e0010223. [PMID: 37140386 PMCID: PMC10210981 DOI: 10.1128/jb.00102-23] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/05/2023] Open
Abstract
Next to Escherichia coli, Bacillus subtilis is the most studied and best understood organism that also serves as a model for many important pathogens. Due to its ability to form heat-resistant spores that can germinate even after very long periods of time, B. subtilis has attracted much scientific interest. Another feature of B. subtilis is its genetic competence, a developmental state in which B. subtilis actively takes up exogenous DNA. This makes B. subtilis amenable to genetic manipulation and investigation. The bacterium was one of the first with a fully sequenced genome, and it has been subject to a wide variety of genome- and proteome-wide studies that give important insights into many aspects of the biology of B. subtilis. Due to its ability to secrete large amounts of proteins and to produce a wide range of commercially interesting compounds, B. subtilis has become a major workhorse in biotechnology. Here, we review the development of important aspects of the research on B. subtilis with a specific focus on its cell biology and biotechnological and practical applications from vitamin production to concrete healing. The intriguing complexity of the developmental programs of B. subtilis, paired with the availability of sophisticated tools for genetic manipulation, positions it at the leading edge for discovering new biological concepts and deepening our understanding of the organization of bacterial cells.
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Affiliation(s)
- Jörg Stülke
- Department of General Microbiology, Institute for Microbiology and Genetics, GZMB, Georg-August-University Göttingen, Göttingen, Germany
| | | | - Marc Bramkamp
- Institute for General Microbiology, Christian-Albrechts-University Kiel, Kiel, Germany
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3
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Abstract
As rapidly growing bacteria begin to exhaust essential nutrients, they enter a state of reduced growth, ultimately leading to stasis or quiescence. Investigation of the response to nutrient limitation has focused largely on the consequences of amino acid starvation, known as the "stringent response." Here, an uncharged tRNA in the A-site of the ribosome stimulates the ribosome-associated protein RelA to synthesize the hyperphosphorylated guanosine nucleotides (p)ppGpp that mediate a global slowdown of growth and biosynthesis. Investigations of the stringent response typically employ experimental methodologies that rapidly stimulate (p)ppGpp synthesis by abruptly increasing the fraction of uncharged tRNAs, either by explicit amino starvation or by inhibition of tRNA charging. Consequently, these methodologies inhibit protein translation, thereby interfering with the cellular pathways that respond to nutrient limitation. Thus, complete and/or rapid starvation is a problematic experimental paradigm for investigating bacterial responses to physiologically relevant nutrient-limited states.
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Affiliation(s)
- Jonathan Dworkin
- Department of Microbiology and Immunology, College of Physicians and Surgeons, Columbia University, New York, New York, USA
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Yeak KYC, Boekhorst J, Wels M, Abee T, Wells-Bennik MHJ. Prediction and validation of novel SigB regulon members in Bacillus subtilis and regulon structure comparison to Bacillales members. BMC Microbiol 2023; 23:17. [PMID: 36653740 PMCID: PMC9847131 DOI: 10.1186/s12866-022-02700-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Accepted: 11/11/2022] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Sigma factor B (SigB) is the central regulator of the general stress response in Bacillus subtilis and regulates a group of genes in response to various stressors, known as the SigB regulon members. Genes that are directly regulated by SigB contain a promotor binding motif (PBM) with a previously identified consensus sequence. RESULTS In this study, refined SigB PBMs were derived and different spacer compositions and lengths (N12-N17) were taken into account. These were used to identify putative SigB-regulated genes in the B. subtilis genome, revealing 255 genes: 99 had been described in the literature and 156 genes were newly identified, increasing the number of SigB putative regulon members (with and without a SigB PBM) to > 500 in B. subtilis. The 255 genes were assigned to five categories (I-V) based on their similarity to the original SigB consensus sequences. The functionalities of selected representatives per category were assessed using promoter-reporter fusions in wt and ΔsigB mutants upon exposure to heat, ethanol, and salt stress. The activity of the PrsbV (I) positive control was induced upon exposure to all three stressors. PytoQ (II) showed SigB-dependent activity only upon exposure to ethanol, whereas PpucI (II) with a N17 spacer and PylaL (III) with a N16 spacer showed mild induction regardless of heat/ethanol/salt stress. PywzA (III) and PyaaI (IV) displayed ethanol-specific SigB-dependent activities despite a lower-level conserved - 10 binding motif. PgtaB (V) was SigB-induced under ethanol and salt stress while lacking a conserved - 10 binding region. The activities of PygaO and PykaA (III) did not show evident changes under the conditions tested despite having a SigB PBM that highly resembled the consensus. The identified extended SigB regulon candidates in B. subtilis are mainly involved in coping with stress but are also engaged in other cellular processes. Orthologs of SigB regulon candidates with SigB PBMs were identified in other Bacillales genomes, but not all showed a SigB PBM. Additionally, genes involved in the integration of stress signals to activate SigB were predicted in these genomes, indicating that SigB signaling and regulon genes are species-specific. CONCLUSION The entire SigB regulatory network is sophisticated and not yet fully understood even for the well-characterized organism B. subtilis 168. Knowledge and information gained in this study can be used in further SigB studies to uncover a complete picture of the role of SigB in B. subtilis and other species.
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Affiliation(s)
- Kah Yen Claire Yeak
- grid.419921.60000 0004 0588 7915NIZO, Ede, The Netherlands ,grid.4818.50000 0001 0791 5666Food Microbiology, Wageningen University and Research, Wageningen, The Netherlands
| | - Jos Boekhorst
- grid.419921.60000 0004 0588 7915NIZO, Ede, The Netherlands ,grid.4818.50000 0001 0791 5666Host Microbe Interactomics Group, Wageningen University and Research, Wageningen, The Netherlands
| | - Michiel Wels
- grid.419921.60000 0004 0588 7915NIZO, Ede, The Netherlands ,grid.426040.4Rijk Zwaan Breeding B.V, Fijnaart, The Netherlands
| | - Tjakko Abee
- grid.4818.50000 0001 0791 5666Food Microbiology, Wageningen University and Research, Wageningen, The Netherlands
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Abstract
Since Jacques Monod's foundational work in the 1940s, investigators studying bacterial physiology have largely (but not exclusively) focused on the exponential phase of bacterial cultures, which is characterized by rapid growth and high biosynthesis activity in the presence of excess nutrients. However, this is not the predominant state of bacterial life. In nature, most bacteria experience nutrient limitation most of the time. In fact, investigators even prior to Monod had identified other aspects of bacterial growth, including what is now known as the stationary phase, when nutrients become limiting. This review will discuss how bacteria transition to growth arrest in response to nutrient limitation through changes in transcription, translation, and metabolism. We will then examine how these changes facilitate survival during potentially extended periods of nutrient limitation, with particular attention to the metabolic strategies that underpin bacterial longevity in this state.
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Affiliation(s)
- Jonathan Dworkin
- Department of Microbiology and Immunology, College of Physicians and Surgeons, Columbia University, New York, NY, USA;
| | - Caroline S Harwood
- Department of Microbiology, University of Washington, Seattle, Washington, USA;
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Hamitouche F, Gaillard JC, Schmitt P, Armengaud J, Duport C, Dedieu L. Redox proteomic study of Bacillus cereus thiol proteome during fermentative anaerobic growth. BMC Genomics 2021; 22:648. [PMID: 34493209 PMCID: PMC8425097 DOI: 10.1186/s12864-021-07962-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 08/05/2021] [Indexed: 11/15/2022] Open
Abstract
Background Bacillus cereus is a notorious foodborne pathogen, which can grow under anoxic conditions. Anoxic growth is supported by endogenous redox metabolism, for which the thiol redox proteome serves as an interface. Here, we studied the cysteine (Cys) proteome dynamics of B. cereus ATCC 14579 cells grown under fermentative anoxic conditions. We used a quantitative thiol trapping method combined with proteomics profiling. Results In total, we identified 153 reactive Cys residues in 117 proteins participating in various cellular processes and metabolic pathways, including translation, carbohydrate metabolism, and stress response. Of these reactive Cys, 72 were detected as reduced Cys. The B. cereus Cys proteome evolved during growth both in terms of the number of reduced Cys and the Cys-containing proteins identified, reflecting its growth-phase-dependence. Interestingly, the reduced status of the B. cereus thiol proteome increased during growth, concomitantly to the decrease of extracellular oxidoreduction potential. Conclusions Taken together, our data show that the B. cereus Cys proteome during unstressed fermentative anaerobic growth is a dynamic entity and provide an important foundation for future redox proteomic studies in B. cereus and other organisms. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07962-y.
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Affiliation(s)
- Fella Hamitouche
- Avignon Université, INRAE, UMR SQPOV, Site Agroparc, F-84914, Avignon Cedex 9, France
| | - Jean-Charles Gaillard
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé (DMTS), SPI, 30200, Bagnols-sur-Cèze, France
| | - Philippe Schmitt
- Avignon Université, INRAE, UMR SQPOV, Site Agroparc, F-84914, Avignon Cedex 9, France
| | - Jean Armengaud
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé (DMTS), SPI, 30200, Bagnols-sur-Cèze, France
| | - Catherine Duport
- Avignon Université, INRAE, UMR SQPOV, Site Agroparc, F-84914, Avignon Cedex 9, France
| | - Luc Dedieu
- Avignon Université, INRAE, UMR SQPOV, Site Agroparc, F-84914, Avignon Cedex 9, France.
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Feaga HA, Dworkin J. Transcription regulates ribosome hibernation. Mol Microbiol 2021; 116:663-673. [PMID: 34152658 PMCID: PMC8628635 DOI: 10.1111/mmi.14762] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 05/17/2021] [Accepted: 05/24/2021] [Indexed: 11/26/2022]
Abstract
Most bacteria are quiescent, typically as a result of nutrient limitation. In order to minimize energy consumption during this potentially prolonged state, quiescent bacteria substantially attenuate protein synthesis, the most energetically costly cellular process. Ribosomes in quiescent bacteria are present as dimers of two 70S ribosomes. Dimerization is dependent on a single protein, hibernation promoting factor (HPF), that binds the ribosome in the mRNA channel. This interaction indicates that dimers are inactive, suggesting that HPF inhibits translation. However, we observe that HPF does not significantly affect protein synthesis in vivo suggesting that dimerization is a consequence of inactivity, not the cause. The HPF-dimer interaction further implies that re-initiation of translation when the bacteria exit quiescence requires dimer resolution. We show that ribosome dimers quickly resolve in the presence of nutrients, and this resolution is dependent on transcription, indicating that mRNA synthesis is required for dimer resolution. Finally, we observe that ectopic HPF expression in growing cells where mRNA is abundant does not significantly affect protein synthesis despite stimulating dimer formation, suggesting that dimerization is dynamic. Thus, the extensive transcription that occurs in response to nutrient availability rapidly re-activates the translational apparatus of a quiescent cell and induces dimer resolution.
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Affiliation(s)
| | - Jonathan Dworkin
- Department of Microbiology and Immunology, College of Physicians and Surgeons, Columbia University, New York, NY 10032
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Appelbaum M, Schweder T. Metabolic Engineering of
Bacillus
– New Tools, Strains, and Concepts. Metab Eng 2021. [DOI: 10.1002/9783527823468.ch13] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Non-B DNA-Forming Motifs Promote Mfd-Dependent Stationary-Phase Mutagenesis in Bacillus subtilis. Microorganisms 2021; 9:microorganisms9061284. [PMID: 34204686 PMCID: PMC8231525 DOI: 10.3390/microorganisms9061284] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 06/08/2021] [Accepted: 06/09/2021] [Indexed: 02/07/2023] Open
Abstract
Transcription-induced mutagenic mechanisms limit genetic changes to times when expression happens and to coding DNA. It has been hypothesized that intrinsic sequences that have the potential to form alternate DNA structures, such as non-B DNA structures, influence these mechanisms. Non-B DNA structures are promoted by transcription and induce genome instability in eukaryotic cells, but their impact in bacterial genomes is less known. Here, we investigated if G4 DNA- and hairpin-forming motifs influence stationary-phase mutagenesis in Bacillus subtilis. We developed a system to measure the influence of non-B DNA on B. subtilis stationary-phase mutagenesis by deleting the wild-type argF at its chromosomal position and introducing IPTG-inducible argF alleles differing in their ability to form hairpin and G4 DNA structures into an ectopic locus. Using this system, we found that sequences predicted to form non-B DNA structures promoted mutagenesis in B. subtilis stationary-phase cells; such a response did not occur in growing conditions. We also found that the transcription-coupled repair factor Mfd promoted mutagenesis at these predicted structures. In summary, we showed that non-B DNA-forming motifs promote genetic instability, particularly in coding regions in stressed cells; therefore, non-B DNA structures may have a spatial and temporal mutagenic effect in bacteria. This study provides insights into mechanisms that prevent or promote mutagenesis and advances our understanding of processes underlying bacterial evolution.
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10
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Differential Protein Expression in Exponential and Stationary Growth Phases of Mycobacterium avium subsp. hominissuis 104. Molecules 2021; 26:molecules26020305. [PMID: 33435591 PMCID: PMC7827551 DOI: 10.3390/molecules26020305] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Revised: 12/29/2020] [Accepted: 12/30/2020] [Indexed: 12/03/2022] Open
Abstract
Mycobacterium avium complex (MAC) is the most common non-tuberculous mycobacterium (NTM) and causes different types of pulmonary diseases. While genomic and transcriptomic analysis of Mycobacterium avium 104 (M. avium 104) has been extensive, little is known about the proteomics of M. avium 104. We utilized proteomics technology to analyze the changes in the whole proteome of M. avium 104 during exponential and stationary growth phases. We found 12 dys-regulated proteins; the up-regulated protein hits in the stationary phase were involved in aminopeptidase, choline dehydrogenase, oxidoreductase, and ATP binding, while the down-regulated proteins in the stationary phase were acetyl-CoA acetyltransferase, universal stress protein, catalase peroxidase, and elongation factor (Tu). The differently expressed proteins between exponential and stationary phases were implicated in metabolism and stress response, pointing to the functional adaptation of the cells to the environment. Proteomic analysis in different growth phases could participate in understanding the course of infection, the mechanisms of virulence, the means of survival, and the possible targets for treatment.
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Zhou C, Zhou H, Fang H, Ji Y, Wang H, Liu F, Zhang H, Lu F. Spo0A can efficiently enhance the expression of the alkaline protease gene aprE in Bacillus licheniformis by specifically binding to its regulatory region. Int J Biol Macromol 2020; 159:444-454. [PMID: 32437805 DOI: 10.1016/j.ijbiomac.2020.05.035] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 05/04/2020] [Accepted: 05/05/2020] [Indexed: 02/06/2023]
Abstract
The expression of enzymes in Bacillus licheniformis, such as the valuable extracellular alkaline protease AprE, is highly regulated by a complex transcriptional regulation mechanism. Here, we found that the transcript abundance of aprE varies >343-fold in response to the supply of nutrients or to environmental challenges. To identify the underlying regulatory mechanism, the core promoter of aprE and several important upstream regulatory regions outside the promoter were firstly confirmed by 5'-RACE and mutagenesis experiments. The specific proteins that bind to the identified sequences were subsequently captured by DNA pull-down experiments, which yielded the transcriptional factors (TFs) Spo0A, CggR, FruR, YhcZ, as well as fragments of functionally unassigned proteins. Further electrophoretic mobility shift assay (EMSA) and DNase I foot-printing experiments indicated that Spo0A can directly bind to the region from -92 to -118 nucleotides upstream of the transcription start site, and the deletion of this specific region drastically decreased the production of AprE. Taken together, these results indicated that the expression of aprE was mainly regulated by the interplay between Spo0A and its cognate DNA sequence, which was successfully applied to overproduce AprE in a genetically modified host harboring three aprE expression cassettes. The DNA binding proteins may serve to increase the efficiency of transcription by creating an additional binding site for RNA polymerase. The discovery of this mechanism significantly increases our understanding of the aprE transcription mechanism, which is of great importance for AprE overproduction.
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Affiliation(s)
- Cuixia Zhou
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China; School of biology and brewing engineering, Taishan University, Taian 271018, PR China
| | - Huiying Zhou
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China
| | - Honglei Fang
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China
| | - Yizhi Ji
- Beijing Key Laboratory of Biomass Waste Resource Utilization, College of Biochemistry and Engineering, Beijing Union University, Beijing 100023, PR China
| | - Hongbin Wang
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China
| | - Fufeng Liu
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China
| | - Huitu Zhang
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China.
| | - Fuping Lu
- Key laboratory of industrial fermentation microbiology, ministry of education, College of biotechnology, Tianjin University of Science &Technology, Tianjin 300450, PR China.
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Hylling O, Nikbakht Fini M, Ellegaard-Jensen L, Muff J, Madsen HT, Aamand J, Hansen LH. A novel hybrid concept for implementation in drinking water treatment targets micropollutant removal by combining membrane filtration with biodegradation. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 694:133710. [PMID: 31756842 DOI: 10.1016/j.scitotenv.2019.133710] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Revised: 07/30/2019] [Accepted: 07/31/2019] [Indexed: 06/10/2023]
Abstract
Groundwater extracted for drinking water production is commonly treated by aeration and sand filtration. However, this simple treatment is typically unable to remove pesticide residues. As a solution, bioaugmentation of sand filter units (i.e., the addition of specific degrader strains) has been proposed as an alternative "green" technology for targeted pesticide removal. However, the introduced degraders are challenged by (i) micropollutant levels of target residue, (ii) the oligotrophic environment and (iii) competition and predation by the native microorganisms, leading to loss of population and degradation potential. To overcome these challenges, we propose the introduction of a novel hybrid treatment step to the overall treatment process in which reverse osmosis filtration and biodegradation are combined to remove a target micropollutant. Here, the reverse osmosis produces a concentrated retentate that will act as a feed to a dedicated biofilter unit, intended to promote biodegradation potential and stability of an introduced degrader. Subsequently, the purified retentate will be re-mixed with the permeate from reverse osmosis, for re-mineralization and downstream consumption. In our study, we investigated the effect of reverse osmosis retentates on the degradation potential of an introduced degrader. This paper provides the first promising results of this hybrid concept using the 2,6-dichlorobenzamide (BAM)-degrading bacteria Aminobacter sp. MSH1 in batch experiments, spiked with radiolabeled BAM. The results showed an increased degradation potential of MSH1 in retentate waters versus untreated water. Colony-forming units and qPCR showed a stable MSH1 population, despite higher concentrations of salts and metals, and increased growth of native bacteria.
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Affiliation(s)
- Ole Hylling
- Aarhus University, Dept. Environmental Science, Section for Environmental Microbiology & Biotechnology, Roskilde, Denmark
| | - Mahdi Nikbakht Fini
- Aalborg University, Dept. of Chemistry and Bioscience/Section of Chemical Engineering, Esbjerg, Denmark
| | - Lea Ellegaard-Jensen
- Aarhus University, Dept. Environmental Science, Section for Environmental Microbiology & Biotechnology, Roskilde, Denmark
| | - Jens Muff
- Aalborg University, Dept. of Chemistry and Bioscience/Section of Chemical Engineering, Esbjerg, Denmark
| | - Henrik Tækker Madsen
- Aalborg University, Dept. of Chemistry and Bioscience/Section of Chemical Engineering, Esbjerg, Denmark; Saltkraft Aps, Sønderborg, Denmark
| | - Jens Aamand
- Geological Survey of Denmark & Greenland (GEUS), Dept. of Geochemistry, Copenhagen, Denmark
| | - Lars Hestbjerg Hansen
- Aarhus University, Dept. Environmental Science, Section for Environmental Microbiology & Biotechnology, Roskilde, Denmark; University of Copenhagen, Dept. of Plant- and Environmental Science, Section for Microbial Ecology and Biotechnology, Copenhagen, Denmark.
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13
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Handtke S, Albrecht D, Otto A, Becher D, Hecker M, Voigt B. The Proteomic Response of Bacillus pumilus Cells to Glucose Starvation. Proteomics 2019; 18. [PMID: 29193752 DOI: 10.1002/pmic.201700109] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2017] [Revised: 10/23/2017] [Indexed: 01/07/2023]
Abstract
Since starvation for carbon sources is a common condition for bacteria in nature and it can also occur in industrial fermentation processes due to mixing zones, knowledge about the response of cells to carbon starvation is beneficial. The preferred carbon source for bacilli is glucose. The response of Bacillus pumilus cells to glucose starvation using metabolic labeling and quantitative proteomics was analyzed. Glucose starvation led to an extensive reprogramming of the protein expression pattern in B. pumilus. The amounts of proteins of the central carbon metabolic pathways (glycolysis and TCC) remained stable in starving cells. Proteins for gluconeogenesis were found in higher amounts during starvation. Furthermore, many proteins involved in acquisition and usage of alternative carbon sources were present in elevated amounts in starving cells. Enzymes for fatty acid degradation and proteases and peptidases were also found in higher abundance when cells entered stationary phase. Among the proteins found in lower amounts were many enzymes involved in amino acid and nucleotide synthesis and several NRPS and PKS proteins.
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Affiliation(s)
- Stefan Handtke
- Institute for Microbiology,, University of Greifswald, Greifswald, Germany.,Institute of Marine Biotechnology, Greifswald, Germany
| | - Dirk Albrecht
- Institute for Microbiology,, University of Greifswald, Greifswald, Germany
| | - Andreas Otto
- Institute of Marine Biotechnology, Greifswald, Germany
| | - Dörte Becher
- Institute for Microbiology,, University of Greifswald, Greifswald, Germany.,Institute of Marine Biotechnology, Greifswald, Germany
| | - Michael Hecker
- Institute for Microbiology,, University of Greifswald, Greifswald, Germany.,Institute of Marine Biotechnology, Greifswald, Germany
| | - Birgit Voigt
- Institute for Microbiology,, University of Greifswald, Greifswald, Germany.,Institute of Marine Biotechnology, Greifswald, Germany
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Proteomic Signatures of Clostridium difficile Stressed with Metronidazole, Vancomycin, or Fidaxomicin. Cells 2018; 7:cells7110213. [PMID: 30445773 PMCID: PMC6262375 DOI: 10.3390/cells7110213] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Revised: 11/12/2018] [Accepted: 11/13/2018] [Indexed: 12/12/2022] Open
Abstract
The anaerobic pathogen Clostridium difficile is of growing significance for the health care system due to its increasing incidence and mortality. As C. difficile infection is both supported and treated by antibiotics, a deeper knowledge on how antimicrobial agents affect the physiology of this important pathogen may help to understand and prevent the development and spreading of antibiotic resistant strains. As the proteomic response of a cell to stress aims at counteracting the harmful effects of this stress, it can be expected that the pattern of a pathogen’s responses to antibiotic treatment will be dependent on the antibiotic mechanism of action. Hence, every antibiotic treatment is expected to result in a specific proteomic signature characterizing its mode of action. In the study presented here, the proteomic response of C. difficile 630∆erm to vancomycin, metronidazole, and fidaxomicin stress was investigated on the level of protein abundance and protein synthesis based on 2D PAGE. The quantification of 425 proteins of C. difficile allowed the deduction of proteomic signatures specific for each drug treatment. Indeed, these proteomic signatures indicate very specific cellular responses to each antibiotic with only little overlap of the responses. Whereas signature proteins for vancomycin stress fulfil various cellular functions, the proteomic signature of metronidazole stress is characterized by alterations of proteins involved in protein biosynthesis and protein degradation as well as in DNA replication, recombination, and repair. In contrast, proteins differentially expressed after fidaxomicin treatment can be assigned to amino acid biosynthesis, transcription, cell motility, and the cell envelope functions. Notably, the data provided by this study hint also at so far unknown antibiotic detoxification mechanisms.
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15
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From the genome sequence via the proteome to cell physiology – Pathoproteomics and pathophysiology of Staphylococcus aureus. Int J Med Microbiol 2018; 308:545-557. [DOI: 10.1016/j.ijmm.2018.01.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2017] [Revised: 12/23/2017] [Accepted: 01/02/2018] [Indexed: 02/01/2023] Open
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Kaznadzey A, Shelyakin P, Belousova E, Eremina A, Shvyreva U, Bykova D, Emelianenko V, Korosteleva A, Tutukina M, Gelfand MS. The genes of the sulphoquinovose catabolism in Escherichia coli are also associated with a previously unknown pathway of lactose degradation. Sci Rep 2018; 8:3177. [PMID: 29453395 PMCID: PMC5816610 DOI: 10.1038/s41598-018-21534-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Accepted: 02/06/2018] [Indexed: 12/29/2022] Open
Abstract
Comparative genomics analysis of conserved gene cassettes demonstrated resemblance between a recently described cassette of genes involved in sulphoquinovose degradation in Escherichia coli K-12 MG1655 and a Bacilli cassette linked with lactose degradation. Six genes from both cassettes had similar functions related to carbohydrate metabolism, namely, hydrolase, aldolase, kinase, isomerase, transporter, and transcription factor. The Escherichia coli sulphoglycolysis cassette was thus predicted to be associated with lactose degradation. This prediction was confirmed experimentally: expression of genes coding for aldolase (yihT), isomerase (yihS), and kinase (yihV) was dramatically increased during growth on lactose. These genes were previously shown to be activated during growth on sulphoquinovose, so our observation may indicate multi-functional capabilities of the respective proteins. Transcription starts for yihT, yihV and yihW were mapped in silico, in vitro and in vivo. Out of three promoters for yihT, one was active only during growth on lactose. We further showed that switches in yihT transcription are controlled by YihW, a DeoR-family transcription factor in the Escherichia coli cassette. YihW acted as a carbon source-dependent dual regulator involved in sustaining the baseline growth in the absence of lac-operon, with function either complementary, or opposite to a global regulator of carbohydrate metabolism, cAMP-CRP.
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Affiliation(s)
- Anna Kaznadzey
- A. A. Kharkevich Institute for Information Transmission Problems, RAS, Bolshoy Karetny per. 19, Moscow, 127051, Russia
| | - Pavel Shelyakin
- A. A. Kharkevich Institute for Information Transmission Problems, RAS, Bolshoy Karetny per. 19, Moscow, 127051, Russia
- N. I. Vavilov Institute of General Genetics, RAS, ul. Gubkina 3, Moscow, 119991, Russia
| | - Evgeniya Belousova
- M. V. Lomonosov Moscow State University, Vorobievy Gory 1-73, Moscow, 119991, Russia
| | - Aleksandra Eremina
- The University of Edinburgh, Alexander Crum Brown Rd, Edinburgh, Scotland, EH9 3FF, UK
| | - Uliana Shvyreva
- Institute of Cell Biophysics, RAS, Institutskaya 3, Pushchino, 142290, Russia
| | - Darya Bykova
- M. V. Lomonosov Moscow State University, Vorobievy Gory 1-73, Moscow, 119991, Russia
| | - Vera Emelianenko
- M. V. Lomonosov Moscow State University, Vorobievy Gory 1-73, Moscow, 119991, Russia
| | | | - Maria Tutukina
- Institute of Cell Biophysics, RAS, Institutskaya 3, Pushchino, 142290, Russia.
- Center for Data-Intensive Biomedicine and Biotechnology, Skolkovo Institute of Science and Technology, Moscow, 143028, Russia.
| | - Mikhail S Gelfand
- A. A. Kharkevich Institute for Information Transmission Problems, RAS, Bolshoy Karetny per. 19, Moscow, 127051, Russia
- M. V. Lomonosov Moscow State University, Vorobievy Gory 1-73, Moscow, 119991, Russia
- Center for Data-Intensive Biomedicine and Biotechnology, Skolkovo Institute of Science and Technology, Moscow, 143028, Russia
- Faculty of Computer Science, Higher School of Economics, Kochnovsky pr. 3, Moscow, 125319, Russia
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17
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Kaznadzey A, Shelyakin P, Gelfand MS. Sugar Lego: gene composition of bacterial carbohydrate metabolism genomic loci. Biol Direct 2017; 12:28. [PMID: 29178959 PMCID: PMC5702140 DOI: 10.1186/s13062-017-0200-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Accepted: 11/20/2017] [Indexed: 11/25/2022] Open
Abstract
Background Bacterial carbohydrate metabolism is extremely diverse, since carbohydrates serve as a major energy source and are involved in a variety of cellular processes. Bacterial genes belonging to same metabolic pathway are often co-localized in the chromosome, but it is not a strict rule. Gene co-localization in linked to co-evolution and co-regulation. This study focuses on a large-scale analysis of bacterial genomic loci related to the carbohydrate metabolism. Results We demonstrate that only 53% of 148,000 studied genes from over six hundred bacterial genomes are co-localized in bacterial genomes with other carbohydrate metabolism genes, which points to a significant role of singleton genes. Co-localized genes form cassettes, ranging in size from two to fifteen genes. Two major factors influencing the cassette-forming tendency are gene function and bacterial phylogeny. We have obtained a comprehensive picture of co-localization preferences of genes for nineteen major carbohydrate metabolism functional classes, over two hundred gene orthologous clusters, and thirty bacterial classes, and characterized the cassette variety in size and content among different species, highlighting a significant role of short cassettes. The preference towards co-localization of carbohydrate metabolism genes varies between 40 and 76% for bacterial taxa. Analysis of frequently co-localized genes yielded forty-five significant pairwise links between genes belonging to different functional classes. The number of such links per class range from zero to eight, demonstrating varying preferences of respective genes towards a specific chromosomal neighborhood. Genes from eleven functional classes tend to co-localize with genes from the same class, indicating an important role of clustering of genes with similar functions. At that, in most cases such co-localization does not originate from local duplication events. Conclusions Overall, we describe a complex web formed by evolutionary relationships of bacterial carbohydrate metabolism genes, manifested as co-localization patterns. Reviewers This article was reviewed by Daria V. Dibrova (A.N. Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, Russia), nominated by Armen Mulkidjanian (University of Osnabrück, Germany), Igor Rogozin (NCBI, NLM, NIH, USA) and Yuri Wolf (NCBI, NLM, NIH, USA). Electronic supplementary material The online version of this article (10.1186/s13062-017-0200-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Anna Kaznadzey
- A.A.Kharkevich Institute for Information Transmission Problems, RAS, Bolshoy Karetny per. 19, Moscow, 127051, Russia.
| | - Pavel Shelyakin
- A.A.Kharkevich Institute for Information Transmission Problems, RAS, Bolshoy Karetny per. 19, Moscow, 127051, Russia.,Vavilov Institute of General Genetics, Gubkin 3, Moscow, 119991, Russia
| | - Mikhail S Gelfand
- A.A.Kharkevich Institute for Information Transmission Problems, RAS, Bolshoy Karetny per. 19, Moscow, 127051, Russia.,Center for Data-Intensive Biomedicine and Biotechnology, Skolkovo Institute of Science and Technology, Moscow, 143028, Russia.,Faculty of Computer Science, Higher School of Economics, Kochnovsky pr. 3, Moscow, 125319, Russia.,Faculty of Bioengineering and Bioinformatics, M.V.Lomonosov Moscow State University, Vorobievy Gory 1-73, Moscow, 119991, Russia
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18
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Hentschker C, Dewald C, Otto A, Büttner K, Hecker M, Becher D. Global quantification of phosphoproteins combining metabolic labeling and gel-based proteomics in B. pumilus. Electrophoresis 2017; 39:334-343. [DOI: 10.1002/elps.201700220] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Revised: 08/03/2017] [Accepted: 09/11/2017] [Indexed: 11/09/2022]
Affiliation(s)
- Christian Hentschker
- Department of Microbial Proteomics; Institute for Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Carolin Dewald
- Chair of Materials Science; Otto Schott Institute of Materials Research; Friedrich-Schiller-University Jena; Jena Germany
| | - Andreas Otto
- Department of Microbial Proteomics; Institute for Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Knut Büttner
- Department of Microbial Physiology and Molecular Biology; Institute for Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Michael Hecker
- Department of Microbial Physiology and Molecular Biology; Institute for Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Dörte Becher
- Department of Microbial Proteomics; Institute for Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
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19
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Stability of Proteins Out of Service: the GapB Case of Bacillus subtilis. J Bacteriol 2017; 199:JB.00148-17. [PMID: 28760849 DOI: 10.1128/jb.00148-17] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Accepted: 07/22/2017] [Indexed: 11/20/2022] Open
Abstract
Bacillus subtilis possesses two glyceraldehyde-3-phosphate dehydrogenases with opposite roles, the glycolytic NAD-dependent GapA and the NADP-dependent GapB enzyme, which is exclusively required during gluconeogenesis but not active under conditions promoting glycolysis. We propose that proteins that are no longer needed will be recognized and proteolyzed by Clp proteases and thereby recycled. To test this postulation, we analyzed the stability of the glycolytic enzyme GapA and the gluconeogenetic enzyme GapB in the presence and absence of glucose. It turned out that GapA remained rather stable under both glycolytic and gluconeogenetic conditions. In contrast, the gluconeogenetic enzyme GapB was degraded after a shift from malate to glucose (i.e., from gluconeogenesis to glycolysis), displaying an estimated half-life of approximately 3 h. Comparative in vivo pulse-chase labeling and immunoprecipitation experiments of the wild-type strain and isogenic mutants identified the ATP-dependent ClpCP protease as the enzyme responsible for the degradation of GapB. However, arginine protein phosphorylation, which was recently described as a general tagging mechanism for protein degradation, did not seem to play a role in GapB proteolysis, because GapB was also degraded in a mcsB mutant, lacking arginine kinase, in the same manner as in the wild type.IMPORTANCE GapB, the NADP-dependent glyceraldehyde-3-phosphosphate dehydrogenase, is essential for B. subtilis under gluconeogenetic conditions. However, after a shift to glycolytic conditions, GapB loses its physiological function within the cell and becomes susceptible to degradation, in contrast to GapA, the glycolytic NAD-dependent glyceraldehyde-3-phosphate dehydrogenase, which remains stable under glycolytic and gluconeogenetic conditions. Subsequently, GapB is proteolyzed in a ClpCP-dependent manner. According to our data, the arginine kinase McsB is not involved as adaptor protein in this process. ClpCP appears to be in charge in the removal of inoperable enzymes in B. subtilis, which is a strictly regulated process in which the precise recognition mechanism(s) remains to be identified.
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20
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Muthusamy S, Lundin D, Mamede Branca RM, Baltar F, González JM, Lehtiö J, Pinhassi J. Comparative proteomics reveals signature metabolisms of exponentially growing and stationary phase marine bacteria. Environ Microbiol 2017; 19:2301-2319. [PMID: 28371138 DOI: 10.1111/1462-2920.13725] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2016] [Accepted: 03/05/2017] [Indexed: 11/30/2022]
Abstract
Much of the phenotype of a microorganism consists of its repertoire of metabolisms and how and when its proteins are deployed under different growth conditions. Hence, analyses of protein expression could provide important understanding of how bacteria adapt to different environmental settings. To characterize the flexibility of proteomes of marine bacteria, we investigated protein profiles of three important marine bacterial lineages - Oceanospirillaceae (Neptuniibacter caesariensis strain MED92), Roseobacter (Phaeobacter sp. MED193) and Flavobacteria (Dokdonia sp. MED134) - during transition from exponential to stationary phase. As much as 59-80% of each species' total proteome was expressed. Moreover, all three bacteria profoundly altered their expressed proteomes during growth phase transition, from a dominance of proteins involved in translation to more diverse proteomes, with a striking appearance of enzymes involved in different nutrient-scavenging metabolisms. Whereas the three bacteria shared several overarching metabolic strategies, they differed in important details, including distinct expression patterns of membrane transporters and proteins in carbon and phosphorous metabolism and storage compounds. These differences can be seen as signature metabolisms - metabolisms specific for lineages. These findings suggest that quantitative proteomics can inform about the divergent ecological strategies of marine bacteria in adapting to changes in environmental conditions.
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Affiliation(s)
- Saraladevi Muthusamy
- Centre for Ecology and Evolution in Microbial Model Systems - EEMiS, Linnaeus University, Kalmar, SE-39182, Sweden
| | - Daniel Lundin
- Centre for Ecology and Evolution in Microbial Model Systems - EEMiS, Linnaeus University, Kalmar, SE-39182, Sweden
| | - Rui Miguel Mamede Branca
- Department of Oncology-Pathology, Science for Life Laboratory and Karolinska Institute, Clinical Proteomics Mass Spectrometry, Stockholm, Sweden
| | - Federico Baltar
- Centre for Ecology and Evolution in Microbial Model Systems - EEMiS, Linnaeus University, Kalmar, SE-39182, Sweden.,Department of Marine Science, University of Otago, Dunedin, New Zealand
| | - José M González
- Department of Microbiology, University of La Laguna, La Laguna, ES-38200, Spain
| | - Janne Lehtiö
- Department of Oncology-Pathology, Science for Life Laboratory and Karolinska Institute, Clinical Proteomics Mass Spectrometry, Stockholm, Sweden
| | - Jarone Pinhassi
- Centre for Ecology and Evolution in Microbial Model Systems - EEMiS, Linnaeus University, Kalmar, SE-39182, Sweden
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21
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Zieliński M, Cydzik-Kwiatkowska A, Zielińska M, Dębowski M, Rusanowska P, Kopańska J. Nitrification in Activated Sludge Exposed to Static Magnetic Field. WATER, AIR, AND SOIL POLLUTION 2017; 228:126. [PMID: 28316352 PMCID: PMC5339327 DOI: 10.1007/s11270-017-3316-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2016] [Accepted: 02/24/2017] [Indexed: 05/13/2023]
Abstract
The study investigated wastewater treatment in an aerobic reactor with activated sludge exposed to static magnetic field (SMF) with mean induction of 8.1 mT. The efficiency of chemical oxygen demand removal was about 90% in a control reactor and an SMF-exposed reactor. Although the nitrification efficiency was higher than 95% in both reactors, the activity of ammonia-oxidizing bacteria was higher in the SMF-exposed reactor. This resulted in shortening of nitrification time to 4 h compared to 8 h in the control reactor. Higher number of ammonia-oxidizing bacteria in the SMF-exposed reactor might result from increased oxygen penetration into the liquid exposed to SMF, which favored growth of these bacteria. The results indicate that SMF enhanced nitrification, the most sensitive process from the biological nitrogen transformations. SMF influenced the overall biomass content that was 14% higher in the SMF-exposed reactor than in the control reactor.
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Affiliation(s)
- Marcin Zieliński
- Department of Environment Engineering, University of Warmia and Mazury in Olsztyn, Warszawska 117, 10-720 Olsztyn, Poland
| | - Agnieszka Cydzik-Kwiatkowska
- Department of Environmental Biotechnology, University of Warmia and Mazury in Olsztyn, Słonczena 45G, 10-709 Olsztyn, Poland
| | - Magdalena Zielińska
- Department of Environmental Biotechnology, University of Warmia and Mazury in Olsztyn, Słonczena 45G, 10-709 Olsztyn, Poland
| | - Marcin Dębowski
- Department of Environment Engineering, University of Warmia and Mazury in Olsztyn, Warszawska 117, 10-720 Olsztyn, Poland
| | - Paulina Rusanowska
- Department of Environment Engineering, University of Warmia and Mazury in Olsztyn, Warszawska 117, 10-720 Olsztyn, Poland
| | - Joanna Kopańska
- Department of Environment Engineering, University of Warmia and Mazury in Olsztyn, Warszawska 117, 10-720 Olsztyn, Poland
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22
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Song Y, Nikoloff JM, Fu G, Chen J, Li Q, Xie N, Zheng P, Sun J, Zhang D. Promoter Screening from Bacillus subtilis in Various Conditions Hunting for Synthetic Biology and Industrial Applications. PLoS One 2016; 11:e0158447. [PMID: 27380260 PMCID: PMC4933340 DOI: 10.1371/journal.pone.0158447] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2016] [Accepted: 06/16/2016] [Indexed: 11/24/2022] Open
Abstract
The use of Bacillus subtilis in synthetic biology and metabolic engineering is highly desirable to take advantage of the unique metabolic pathways present in this organism. To do this, an evaluation of B. subtilis’ intrinsic biological parts is required to determine the best strategies to accurately regulate metabolic circuits and expression of target proteins. The strengths of promoter candidates were evaluated by measuring relative fluorescence units of a green fluorescent protein reporter, integrated into B. subtilis’ chromosome. A total of 84 predicted promoter sequences located upstream of different classes of proteins including heat shock proteins, cell-envelope proteins, and proteins resistant against toxic metals (based on similarity) and other kinds of genes were tested. The expression levels measured ranged from 0.0023 to 4.53-fold of the activity of the well-characterized strong promoter P43. No significant shifts were observed when strains, carrying different promoter candidates, were cultured at high temperature or in media with ethanol, but some strains showed increased activity when cultured under high osmotic pressure. Randomly selected promoter candidates were tested and found to activate transcription of thermostable β-galactosidase (bgaB) at a similar level, implying the ability of these sequences to function as promoter elements in multiple genetic contexts. In addition, selected promoters elevated the final production of both cytoplasmic bgaB and secreted protein α-amylase to about fourfold and twofold, respectively. The generated data allows a deeper understanding of B. subtilis’ metabolism and will facilitate future work to develop this organism for synthetic biology.
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Affiliation(s)
- Yafeng Song
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Jonas M Nikoloff
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Gang Fu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Jingqi Chen
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Qinggang Li
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Nengzhong Xie
- National Engineering Research Center for Non-food Biorefinery, State Key Laboratory of Non-food Biomass Energy and Enzyme Technology, Nanning 5300074, P. R. China
- Guangxi Biomass Industrialization Engineering Institute, Guangxi Academy of Sciences, Nanning 530007, P. R. China
| | - Ping Zheng
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Jibin Sun
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
| | - Dawei Zhang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, P. R. China
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23
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Soufi B, Krug K, Harst A, Macek B. Characterization of the E. coli proteome and its modifications during growth and ethanol stress. Front Microbiol 2015; 6:103. [PMID: 25741329 PMCID: PMC4332353 DOI: 10.3389/fmicb.2015.00103] [Citation(s) in RCA: 95] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2014] [Accepted: 01/27/2015] [Indexed: 12/31/2022] Open
Abstract
We set out to provide a resource to the microbiology community especially with respect to systems biology based endeavors. To this end, we generated a comprehensive dataset monitoring the changes in protein expression, copy number, and post translational modifications in a systematic fashion during growth and ethanol stress in E. coli. We utilized high-resolution mass spectrometry (MS) combined with the Super-SILAC approach. In a single experiment, we have identified over 2300 proteins, which represent approximately 88% of the estimated expressed proteome of E. coli and estimated protein copy numbers using the Intensity Based Absolute Quantitation (iBAQ). The dynamic range of protein expression spanned up to six orders of magnitude, with the highest protein copy per cell estimated at approximately 300,000. We focused on the proteome dynamics involved during stationary phase growth. A global up-regulation of proteins related to stress response was detected in later stages of growth. We observed the down-regulation of the methyl directed mismatch repair system containing MutS and MutL of E. coli growing in long term growth cultures, confirming that higher incidence of mutations presents an important mechanism in the increase in genetic diversity and stationary phase survival in E. coli. During ethanol stress, known markers such as alcohol dehydrogenase and aldehyde dehydrogenase were induced, further validating the dataset. Finally, we performed unbiased protein modification detection and revealed changes of many known and unknown protein modifications in both experimental conditions. Data are available via ProteomeXchange with identifier PXD001648.
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Affiliation(s)
- Boumediene Soufi
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
| | - Karsten Krug
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
| | - Andreas Harst
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
| | - Boris Macek
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
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24
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Soufi B, Krug K, Harst A, Macek B. Characterization of the E. coli proteome and its modifications during growth and ethanol stress. Front Microbiol 2015. [PMID: 25741329 DOI: 10.3389/fpls.2018.0103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/03/2023] Open
Abstract
We set out to provide a resource to the microbiology community especially with respect to systems biology based endeavors. To this end, we generated a comprehensive dataset monitoring the changes in protein expression, copy number, and post translational modifications in a systematic fashion during growth and ethanol stress in E. coli. We utilized high-resolution mass spectrometry (MS) combined with the Super-SILAC approach. In a single experiment, we have identified over 2300 proteins, which represent approximately 88% of the estimated expressed proteome of E. coli and estimated protein copy numbers using the Intensity Based Absolute Quantitation (iBAQ). The dynamic range of protein expression spanned up to six orders of magnitude, with the highest protein copy per cell estimated at approximately 300,000. We focused on the proteome dynamics involved during stationary phase growth. A global up-regulation of proteins related to stress response was detected in later stages of growth. We observed the down-regulation of the methyl directed mismatch repair system containing MutS and MutL of E. coli growing in long term growth cultures, confirming that higher incidence of mutations presents an important mechanism in the increase in genetic diversity and stationary phase survival in E. coli. During ethanol stress, known markers such as alcohol dehydrogenase and aldehyde dehydrogenase were induced, further validating the dataset. Finally, we performed unbiased protein modification detection and revealed changes of many known and unknown protein modifications in both experimental conditions. Data are available via ProteomeXchange with identifier PXD001648.
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Affiliation(s)
- Boumediene Soufi
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
| | - Karsten Krug
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
| | - Andreas Harst
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
| | - Boris Macek
- Proteome Center Tuebingen, University of Tuebingen Tuebingen, Germany
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25
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Overkamp W, Ercan O, Herber M, van Maris AJA, Kleerebezem M, Kuipers OP. Physiological and cell morphology adaptation of Bacillus subtilis at near-zero specific growth rates: a transcriptome analysis. Environ Microbiol 2014; 17:346-63. [PMID: 25367190 DOI: 10.1111/1462-2920.12676] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2014] [Revised: 10/10/2014] [Accepted: 10/16/2014] [Indexed: 11/27/2022]
Abstract
Nutrient scarcity is a common condition in nature, but the resulting extremely low growth rates (below 0.025 h(-1) ) are an unexplored research area in Bacillus subtilis. To understand microbial life in natural environments, studying the adaptation of B. subtilis to near-zero growth conditions is relevant. To this end, a chemostat modified for culturing an asporogenous B. subtilis sigF mutant strain at extremely low growth rates (also named a retentostat) was set up, and biomass accumulation, culture viability, metabolite production and cell morphology were analysed. During retentostat culturing, the specific growth rate decreased to a minimum of 0.00006 h(-1) , corresponding to a doubling time of 470 days. The energy distribution between growth and maintenance-related processes showed that a state of near-zero growth was reached. Remarkably, a filamentous cell morphology emerged, suggesting that cell separation is impaired under near-zero growth conditions. To evaluate the corresponding molecular adaptations to extremely low specific growth, transcriptome changes were analysed. These revealed that cellular responses to near-zero growth conditions share several similarities with those of cells during the stationary phase of batch growth. However, fundamental differences between these two non-growing states are apparent by their high viability and absence of stationary phase mutagenesis under near-zero growth conditions.
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Affiliation(s)
- Wout Overkamp
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG, Groningen, The Netherlands; Kluyver Centre for Genomics of Industrial Fermentation, P.O. Box 5057, 2600 GA, Delft, The Netherlands
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26
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Maaβ S, Wachlin G, Bernhardt J, Eymann C, Fromion V, Riedel K, Becher D, Hecker M. Highly precise quantification of protein molecules per cell during stress and starvation responses in Bacillus subtilis. Mol Cell Proteomics 2014; 13:2260-76. [PMID: 24878497 PMCID: PMC4159648 DOI: 10.1074/mcp.m113.035741] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2013] [Revised: 05/02/2014] [Indexed: 11/06/2022] Open
Abstract
Systems biology based on high quality absolute quantification data, which are mandatory for the simulation of biological processes, successively becomes important for life sciences. We provide protein concentrations on the level of molecules per cell for more than 700 cytosolic proteins of the Gram-positive model bacterium Bacillus subtilis during adaptation to changing growth conditions. As glucose starvation and heat stress are typical challenges in B. subtilis' natural environment and induce both, specific and general stress and starvation proteins, these conditions were selected as models for starvation and stress responses. Analyzing samples from numerous time points along the bacterial growth curve yielded reliable and physiologically relevant data suitable for modeling of cellular regulation under altered growth conditions. The analysis of the adaptational processes based on protein molecules per cell revealed stress-specific modulation of general adaptive responses in terms of protein amount and proteome composition. Furthermore, analysis of protein repartition during glucose starvation showed that biomass seems to be redistributed from proteins involved in amino acid biosynthesis to enzymes of the central carbon metabolism. In contrast, during heat stress most resources of the cell, namely those from amino acid synthetic pathways, are used to increase the amount of chaperones and proteases. Analysis of dynamical aspects of protein synthesis during heat stress adaptation revealed, that these proteins make up almost 30% of the protein mass accumulated during early phases of this stress.
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Affiliation(s)
- Sandra Maaβ
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
| | - Gerhild Wachlin
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
| | - Jörg Bernhardt
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
| | - Christine Eymann
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
| | - Vincent Fromion
- §INRA, Mathématique Informatique et Génome UR1077, 78350 Jouy-en-Josas, France
| | - Katharina Riedel
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
| | - Dörte Becher
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany;
| | - Michael Hecker
- From the ‡Institute for Microbiology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
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Ser/Thr/Tyr phosphoproteome characterization of Acinetobacter baumannii: Comparison between a reference strain and a highly invasive multidrug-resistant clinical isolate. J Proteomics 2014; 102:113-24. [DOI: 10.1016/j.jprot.2014.03.009] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2013] [Revised: 02/18/2014] [Accepted: 03/09/2014] [Indexed: 11/22/2022]
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Kohlstedt M, Sappa PK, Meyer H, Maaß S, Zaprasis A, Hoffmann T, Becker J, Steil L, Hecker M, van Dijl JM, Lalk M, Mäder U, Stülke J, Bremer E, Völker U, Wittmann C. Adaptation ofBacillus subtiliscarbon core metabolism to simultaneous nutrient limitation and osmotic challenge: a multi-omics perspective. Environ Microbiol 2014; 16:1898-917. [DOI: 10.1111/1462-2920.12438] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2013] [Accepted: 02/18/2014] [Indexed: 01/24/2023]
Affiliation(s)
- Michael Kohlstedt
- Institute of Systems Biotechnology; Saarland University; Campus A1 5 66123 Saarbrücken Germany
- Institute of Biochemical Engineering; Braunschweig University of Technology; Braunschweig Germany
| | - Praveen K. Sappa
- Interfaculty Institute of Genetics and Functional Genomics; Department Functional Genomics; University Medicine Greifswald; Germany
| | - Hanna Meyer
- Institutes of Biochemistry; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Sandra Maaß
- Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Adrienne Zaprasis
- Department of Biology; Laboratory of Microbiology; Philipps-University Marburg; Marburg Germany
| | - Tamara Hoffmann
- Department of Biology; Laboratory of Microbiology; Philipps-University Marburg; Marburg Germany
| | - Judith Becker
- Institute of Systems Biotechnology; Saarland University; Campus A1 5 66123 Saarbrücken Germany
- Institute of Biochemical Engineering; Braunschweig University of Technology; Braunschweig Germany
| | - Leif Steil
- Interfaculty Institute of Genetics and Functional Genomics; Department Functional Genomics; University Medicine Greifswald; Germany
| | - Michael Hecker
- Microbiology; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Jan Maarten van Dijl
- Department of Medical Microbiology; University of Groningen; University Medical Center Groningen; Groningen The Netherlands
| | - Michael Lalk
- Institutes of Biochemistry; Ernst-Moritz-Arndt-University Greifswald; Greifswald Germany
| | - Ulrike Mäder
- Interfaculty Institute of Genetics and Functional Genomics; Department Functional Genomics; University Medicine Greifswald; Germany
| | - Jörg Stülke
- Department for General Microbiology; Georg-August-University Göttingen; Göttingen Germany
| | - Erhard Bremer
- Department of Biology; Laboratory of Microbiology; Philipps-University Marburg; Marburg Germany
| | - Uwe Völker
- Interfaculty Institute of Genetics and Functional Genomics; Department Functional Genomics; University Medicine Greifswald; Germany
| | - Christoph Wittmann
- Institute of Systems Biotechnology; Saarland University; Campus A1 5 66123 Saarbrücken Germany
- Institute of Biochemical Engineering; Braunschweig University of Technology; Braunschweig Germany
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Antelmann H, Hecker M, Zuber P. Proteomic signatures uncover thiol-specific electrophile resistance mechanisms inBacillus subtilis. Expert Rev Proteomics 2014; 5:77-90. [DOI: 10.1586/14789450.5.1.77] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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31
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Pförtner H, Wagner J, Surmann K, Hildebrandt P, Ernst S, Bernhardt J, Schurmann C, Gutjahr M, Depke M, Jehmlich U, Dhople V, Hammer E, Steil L, Völker U, Schmidt F. A proteomics workflow for quantitative and time-resolved analysis of adaptation reactions of internalized bacteria. Methods 2013; 61:244-50. [DOI: 10.1016/j.ymeth.2013.04.009] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2012] [Revised: 03/21/2013] [Accepted: 04/13/2013] [Indexed: 01/01/2023] Open
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Soares NC, Spät P, Krug K, Macek B. Global dynamics of the Escherichia coli proteome and phosphoproteome during growth in minimal medium. J Proteome Res 2013; 12:2611-21. [PMID: 23590516 DOI: 10.1021/pr3011843] [Citation(s) in RCA: 88] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Recent phosphoproteomics studies have generated relatively large data sets of bacterial proteins phosphorylated on serine, threonine, and tyrosine, implicating this type of phosphorylation in the regulation of vital processes of a bacterial cell; however, most phosphoproteomics studies in bacteria were so far qualitative. Here we applied stable isotope labeling by amino acids in cell culture (SILAC) to perform a quantitative analysis of proteome and phosphoproteome dynamics of Escherichia coli during five distinct phases of growth in the minimal medium. Combining two triple-SILAC experiments, we detected a total of 2118 proteins and quantified relative dynamics of 1984 proteins in all measured phases of growth, including 570 proteins associated with cell wall and membrane. In the phosphoproteomic experiment, we detected 150 Ser/Thr/Tyr phosphorylation events, of which 108 were localized to a specific amino acid residue and 76 were quantified in all phases of growth. Clustering analysis of SILAC ratios revealed distinct sets of coregulated proteins for each analyzed phase of growth and overrepresentation of membrane proteins in transition between exponential and stationary phases. The proteomics data indicated that proteins related to stress response typically associated with the stationary phase, including RpoS-dependent proteins, had increasing levels already during earlier phases of growth. Application of SILAC enabled us to measure median occupancies of phosphorylation sites, which were generally low (<12%). Interestingly, the phosphoproteome analysis showed a global increase of protein phosphorylation levels in the late stationary phase, pointing to a likely role of this modification in later phases of growth.
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Schiefer A, Vollmer J, Lämmer C, Specht S, Lentz C, Ruebsamen-Schaeff H, Brötz-Oesterhelt H, Hoerauf A, Pfarr K. The ClpP peptidase of Wolbachia endobacteria is a novel target for drug development against filarial infections. J Antimicrob Chemother 2013; 68:1790-800. [PMID: 23584755 DOI: 10.1093/jac/dkt105] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Filarial infections causing lymphatic filariasis or onchocerciasis (river blindness) can be treated with antibiotics (e.g. doxycycline) targeting the essential endosymbiotic Wolbachia bacteria. The depletion of Wolbachia inhibits worm development and causes worm death. Available antibiotics have restrictions for use in children and pregnant or breastfeeding women. Therefore, alternative antibiotics are needed that can be given to all members of the population and that are active with a shorter therapy time. Antibiotics of the acyldepsipeptide class have been shown to inhibit the growth of bacteria by overactivating the peptidase ClpP. The novel mode of action of this class of antibiotics could lead to faster killing of intracellular bacteria. OBJECTIVES To characterize acyldepsipeptide activity against the Wolbachia ClpP. METHODS The activity of acyldepsipeptides was investigated against Wolbachia in vitro in insect cells and also against worms in culture. In addition, structural effects were investigated by fluorescence microscopy and electron microscopy. The activity of ClpP was also investigated in vitro. RESULTS We show that acyldepsipeptides are active against recombinant Wolbachia ClpP and endobacteria resident within insect cells in vitro, and some derivatives were also active against filarial worms in culture. As a consequence of treatment, the worms became immotile and died, the latter confirmed by a viability assay. CONCLUSIONS The mode of action of the acyldepsipeptides in Wolbachia is the dysregulation of ClpP, causing the uncontrolled degradation of proteins, including the cell division protein FtsZ. Our results demonstrate that wolbachial ClpP is a target for further antifilarial antibiotic discovery.
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Affiliation(s)
- Andrea Schiefer
- Institute for Medical Microbiology, Immunology and Parasitology, University of Bonn Medical Center, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
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Williams BS, Isokpehi RD, Mbah AN, Hollman AL, Bernard CO, Simmons SS, Ayensu WK, Garner BL. Functional Annotation Analytics of Bacillus Genomes Reveals Stress Responsive Acetate Utilization and Sulfate Uptake in the Biotechnologically Relevant Bacillus megaterium. Bioinform Biol Insights 2012; 6:275-86. [PMID: 23226010 PMCID: PMC3511254 DOI: 10.4137/bbi.s7977] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Bacillus species form an heterogeneous group of Gram-positive bacteria that include members that are disease-causing, biotechnologically-relevant, and can serve as biological research tools. A common feature of Bacillus species is their ability to survive in harsh environmental conditions by formation of resistant endospores. Genes encoding the universal stress protein (USP) domain confer cellular and organismal survival during unfavorable conditions such as nutrient depletion. As of February 2012, the genome sequences and a variety of functional annotations for at least 123 Bacillus isolates including 45 Bacillus cereus isolates were available in public domain bioinformatics resources. Additionally, the genome sequencing status of 10 of the B. cereus isolates were annotated as finished with each genome encoded 3 USP genes. The conservation of gene neighborhood of the 140 aa universal stress protein in the B. cereus genomes led to the identification of a predicted plasmid-encoded transcriptional unit that includes a USP gene and a sulfate uptake gene in the soil-inhabiting Bacillus megaterium. Gene neighborhood analysis combined with visual analytics of chemical ligand binding sites data provided knowledge-building biological insights on possible cellular functions of B. megaterium universal stress proteins. These functions include sulfate and potassium uptake, acid extrusion, cellular energy-level sensing, survival in high oxygen conditions and acetate utilization. Of particular interest was a two-gene transcriptional unit that consisted of genes for a universal stress protein and a sirtuin Sir2 (deacetylase enzyme for NAD+-dependent acetate utilization). The predicted transcriptional units for stress responsive inorganic sulfate uptake and acetate utilization could explain biological mechanisms for survival of soil-inhabiting Bacillus species in sulfate and acetate limiting conditions. Considering the key role of sirtuins in mammalian physiology additional research on the USP-Sir2 transcriptional unit of B. megaterium could help explain mammalian acetate metabolism in glucose-limiting conditions such as caloric restriction. Finally, the deep-rooted position of B. megaterium in the phylogeny of Bacillus species makes the investigation of the functional coupling acetate utilization and stress response compelling.
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Affiliation(s)
- Baraka S Williams
- Center for Bioinformatics and Computational Biology, Department of Biology, Jackson State University, Jackson, MS, USA. ; Department of Biology, Division of Natural Science, Tougaloo College, 500 West County Line Road, Tougaloo, MS, USA
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de Jong IG, Veening JW, Kuipers OP. Single cell analysis of gene expression patterns during carbon starvation in Bacillus subtilis reveals large phenotypic variation. Environ Microbiol 2012; 14:3110-21. [PMID: 23033921 DOI: 10.1111/j.1462-2920.2012.02892.x] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2012] [Revised: 08/30/2012] [Accepted: 09/02/2012] [Indexed: 11/30/2022]
Abstract
How cells dynamically respond to fluctuating environmental conditions depends on the architecture and noise of the underlying genetic circuits. Most work characterizing stress pathways in the model bacterium Bacillus subtilis has been performed on bulk cultures using ensemble assays. However, investigating the single cell response to stress is important since noise might generate significant phenotypic heterogeneity. Here, we study the stress response to carbon source starvation and compare both population and single cell data. Using a top-down approach, we investigate the transcriptional dynamics of various stress-related genes of B. subtilis in response to carbon source starvation and to increased cell density. Our data reveal that most of the tested gene-regulatory networks respond highly heterogeneously to starvation and cells show a large degree of variation in gene expression. The level of highly dynamic diversification within B. subtilis populations under changing environments reflects the necessity to study cells at the single cell level.
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Affiliation(s)
- Imke G de Jong
- Molecular Genetics Group, Groningen Biomolecular Sciences and Biotechnology Institute, Centre for Synthetic Biology, University of Groningen, Nijenborgh 7, 9747, AG, Groningen, The Netherlands
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36
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Proteomic analysis of survival of Rhodococcus jostii RHA1 during carbon starvation. Appl Environ Microbiol 2012; 78:6714-25. [PMID: 22798368 DOI: 10.1128/aem.01293-12] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Rhodococcus jostii RHA1, a catabolically diverse soil actinomycete, is highly resistant to long-term nutrient starvation. After 2 years of carbon starvation, 10% of the bacterial culture remained viable. To study the molecular basis of such resistance, we monitored the abundance of about 1,600 cytosolic proteins during a 2-week period of carbon source (benzoate) starvation. Hierarchical cluster analysis elucidated 17 major protein clusters and showed that most changes occurred during transition to stationary phase. We identified 196 proteins. A decrease in benzoate catabolic enzymes correlated with benzoate depletion, as did induction of catabolism of alternative substrates, both endogenous (lipids, carbohydrates, and proteins) and exogenous. Thus, we detected a transient 5-fold abundance increase for phthalate, phthalate ester, biphenyl, and ethyl benzene catabolic enzymes, which coincided with at least 4-fold increases in phthalate and biphenyl catabolic activities. Stationary-phase cells demonstrated an ∼250-fold increase in carbon monoxide dehydrogenase (CODH) concurrent with a 130-fold increase in CODH activity, suggesting a switch to CO or CO(2) utilization. We observed two phases of stress response: an initial response occurred during the transition to stationary phase, and a second response occurred after the cells had attained stationary phase. Although SigG synthesis was induced during starvation, a ΔsigG deletion mutant showed only minor changes in cell survival. Stationary-phase cells underwent reductive cell division. The extreme capacity of RHA1 to survive starvation does not appear to involve novel mechanisms; rather, it seems to be due to the coordinated combination of earlier-described mechanisms.
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37
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Time-resolved transcriptomics and bioinformatic analyses reveal intrinsic stress responses during batch culture of Bacillus subtilis. PLoS One 2011; 6:e27160. [PMID: 22087258 PMCID: PMC3210768 DOI: 10.1371/journal.pone.0027160] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2011] [Accepted: 10/11/2011] [Indexed: 12/15/2022] Open
Abstract
We have determined the time-resolved transcriptome of the model gram-positive organism B. subtilis during growth in a batch fermentor on rich medium. DNA microarrays were used to monitor gene transcription using 10-minute intervals at 40 consecutive time points. From the growth curve and analysis of all gene expression levels, we identified 4 distinct growth phases and one clear transition point: a lag phase, an exponential growth phase, the transition point and the very clearly separated early and late stationary growth phases. The gene expression profiles suggest the occurrence of stress responses at specific times although no external stresses were applied. The first one is a small induction of the SigB regulon that occurs at the transition point. Remarkably, a very strong response is observed for the SigW regulon, which is highly upregulated at the onset of the late stationary phase. Bioinformatic analyses that were performed on our data set suggest several novel putative motifs for regulator binding. In addition, the expression profiles of several genes appeared to correlate with the oxygen concentration. This data set of the expression profiles of all B. subtilis genes during the entire growth curve on rich medium constitutes a rich repository that can be further mined by the scientific community.
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38
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Unadapted and adapted to starvation Acholeplasma laidlawii cells induce different responses of Oryza sativa, as determined by proteome analysis. J Proteomics 2011; 74:2920-36. [DOI: 10.1016/j.jprot.2011.07.016] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2011] [Revised: 07/11/2011] [Accepted: 07/15/2011] [Indexed: 12/26/2022]
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39
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Chernov VM, Chernova OA, Baranova NB, Gorshkov OV, Medvedeva ES, Shaymardanova GF. Mycoplasma adaptation to stress conditions: Proteome shift in Mycoplasma hominis PG37 in response to starvation and low temperatures. Mol Biol 2011. [DOI: 10.1134/s0026893311050037] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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40
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Schweder T. Bioprocess monitoring by marker gene analysis. Biotechnol J 2011; 6:926-33. [PMID: 21786424 DOI: 10.1002/biot.201100248] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2011] [Revised: 06/28/2011] [Accepted: 06/29/2011] [Indexed: 11/11/2022]
Abstract
The optimization and the scale up of industrial fermentation processes require an efficient and possibly comprehensive analysis of the physiology of the production system throughout the process development. Furthermore, to ensure a good quality control of established bioprocesses, on-line analysis techniques for the determination of marker gene expression are of interest to monitor the productivity and the safety of bioprocesses. A prerequisite for such analyses is the knowledge of genes, the expression of which is critical either for the productivity or for the performance of the bioprocess. This work reviews marker genes that are specific indicators for stress- and nutrient-limitation conditions or for the physiological status of the bacterial production hosts Bacillus subtilis, Bacillus licheniformis and Escherichia coli. The suitability of existing gene expression analysis techniques for bioprocess monitoring is discussed. Analytical approaches that enable a robust and sensitive determination of selected marker mRNAs or proteins are presented.
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Affiliation(s)
- Thomas Schweder
- Institute of Pharmacy, Ernst-Moritz-Arndt-University, Greifswald, Germany.
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41
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Systems-wide temporal proteomic profiling in glucose-starved Bacillus subtilis. Nat Commun 2011; 1:137. [PMID: 21266987 PMCID: PMC3105300 DOI: 10.1038/ncomms1137] [Citation(s) in RCA: 140] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2010] [Accepted: 11/15/2010] [Indexed: 01/07/2023] Open
Abstract
Functional genomics of the Gram-positive model organism Bacillus subtilis reveals valuable insights into basic concepts of cell physiology. In this study, we monitor temporal changes in the proteome, transcriptome and extracellular metabolome of B. subtilis caused by glucose starvation. For proteomic profiling, a combination of in vivo metabolic labelling and shotgun mass spectrometric analysis was carried out for five different proteomic subfractions (cytosolic, integral membrane, membrane, surface and extracellular proteome fraction), leading to the identification of ∼52% of the predicted proteome of B. subtilis. Quantitative proteomic and corresponding transcriptomic data were analysed with Voronoi treemaps linking functional classification and relative expression changes of gene products according to their fate in the stationary phase. The obtained data comprise the first comprehensive profiling of changes in the membrane subfraction and allow in-depth analysis of major physiological processes, including monitoring of protein degradation. Identifying the transcripts and proteins that fluctuate in response to stimuli provides important information for understanding cell physiology. In this study, 52% of the Bacillus subtilis predicted proteome is identified following glucose starvation, revealing further insight into protein dynamics at a global scale.
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42
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From the genome sequence to the protein inventory of Bacillus subtilis. Proteomics 2011; 11:2971-80. [DOI: 10.1002/pmic.201100090] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2011] [Revised: 04/07/2011] [Accepted: 04/20/2011] [Indexed: 12/12/2022]
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43
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Fuchs S, Mehlan H, Kusch H, Teumer A, Zühlke D, Berth M, Wolf C, Dandekar T, Hecker M, Engelmann S, Bernhardt J. Protecs, a comprehensive and powerful storage and analysis system for OMICS data, applied for profiling the anaerobiosis response of Staphylococcus aureus
COL. Proteomics 2010; 10:2982-3000. [DOI: 10.1002/pmic.200900388] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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44
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Soufi B, Kumar C, Gnad F, Mann M, Mijakovic I, Macek B. Stable Isotope Labeling by Amino Acids in Cell Culture (SILAC) Applied to Quantitative Proteomics of Bacillus subtilis. J Proteome Res 2010; 9:3638-46. [DOI: 10.1021/pr100150w] [Citation(s) in RCA: 93] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Boumediene Soufi
- Max Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany, Center for Biological Sequence Analysis, Technical University of Denmark, 2800 Lyngby, Denmark, Micalis, AgroParisTech-INRA, Domaine de Vilvert, 78352 Jouy-en-Josas, France, and Proteome Center Tuebingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany
| | - Chanchal Kumar
- Max Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany, Center for Biological Sequence Analysis, Technical University of Denmark, 2800 Lyngby, Denmark, Micalis, AgroParisTech-INRA, Domaine de Vilvert, 78352 Jouy-en-Josas, France, and Proteome Center Tuebingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany
| | - Florian Gnad
- Max Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany, Center for Biological Sequence Analysis, Technical University of Denmark, 2800 Lyngby, Denmark, Micalis, AgroParisTech-INRA, Domaine de Vilvert, 78352 Jouy-en-Josas, France, and Proteome Center Tuebingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany
| | - Matthias Mann
- Max Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany, Center for Biological Sequence Analysis, Technical University of Denmark, 2800 Lyngby, Denmark, Micalis, AgroParisTech-INRA, Domaine de Vilvert, 78352 Jouy-en-Josas, France, and Proteome Center Tuebingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany
| | - Ivan Mijakovic
- Max Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany, Center for Biological Sequence Analysis, Technical University of Denmark, 2800 Lyngby, Denmark, Micalis, AgroParisTech-INRA, Domaine de Vilvert, 78352 Jouy-en-Josas, France, and Proteome Center Tuebingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany
| | - Boris Macek
- Max Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany, Center for Biological Sequence Analysis, Technical University of Denmark, 2800 Lyngby, Denmark, Micalis, AgroParisTech-INRA, Domaine de Vilvert, 78352 Jouy-en-Josas, France, and Proteome Center Tuebingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany
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Muropeptide rescue in Bacillus subtilis involves sequential hydrolysis by beta-N-acetylglucosaminidase and N-acetylmuramyl-L-alanine amidase. J Bacteriol 2010; 192:3132-43. [PMID: 20400549 DOI: 10.1128/jb.01256-09] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
We identified a pathway in Bacillus subtilis that is used for recovery of N-acetylglucosamine (GlcNAc)-N-acetylmuramic acid (MurNAc) peptides (muropeptides) derived from the peptidoglycan of the cell wall. This pathway is encoded by a cluster of six genes, the first three of which are orthologs of Escherichia coli genes involved in N-acetylmuramic acid dissimilation and encode a MurNAc-6-phosphate etherase (MurQ), a MurNAc-6-phosphate-specific transcriptional regulator (MurR), and a MurNAc-specific phosphotransferase system (MurP). Here we characterized two other genes of this cluster. The first gene was shown to encode a cell wall-associated beta-N-acetylglucosaminidase (NagZ, formerly YbbD) that cleaves the terminal nonreducing N-acetylglucosamine of muropeptides and also accepts chromogenic or fluorogenic beta-N-acetylglucosaminides. The second gene was shown to encode an amidase (AmiE, formerly YbbE) that hydrolyzes the N-acetylmuramyl-L-Ala bond of MurNAc peptides but not this bond of muropeptides. Hence, AmiE requires NagZ, and in conjunction these enzymes liberate MurNAc by sequential hydrolysis of muropeptides. NagZ expression was induced at late exponential phase, and it was 6-fold higher in stationary phase. NagZ is noncovalently associated with lysozyme-degradable particulate material and can be released from it with salt. A nagZ mutant accumulates muropeptides in the spent medium and displays a lytic phenotype in late stationary phase. The evidence for a muropeptide catabolic pathway presented here is the first evidence for cell wall recovery in a Gram-positive organism, and this pathway is distinct from the cell wall recycling pathway of E. coli and other Gram-negative bacteria.
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Proteome of Gluconacetobacter diazotrophicus co-cultivated with sugarcane plantlets. J Proteomics 2009; 73:917-31. [PMID: 20026003 DOI: 10.1016/j.jprot.2009.12.005] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2009] [Revised: 11/04/2009] [Accepted: 12/08/2009] [Indexed: 11/20/2022]
Abstract
Gluconacetobacter diazotrophicus is a micro-aerobic bacterium able to fix atmospheric nitrogen in endophytic mode. A proteomic approach was used to analyze proteins differentially expressed in the presence and absence of sugarcane plantlets. Two-dimensional gel electrophoresis (2-DE) showed 42 spots with altered levels of expression. Analysis of these spots by matrix-assisted laser desorption ionization time-of-flight in tandem (MALDI-TOF-TOF) identified 38 proteins. Differentially expressed proteins were associated with carbohydrate and energy metabolism, folding, sorting and degradation processes, and transcription and translation. Among proteins expressed in co-cultivated bacteria, four belong to membrane systems; others, like a transcription elongation factor (GreA), a 60 kDa chaperonin (GroEL), and an outer membrane lipoprotein (Omp16) have also been described in other plant-bacteria associations, indicating a common protein expression pattern as a result of symbiosis. A high protein content of 60kDa chaperonin isoforms was detected as non-differentially expressed proteins of the bacteria proteome. These results allow the assessment of the physiological significance of specific proteins to G. diazotrophicus metabolism and to the pathways involved in bacteria-host endophytic interaction.
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47
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Zech H, Thole S, Schreiber K, Kalhöfer D, Voget S, Brinkhoff T, Simon M, Schomburg D, Rabus R. Growth phase-dependent global protein and metabolite profiles of Phaeobacter gallaeciensis strain DSM 17395, a member of the marine Roseobacter-clade. Proteomics 2009; 9:3677-97. [PMID: 19639587 DOI: 10.1002/pmic.200900120] [Citation(s) in RCA: 83] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The marine heterotrophic roseobacter Phaeobacter gallaeciensis DSM 17395 was grown with glucose in defined mineral medium. Relative abundance changes of global protein (2-D DIGE) and metabolite (GC-MS) profiles were determined across five different time points of growth. In total, 215 proteins were identified and 147 metabolites detected (101 structurally identified), among which 60 proteins and 87 metabolites displayed changed abundances upon entry into stationary growth phase. Glucose breakdown to pyruvate apparently proceeds via the Entner-Doudoroff (ED) pathway, since phosphofructokinase of the Embden-Meyerhof-Parnas pathway is missing and the key metabolite of the ED-pathway, 2-keto-3-desoxygluconate, was detected. The absence of pfk in other genome-sequenced roseobacters suggests that the use of the ED pathway is an important physiological property among these heterotrophic marine bacteria. Upon entry into stationary growth phase (due to glucose starvation), sulfur assimilation (including cysteine biosynthesis) and parts of cell envelope synthesis (e.g. the lipid precursor 1-monooleoylglycerol) were down-regulated and cadaverine formation up-regulated. In contrast, central carbon catabolism remained essentially unchanged, pointing to a metabolic "stand-by" modus as an ecophysiological adaptation strategy. Stationary phase response of P. gallaeciensis differs markedly from that of standard organisms such as Escherichia coli, as evident e.g. by the absence of an rpoS gene.
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Affiliation(s)
- Hajo Zech
- Institute for Chemistry and Biology of the Marine Environment, Carl von Ossietzky University Oldenburg, D-26111 Oldenburg, Germany
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48
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Arioli S, Roncada P, Salzano AM, Deriu F, Corona S, Guglielmetti S, Bonizzi L, Scaloni A, Mora D. The relevance of carbon dioxide metabolism in Streptococcus thermophilus. MICROBIOLOGY-SGM 2009; 155:1953-1965. [PMID: 19372152 DOI: 10.1099/mic.0.024737-0] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Streptococcus thermophilus is a major component of dairy starter cultures used for the manufacture of yoghurt and cheese. In this study, the CO(2) metabolism of S. thermophilus DSM 20617(T), grown in either a N(2) atmosphere or an enriched CO(2) atmosphere, was analysed using both genetic and proteomic approaches. Growth experiments performed in a chemically defined medium revealed that CO(2) depletion resulted in bacterial arginine, aspartate and uracil auxotrophy. Moreover, CO(2) depletion governed a significant change in cell morphology, and a high reduction in biomass production. A comparative proteomic analysis revealed that cells of S. thermophilus showed a different degree of energy status depending on the CO(2) availability. In agreement with proteomic data, cells grown under N(2) showed a significantly higher milk acidification rate compared with those grown in an enriched CO(2) atmosphere. Experiments carried out on S. thermophilus wild-type and its derivative mutant, which was inactivated in the phosphoenolpyruvate carboxylase and carbamoyl-phosphate synthase activities responsible for fixing CO(2) to organic molecules, suggested that the anaplerotic reactions governed by these enzymes have a central role in bacterial metabolism. Our results reveal the capnophilic nature of this micro-organism, underlining the essential role of CO(2) in S. thermophilus physiology, and suggesting potential applications in dairy fermentation processes.
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Affiliation(s)
| | - Paola Roncada
- Istituto Sperimentale Italiano Lazzaro Spallanzani, sezione di Proteomica, Facoltà di Medicina Veterinaria, Milan, Italy
| | - Anna Maria Salzano
- Proteomics and Mass Spectrometry Laboratory, ISPAAM, National Research Council, Naples, Italy
| | - Francesca Deriu
- Department of Veterinary Pathology, Hygiene and Public Health, University of Milan, Milan, Italy
| | | | | | - Luigi Bonizzi
- Department of Veterinary Pathology, Hygiene and Public Health, University of Milan, Milan, Italy
| | - Andrea Scaloni
- Proteomics and Mass Spectrometry Laboratory, ISPAAM, National Research Council, Naples, Italy
| | - Diego Mora
- Department of Food Science and Microbiology, Milan, Italy
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Adigüzel AC, Bitlisli BO, Yaşa I, Eriksen NT. Sequential secretion of collagenolytic, elastolytic, and keratinolytic proteases in peptide-limited cultures of two Bacillus cereus strains isolated from wool. J Appl Microbiol 2009; 107:226-34. [PMID: 19302303 DOI: 10.1111/j.1365-2672.2009.04200.x] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
AIMS To characterize the secretion of proteolytic activities against keratin, collagen and elastin in liquid cultures of Bacillus cereus IZ-06b and IZ-06r isolated from wool. METHODS AND RESULTS Growth of B. cereus IZ-06b and IZ-06r were characterized in batch culture. Both strains needed an organic nitrogen source, were able to grow on wool or peptone as sole carbon and nitrogen sources, and metabolized glucose, maltose and other simple sugars. Proteolytic activities were investigated in batch cultures grown in peptide-restricted, carbon-sufficient medium. Secretion of proteases was induced by peptide limitation while different proteolytic activities appeared sequentially in the growth medium. When the most available components of the peptone were depleted, collagenolytic and elastolytic proteases were produced. These were later replaced by the production of keratinolytic protease. CONCLUSIONS B. cereus can adjust its proteolytic affinity profile in response to the supply of organic nitrogen and sequentially secrete proteases with activities targeted against increasingly inaccessible proteinous substrates as the nutritional availability in the environment deteriorates. SIGNIFICANCE AND IMPACT OF THE STUDY Peptide-limited, carbon-sufficient growth media containing no proteinous substrates are well suited for protease production in B. cereus while growth conditions can be adjusted to optimize the proteolytic affinity profiles.
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Affiliation(s)
- A C Adigüzel
- Department of Leather Engineering, Faculty of Engineering, Ege University, Bornova, Izmir, Turkey
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Lacerda CMR, Reardon KF. Environmental proteomics: applications of proteome profiling in environmental microbiology and biotechnology. BRIEFINGS IN FUNCTIONAL GENOMICS AND PROTEOMICS 2009; 8:75-87. [PMID: 19279070 DOI: 10.1093/bfgp/elp005] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
In this review, we present the use of proteomics to advance knowledge in the field of environmental biotechnology, including studies of bacterial physiology, metabolism and ecology. Bacteria are widely applied in environmental biotechnology for their ability to catalyze dehalogenation, methanogenesis, denitrification and sulfate reduction, among others. Their tolerance to radiation and toxic compounds is also of importance. Proteomics has an important role in helping uncover the pathways behind these cellular processes. Environmental samples are often highly complex, which makes proteome studies in this field especially challenging. Some of these challenges are the lack of genome sequences for the vast majority of environmental bacteria, difficulties in isolating bacteria and proteins from certain environments, and the presence of complex microbial communities. Despite these challenges, proteomics offers a unique dynamic view into cellular function. We present examples of environmental proteomics of model organisms, and then discuss metaproteomics (microbial community proteomics), which has the potential to provide insights into the function of a community without isolating organisms. Finally, the environmental proteomics literature is summarized as it pertains to the specific application areas of wastewater treatment, metabolic engineering, microbial ecology and environmental stress responses.
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Affiliation(s)
- Carla M R Lacerda
- Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, CO 80523-1370, USA
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