Metabolomics,Unknown,Transcriptomics,Genomics,Proteomics

Dataset Information

Transcriptional profiling of Escherichia coli during a transition from zinc starvation to surfeit

ABSTRACT: Escherichia coli strain MG1655 was grown in a Zn-depleted custom-built chemostat. Culture volume (120 ml), temperature (37 oC) and stirring speed (440 rpm) were maintained. Steady state values for pH and OD600 were 6.9 and 0.6, respectively. Chemostats were grown for 50 h to allow five culture volumes to pass through the vessel and allow an apparent (pseudo-)steady state to be reached. At this point, ZnSO4.7H2O in water was added to a final concentration of 0.2 M in the chemostat. A 10 ml sample of culture was taken using a polypropylene pipette tip immediately prior to Zn addition and 2.5, 7, 10 and 30 min after addition. Samples were harvested into RNAprotect and total RNA was purified using QiagenM-bM-^@M-^Ys RNeasy Mini kit (using the supplierM-bM-^@M-^Ys protocol) prior to use in microarray analysis. A control experiment was also carried out in which water was added. Biological experiments were carried out twice (i.e. control (water added) and experiment (ZnSO4 added) chemostats were grown separately twice), and a dye swap performed for each experiment, providing at least two technical repeats for each of the two biological repeats at all five time points. Slides were analysed so that time points M-bM-^@M-^\with ZnM-bM-^@M-^] were compared to the same time point M-bM-^@M-^\without ZnM-bM-^@M-^] (e.g. 30 min after Zn was added was compared to 30 min after water being added). Cells were grown in glycerol-glycerophosphate medium (GGM) lacking Zn. Final concentrations in GGM are: MES (40.0 mM), NH4Cl (18.7 mM), KCl (13.4 mM), beta-glycerophosphate (7.64 mM), glycerol (5.00 mM), K2SO4 (4.99 mM), MgCl2 (1.00 mM), EDTA (134 microM), CaCl2.2H2O (68.0 microM), FeCl3.6H2O (18.5 microM), H3BO3 (1.62 microM), CuCl2.2H2O (587 nM), CoNO3.6H2O (344 nM), and (NH4)6Mo7O24.4H2O (80.9 nM) in MilliQ water (Millipore). Bulk elements (MES, NH4Cl, KCl, K2SO4 and glycerol in MilliQ water at pH 7.4 (batch growth) or 7.6 (continuous culture)) were passed through a column containing Chelex-100 ion exchange resin (Bio-Rad) to remove contaminating cations. Trace elements (with no added Zn) and a CaCl2 solution were then added to give the final concentrations shown above prior to autoclaving. After autoclaving, MgCl2 and beta-glycerophosphate were added at the final concentrations shown above. All chemicals were of AnalaR grade of purity or higher. Chelex-100 was packed into a Bio-Rad Glass Econo-column (approximately 120 mm M-CM-^W 25 mm) that had previously been soaked in 3.5% nitric acid for 5 d. E. coli strain MG1655 was grown a custom-built chemostat made entirely of non-metal parts. Glass growth vessels and flow-back traps were soaked extensively (approximately two months) in 10% nitric acid before being rinsed thoroughly in MilliQ water. Vent filters (Vent Acro 50 from VWR) were connected to the vessel using PTFE tubing. Metal-free pipette tips were used (MAXYMum Recovery Filter Tips from Axygen). Culture volume was maintained at 120 ml using an overflow weir in the chemostat vessel. The dilution rate (and hence the specific growth rate) was 0.1 h-1. The vessel was inoculated using one of the side-arms. Flasks were placed on KMO 2 Basic IKA-Werke stirrers (arbitrary setting: 400). Stirring speed was calibrated (440 rpm) and matched between vessels using a handheld laser tachometer (Compact Instruments Ltd). Temperature was kept constant at 37 oC. Twice daily, a 2-ml sample was taken and used to test the pH (which stayed constant at pH 6.9), OD600 (0.6 at steady state), glycerol limitation, and contamination on nutrient agar plates. E. coli strain MG1655 was grown in a M-bM-^@M-^\Zn-freeM-bM-^@M-^] chemostat. Chemostats were grown for 50 h to allow five culture volumes to pass through the vessel and allow an apparent (pseudo-)steady state to be reached. At this point, ZnSO4.7H2O in water was added to a final concentration of 0.2 M in the chemostat. A 10 ml sample of culture was taken using a polypropylene pipette tip immediately prior to Zn addition and 2.5, 7, 10 and 30 min after addition. Total RNA was stabilised using RNAprotect (Qiagen). Total RNA was purified using QiagenM-bM-^@M-^Ys RNeasy mini kit. A control experiment was carried out in which water was added. Microarray slides were set up so that time points M-bM-^@M-^\with ZnM-bM-^@M-^] were compared to the same time point M-bM-^@M-^\without ZnM-bM-^@M-^] (e.g. 30 min after Zn was added was compared to 30 min after water being added). For each time point, equal quantities of RNA obtained after addition of zinc and addition of water were labelled by using nucleotide analogues of dCTP containing either Cy3 or Cy5 fluorescent dyes (Perkin Elmer). For each microarray slide, one sample was labelled with Cy3-dCTP, while the other sample was labelled with Cy5-dCTP. RNA (15-20 micrograms) was annealed to 9 micrograms pd(N)6 random hexamers (Amersham Biosciences) by heating at 65 oC for 10 min, followed by 10 min at 22 oC. This was supplemented with 4 microlitres of 5M-CM-^W First-strand buffer (Invitrogen), 2 microlitres dNTP mixture (5 mM each dATP, dTTP, dGTP and 2 mM dCTP), 2 microlitres 0.1 M DTT, 2 microlitres 1 mM Cy3 or Cy5 (Perkin Elmer) and 1 microlitre Superscript II reverse transcriptase (200 U) (Invitrogen). This was incubated at 42 oC for 2 hours. The reaction was terminated by the addition of NaOH (5 microlitres of 1M) and HCl (5 microlitres of 1M) before the addition of TE buffer (200 microlitres). Labelled cDNA was purified using a Qiaquick PCR purification kit (Qiagen). The Cy3-dCTP-labelled sample was mixed with the Cy5-dCTP-labelled sample and re-suspended in 120 microlitres salt-based hybridisation buffer (supplied with the microarray slides). This was heated at 95 oC for 3 min then cooled on ice for 3 min. The mixture was pipetted onto a microarray slide, sealed with a GeneFrame and coverslip in a hybridization chamber and incubated for 18 h at 42 M-BM-0C. Following hybridization, microarray slides (minus GeneFrame and coverslip) were washed in a series of pre-warmed (37 M-BM-0C) SSC buffers for 5 min each at 37oC: 1M-CM-^W SSC/0.1 % SDS, 1M-CM-^W SSC, 0.2M-CM-^W SSC and 0.01M-CM-^W SSC. Microarray slides were dried by centrifugation at 500 M-CM-^W g for 2 min before scanning. Slides were scanned on an Affymetrix 428 scanner. The average signal intensity and local background correction were obtained using a commercially available software package from Biodiscovery, Inc (Imagene, version 4.0 and GeneSight, version 3.5). Spots automatically flagged as bad, negative or poor in the Imagene software were removed before the statistical analysis was carried out in GeneSight. The mean values from each channel were log2 transformed and normalised using the Lowess method to remove intensity-dependent effects in the log2(ratios) values. The Cy3/Cy5 fluorescent ratios were calculated from the normalized values. Biological experiments were carried out twice times, and a dye swap performed for each experiment, providing at least two technical repeats for each of the two biological repeats at all five time points. Data from the independent experiments were combined. Genes that were differentially expressed M-bM-^IM-% twofold and displayed and P value of < 0.05 (as determined by a t test) were defined as being statistically significantly differentially transcribed.

ORGANISM(S): Escherichia coli

SUBMITTER: Robert Poole

PROVIDER: E-GEOD-26187 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress

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Publications

Dynamics of a starvation-to-surfeit shift: a transcriptomic and modelling analysis of the bacterial response to zinc reveals transient behaviour of the Fur and SoxS regulators.

Graham Alison I AI Sanguinetti Guido G Bramall Neil N McLeod Cameron W CW Poole Robert K RK

Microbiology (Reading, England) 20111020 Pt 1

We describe a hybrid transcriptomic and modelling analysis of the dynamics of a bacterial response to stress, namely the addition of 200 µM Zn to Escherichia coli growing in severely Zn-depleted medium and of cells growing at different Zn concentrations at steady state. Genes that changed significantly in response to the transition were those reported previously to be associated with zinc deficiency (zinT, znuA, ykgM) or excess (basR, cpxP, cusF). Cellular Zn levels were confirmed by ICP-AES to ...[more]

PMID: 22016571

Similar Datasets

Project description:Escherichia coli strain MG1655 was grown in parallel chemostat cultures in GGM. In one chemostat the culture was fed adequate Zn; in the other, measures were taken to eliminate Zn from the chemostat vessel and culture medium. Culture volume (120 ml), temperature (37 oC) and stirring speed (437 rpm) were maintained. Steady state values for pH and OD600 were 6.9 and 0.6, respectively. After 50 hours, samples from the adequate Zn and Zn-limited chemostats were harvested into RNAprotect and total RNA was purified using Qiagenâ??s RNeasy Mini kit (using the supplierâ??s protocol) prior to use in microarray analysis. Biological experiments (i.e. a comparison of adequate versus low Zn in chemostat culture) were carried out three times, and a dye swap performed for each experiment, providing two technical repeats for each of the three biological repeats. Cells were grown in glycerol-glycerophosphate medium (GGM). Final concentrations in GGM are: MES (40.0 mM), NH4Cl (18.7 mM), KCl (13.4 mM),beta-glycerophosphate (7.64 mM), glycerol (5.00 mM), K2SO4 (4.99 mM), MgCl2 (1.00 mM), EDTA (134 microM), CaCl2.2H2O (68.0 microM), FeCl3.6H2O (18.5 microM), ZnO (6.14 microM), H3BO3 (1.62 microM), CuCl2.2H2O (587 nM), CoNO3.6H2O (344 nM), and (NH4)6Mo7O24.4H2O (80.9 nM) in MilliQ water (Millipore). Bulk elements (MES, NH4Cl, KCl, K2SO4 and glycerol in MilliQ water at pH 7.4 (batch growth) or 7.6 (continuous culture)) were passed through a column containing Chelex-100 ion exchange resin (Bio-Rad) to remove contaminating cations. Trace elements (with or without Zn as necessary) and a CaCl2 solution were then added to give the final concentrations shown above prior to autoclaving. After autoclaving, MgCl2 and beta-glycerophosphate were added at the final concentrations shown above. All chemicals were of AnalaR grade of purity or higher. Chelex-100 was packed into a Bio-Rad Glass Econo-column (approximately 120 mm Ã? 25 mm) that had previously been soaked in 3.5% nitric acid for 5 d. E. coli strain MG1655 was grown in parallel custom-built chemostats made entirely of non-metal parts. One chemostat was fed medium that contained â??adequateâ?? Zn (that normally found in GGM), whilst the other contained no added Zn and had been actively depleted of Zn by use of the special precautions listed here. Glass growth vessels and flow-back traps were soaked extensively (approximately two months) in 10% nitric acid before being rinsed thoroughly in MilliQ water. Vent filters (Vent Acro 50 from VWR) were connected to the vessel using PTFE tubing. Metal-free pipette tips were used (MAXYMum Recovery Filter Tips from Axygen). Culture volume was maintained at 120 ml using an overflow weir in the chemostat vessel. The dilution rate (and hence the specific growth rate) was 0.1 h-1. The vessel was inoculated using one of the side-arms. Flasks were placed on KMO 2 Basic IKA-Werke stirrers (arbitrary setting: 400). Stirring speed was calibrated (437 rpm) and matched between vessels using a handheld laser tachometer (Compact Instruments Ltd). Temperature was kept constant at 37Â°C. Twice daily, a 2-ml sample was taken and used to test the pH (which stayed constant at pH 6.9), OD600 (0.6 at steady state), glycerol limitation, and contamination on nutrient agar plates. The â??Zn-freeâ?? chemostat was inoculated with cells that had been sub-cultured in Zn-free medium to deplete internal stores of Zn. A 0.25 ml aliquot of a saturated culture of strain MG1655 grown in LB was centrifuged and the pellet used to inoculate 5 ml of GGM that was incubated overnight at 37Â°C with shaking. A 2.4 ml (i.e. 2% of chemostat volume) aliquot of this was then used to inoculate the chemostat. The â??adequate Znâ?? chemostat was inoculated with cells treated in essentially the same way but grown in GGM containing an â??adequateâ?? level of Zn. The two cultures (+/- Zn) used to inoculate the chemostats had OD600 readings within 2.5% of each other. Chemostats were grown for 50 h to allow five culture volumes to pass through the vessel and allow an apparent (pseudo-)steady state to be reached. At this point, 10 ml samples were removed from the chemostats and total RNA was stabilised using RNAprotect (Qiagen). Total RNA was purified using Qiagenâ??s RNeasy mini kit. Equal quantities of RNA from adequate Zn and Zn-limited chemostats were labeld by using nucleotide analogues of dCTP containing either Cy3 or Cy5 fluorescent dyes (Perkin Elmer). For each microarray slide, one sample was labeld with Cy3-dCTP, while the other sample was labeld with Cy5-dCTP. RNA (15-20 micrograms) was annealed to 9 micrograms pd(N)6 random hexamers (Amersham Biosciences) by heating at 65Â°C for 10 min, followed by 10 min at 22Â°C. This was supplemented with 4 microlitres of 5Ã? First-strand buffer (Invitrogen), 2 microlitres dNTP mixture (5 mM each dATP, dTTP, dGTP and 2 mM dCTP), 2 microlitres 0.1 M DTT, 2 microlitres 1 mM Cy3 or Cy5 (Perkin Elmer) and 1 microlitre Superscript II reverse transcriptase (200 U) (Invitrogen). This was incubated at 42Â°C for 2 hours. The reaction was terminated by the addition of NaOH (5 microlitres of 1M) and HCl (5 microlitres of 1M) before the addition of TE buffer (200 microlitres). Labelled cDNA was purified using a Qiaquick PCR purification kit (Qiagen). The Cy3-dCTP-labeld sample was mixed with the Cy5-dCTP-labeld sample and re-suspended in 120 microlitres salt-based hybridisation buffer (supplied with the microarray slides). This was heated at 95Â°C for 3 min then cooled on ice for 3 min. The mixture was pipetted onto a microarray slide, sealed with a GeneFrame and coverslip in a hybridization chamber and incubated for 18 h at 42 Â°C. Following hybridization, microarray slides (minus GeneFrame and coverslip) were washed in a series of pre-warmed (37 Â°C) SSC buffers for 5 min each at 37Â°C: 1Ã? SSC/0.1 % SDS, 1Ã? SSC, 0.2Ã? SSC and 0.01Ã? SSC. Microarray slides were dried by centrifugation at 500 Ã? g for 2 min before scanning. Slides were scanned on an Affymetrix 428 scanner. The average signal intensity and local background correction were obtained using a commercially available software package from Biodiscovery, Inc (Imagene, version 4.0 and GeneSight, version 3.5). Spots automatically flagged as bad, negative or poor in the Imagene software were removed before the statistical analysis was carried out in GeneSight. The mean values from each channel were log2 transformed and normalised using the Lowess method to remove intensity-dependent effects in the log2(ratios) values. The Cy3/Cy5 or Cy5/Cy3 (test/reference) fluorescent ratios were calculated from the normalized values. Biological experiments (i.e. a comparison of adequate versus low Zn in chemostat culture) were carried out three times, and a dye swap performed for each experiment, providing two technical repeats for each of the three biological repeats. Data from the independent experiments were combined. Data from the independent experiments were combined. Genes that were differentially expressed â?¥ twofold and displayed and P value of < 0.05 (as determined by a t-test) were defined as being statistically significantly differentially transcribed.

Project description:Escherichia coli strain MG1655 was grown to mid-log phase in defined anaerobic media. One sample was treated with 100 ÂµM CORM-3, the other sample was a control. The volume (175 ml), temperature (37oC) and stirring (200 rpm) were constant. After 15 min of exposure to CO-RM, samples were taken from treated and control cells, harvested into ice cold phenol ethanol (187 Âµl phenol, 3.56 ml ethanol) to stabilize RNA, and total RNA was purified using Qiagenâs RNeasy Mini kit as recommended by suppliers. RNA was quantified using a BioPhotometer (Eppendorf). Biological experiments were carried out four times, and a dye swap performed for each experiment, providing two technical repeats for each of the four biological repeats. Cells were grown in defined minimal medium (anaerobic). Final concentrations are: glycerol (54 mM), K2HPO4 (23 mM), KH2HPO4 (7.3 mM), NH4Cl (18.7 mM), CaCl2 (69 ÂµM), K2SO4 (15 mM), sodium fumarate (50 mM), Luria Broth (5%) and can amino acids (0.1%). Trace elements were added at 10 ml per l; final concentrations are: 134 ÂµM EDTA, 31 ÂµM FeCl3, 6.15 ÂµM ZnO, CuCl2 0.57 ÂµM, CoNo3 0.34 ÂµM, 1.6 ÂµM H3BO3, 1 ÂµM ammonium molybdenate and 1 ÂµM sodium selenite. MgCl2 was added at 1 ml per l. All chemicals were of AnalaR grade of purity or higher. E. coli strain MG1655 was grown in mini fermenter vessels in 175 ml of the above defined minimal media (anaerobic). The vessel was continually sparged with N2 to ensure anaerobiosis. CORM-3 was added at a final concentration of 100 ÂµM, chosen because it causes only a slight reduction in the growth rate. Cells were grown to mid-log (OD600 of 0.4) before addition of CO-RM. For RNA extraction, 30 ml was harvested into ice cold phenol ethanol (187 Âµl phenol, 3.56 ml ethanol) to stabilize RNA, and total RNA was purified using Qiagenâs RNeasy Mini kit as recommended by suppliers. RNA was quantified using a BioPhotometer (Eppendorf). Biological experiments were carried out four times, and a dye swap performed for each experiment, providing two technical repeats for each of the four biological repeats. Equal quantities of RNA from control and CO-RM-treated cells were labelled by using nucleotide analogues of dCTP containing either Cy3 or Cy5 fluorescent dyes (Perkin Elmer). For each microarray slide, one sample was labelled with Cy3-dCTP, while the other sample was labelled with Cy5-dCTP. RNA (approximately 9 micrograms) was annealed to 4.5 micrograms pd(N)6 random hexamers (Amersham Biosciences) by heating at 65 oC for 10 min, followed by 10 min at 22 oC and cooling on ice for 2 min. This was supplemented with 6 microlitres of 5Ã First-strand buffer (Invitrogen), 2.5 microlitres dNTP mixture (5 mM each dATP, dTTP, dGTP and 2 mM dCTP), 3 microlitres 0.1 M DTT, 2 microlitres 1 mM Cy3 or Cy5 (Perkin Elmer) and 1.5 microlitre Superscript III reverse transcriptase (200 U) (Invitrogen). This was incubated at 42 oC for 3 hours. The reaction was terminated by the addition of NaOH (7.5 microlitres of 1M) and HCl (7.5 microlitres of 1M) before the addition of TE buffer (300 microlitres). Labelled cDNA was purified using a Qiaquick PCR purification kit (Qiagen). The Cy3-dCTP-labelled sample was mixed with the Cy5-dCTP-labelled sample, vacuum dried and re-suspended in 120 microlitres salt-based hybridisation buffer (supplied with the microarray slides). This was heated at 95 oC for 3 min then cooled on ice for 3 min. The mixture was pipetted onto a microarray slide, sealed with a GeneFrame and coverslip in a hybridization chamber and incubated for 18 h at 42 Â°C. Following hybridization, microarray slides (minus GeneFrame and coverslip) were washed in a series of pre-warmed (37 Â°C) SSC buffers for 5 min each at 37oC: 2Ã SSC/0.1 % SDS, 1Ã SSC, 0.2Ã SSC and 0.01Ã SSC. Microarray slides were dried by centrifugation at 1500 Ã g for 2 min before scanning. Slides were scanned on an Affymetrix 428 scanner. The average signal intensity and local background correction were obtained using a commercially available software package from Biodiscovery, Inc (Imagene, version 4.0 and GeneSight, version 3.5). Spots automatically flagged as bad, negative or poor in the Imagene software were removed before the statistical analysis was carried out in GeneSight. The mean values from each channel were log2 transformed and normalised using the Lowess method to remove intensity-dependent effects in the log2(ratios) values. The Cy3/Cy5 fluorescent ratios were calculated from the normalized values. Biological experiments (i.e. a comparison of control and plus CO-RM cells) were carried out four times, and a dye swap performed for each experiment, providing two technical repeats for each of the four biological repeats. Data from the independent experiments were combined. Genes that were differentially expressed â¥ twofold and displayed and P value of < 0.05 (as determined by a t test) were defined as being statistically significantly differentially transcribed.

Project description:Escherichia coli strain MG1655 was grown to mid-log phase in defined aerobic media. One sample was treated with 30 ÂµM CORM-3, the other sample was a control. The volume (30 ml), temperature (37oC) and shaking (200 rpm) were constant. After 15 min of exposure to CO-RM, samples were taken from treated and control cells, harvested into ice cold phenol ethanol (187 Âµl phenol, 3.56 ml ethanol) to stabilize RNA, and total RNA was purified using Qiagenâs RNeasy Mini kit as recommended by suppliers. RNA was quantified using a BioPhotometer (Eppendorf). Biological experiments were carried out four times, and a dye swap performed for each experiment, providing two technical repeats for each of the four biological repeats. Cells were grown in defined minimal medium (aerobic). Final concentrations are: glycerol (54 mM), K2HPO4 (23 mM), KH2HPO4 (7.3 mM), NH4Cl (18.7 mM), CaCl2 (69 ÂµM), and K2SO4 (15 mM). Trace elements were added at 10 ml per l; final concentrations are: 134 ÂµM EDTA, 31 ÂµM FeCl3, 6.15 ÂµM ZnO, CuCl2 0.57 ÂµM, CoNo3 0.34 ÂµM, 1.6 ÂµM H3BO3, 1 ÂµM ammonium molybdenate and 1 ÂµM sodium selenite. MgCl2 was added at 1 ml per l. All chemicals were of AnalaR grade of purity or higher. E. coli strain MG1655 was grown in 250 ml side arm flasks in 30 ml of the above defined minimal media (aerobic). CORM-3 was added at a final concentration of 30 ÂµM, chosen because it causes only a slight reduction in the growth rate. Cells were grown to mid-log (Klett values of 30-40) before addition of CO-RM. The total 30 ml volume was harvested into ice cold phenol ethanol (187 Âµl phenol, 3.56 ml ethanol) to stabilize RNA, and total RNA was purified using Qiagenâs RNeasy Mini kit as recommended by suppliers. RNA was quantified using a BioPhotometer (Eppendorf). Biological experiments were carried out four times, and a dye swap performed for each experiment, providing two technical repeats for each of the four biological repeats. Equal quantities of RNA from control and CO-RM-treated cells were labelled by using nucleotide analogues of dCTP containing either Cy3 or Cy5 fluorescent dyes (Perkin Elmer). For each microarray slide, one sample was labelled with Cy3-dCTP, while the other sample was labelled with Cy5-dCTP. RNA (approximately 9 micrograms) was annealed to 4.5 micrograms pd(N)6 random hexamers (Amersham Biosciences) by heating at 65 oC for 10 min, followed by 10 min at 22 oC and cooling on ice for 2 min. This was supplemented with 6 microlitres of 5Ã First-strand buffer (Invitrogen), 2.5 microlitres dNTP mixture (5 mM each dATP, dTTP, dGTP and 2 mM dCTP), 3 microlitres 0.1 M DTT, 2 microlitres 1 mM Cy3 or Cy5 (Perkin Elmer) and 1.5 microlitre Superscript III reverse transcriptase (200 U) (Invitrogen). This was incubated at 42 oC for 3 hours. The reaction was terminated by the addition of NaOH (7.5 microlitres of 1M) and HCl (7.5 microlitres of 1M) before the addition of TE buffer (300 microlitres). Labelled cDNA was purified using a Qiaquick PCR purification kit (Qiagen). The Cy3-dCTP-labelled sample was mixed with the Cy5-dCTP-labelled sample, vacuum dried and re-suspended in 120 microlitres salt-based hybridisation buffer (supplied with the microarray slides). This was heated at 95 oC for 3 min then cooled on ice for 3 min. The mixture was pipetted onto a microarray slide, sealed with a GeneFrame and coverslip in a hybridization chamber and incubated for 18 h at 42 Â°C. Following hybridization, microarray slides (minus GeneFrame and coverslip) were washed in a series of pre-warmed (37 Â°C) SSC buffers for 5 min each at 37oC: 2Ã SSC/0.1 % SDS, 1Ã SSC, 0.2Ã SSC and 0.01Ã SSC. Microarray slides were dried by centrifugation at 1500 Ã g for 2 min before scanning. Slides were scanned on an Affymetrix 428 scanner. The average signal intensity and local background correction were obtained using a commercially available software package from Biodiscovery, Inc (Imagene, version 4.0 and GeneSight, version 3.5). Spots automatically flagged as bad, negative or poor in the Imagene software were removed before the statistical analysis was carried out in GeneSight. The mean values from each channel were log2 transformed and normalised using the Lowess method to remove intensity-dependent effects in the log2(ratios) values. The Cy3/Cy5 fluorescent ratios were calculated from the normalized values. Biological experiments (i.e. a comparison of control and plus CO-RM cells) were carried out four times, and a dye swap performed for each experiment, providing two technical repeats for each of the four biological repeats. Data from the independent experiments were combined. Genes that were differentially expressed â¥ twofold and displayed and P value of < 0.05 (as determined by a t test) were defined as being statistically significantly differentially transcribed.

Project description:Batch cultures of Wild-type C. jejuni NCTC11168 were grown in 150 ml volumes of Mueller-Hinton broth in 250 ml baffled flasks. Microaerophilic conditions were generated using a MACS-VA500 microaerophilic work station (10 % O2, 10 % CO2, 80 % N2) from Don Whitley Scientific, Ltd which also maintained the growth temperature at 42 ÂºC. When mid-exponential phase was reached 0.25 mM GSNO was added to half of the cultures. After a 10 minute exposure samples of both treated and untreated cells were harvested into phenol/ethenol to stabilize the RNA and total RNA was purified using Qiagenâs RNeasy Mini kit (as recommended by the suppliers) prior to use in microarray analysis. A C. jejuni cgb mutant was grown in two parallel custom-built chemostats based on Sigma Proculture Dynalift spinner flasks with a working volume of 125 ml, and the dilution rate (which at steady state is equal to the specific growth rate) of 0.1 h-1. A gas mix of 10% O2, 10% CO2 and 80% N2 was passed into the head space of the culture vessel at a rate of 0.25 l min-1 to obtain a microaerobic atmosphere, and silicone water jackets maintained the temperature at 42 ÂºC. The flasks were placed on KMO 2 basic IKA-Werke stirrers (arbitrary setting, 260; Scientific Laboratory Supplies), which gaveeffective transfer of O2 from the gaseous atmosphere to the culture by virtue of a stable vortex. A fresh overflow sample was used to check the pH at the time of harvest (which was consistently between 6.6 and 7) and to ensure that there was no contamination by plating a 20 Î¼l sample onto both nutrient agar plates incubated at 37 Â°C at atmospheric oxygen, and Mueller-Hinton plates incubated at 42 Â°C in the microaerophilic work station. When staedy-state was reached, as verified by collecting at least 5 culture volumes, GSNO (final concentration 0.25 mM) was added to one culture. After a further 10 min the 125 ml volume was separated into 3 equal volumes and each was mixed immediately on ice with 3.56 ml 100% ethanol and 185 ml phenol to stabilize the RNA. The cells were subsequently harvested by centrifugation. Total RNA was purified by using a Qiagen RNeasy Mini kit as recommended by the supplier. cDNA synthesis was carried out using 12 Âµg of starting material, which was primed with 9 Âµg of pd(N)6 random hexamers (Amersham Biosciences). Reaction mixtures (20 Âµl) containing 0.5 mM ATP, 0.5 mM TTP, 0.5 mM GTP, 0.2 mM CTP, and 1 mM Cy3- or 1 mM Cy5-dCTP were incubated for 2 h at 42 Â°C with 200 U of Superscript II RNase H reverse transcriptase (Invitrogen). Following synthesis, cDNA was purified by using a PCR purification kit (Qiagen) to remove the unincorporated deoxynucloside triphosphates, fluorescent dye, and primers. Equal volumes of cDNA were combined and evaporated to near dryness with an SPD121P Speed Vac (Thermon Savant). For hybridisation to the microarray slides, cDNA was resuspended in an appropriate volume of salt-based hybridization buffer (provided by Ocimum Biosolutions). Prior to addition to the slides, cDNA samples were heated to 95 Â°C for 3 min, and then placed on ice for no more than 3 min. The slides were placed in MWG Biotech hybridization chambers and incubated for 16 to 24 h in a shaking water bath at 110 rpm and 42 Â°C. Following incubation , the slides were washed sequentially for 5 min in 2x SSC-1 % sodium dodecyl sulphate, 1x SSC, 0.5x SSC and 0.1x SSC at 37 Â°C with gentle agitation (1x SSC is 0.15 M NaCl plus 0.015 M sodium citrate). The slides were dried by centrifugation at 254 xg for 5 min and subsequently scanned with an Affymetrix 428 scanner. The average signal intensity and local background correction were obtained by using commercially available software from Biodiscovery, Inc. (Imagine version 4.0, and Genesight, version 3.5). The mean values from each channel were log2 transformed and normalized by using the subtract-by-mean method to remove intensity-dependent effects in the log2 (ratio) values. The Cy3/Cy5 fluorescence ratios were calculated from the normalized values. Biological experiments (i.e. chemostat growth with and without 0.25 mM GSNO addition) were carried out three times and a dye swap was performed for two of the three experiments which provided two technical repeats, one each for two of the three biological repeats. Data from the independent experiments were combined. Genes that were differentially expressed â¥ twofold and displayed and P value of â¤ 0.05 (as determined by a t test) were defined as being statistically significantly differentially transcribed.

Project description:Thermococcus gammatolerans, the most radioresistant archaeon known to date, is an anaerobic and hyperthermophilic sulfur-reducing organism living in deep-sea hydrothermal vents. Knowledge of mechanisms underlying archaeal metal tolerance in such metal-rich ecosystem is still poorly documented. We showed that T. gammatolerans exhibits high resistance to cadmium (Cd), cobalt (Co) and zinc (Zn), a weaker tolerance to nickel (Ni), copper (Cu) and arsenate (AsO4) and that cells exposed to 1mM Cd exhibit a cellular Cd concentration of 66M-BM-5M. A time-dependent transcriptomic analysis using microarrays was performed at a non-toxic (100M-NM-<M) and a toxic (1mM) Cd dose. The reliability of microarray data was strengthened by real time RT-PCR validations. Altogether, 114 Cd responsive genes were revealed and a substantial subset of genes is related to metal homeostasis, drug detoxification, re-oxidization of cofactors and ATP production. This first genome-wide expression profiling study of archaeal cells challenged with Cd showed that T. gammatolerans withstands induced stress through pathways observed in both prokaryotes and eukaryotes but also through new and original strategies. T. gammatolerans cells challenged with 1mM Cd basically promote: 1) the induction of several transporter/permease encoding genes, probably to detoxify the cell; 2) the upregulation of Fe transporters encoding genes to likely compensate Cd damages in iron-containing proteins; 3) the induction of membrane-bound hydrogenase (Mbh) and membrane-bound hydrogenlyase (Mhy2) subunits encoding genes involved in recycling reduced cofactors and/or in proton translocation for energy production. By contrast to other organisms, redox homeostasis genes appear constitutively expressed and only a few genes encoding DNA repair proteins are regulated. We compared the expression of 27 Cd responsive genes in other stress conditions (Zn, Ni, heat shock, M-NM-3-rays), and showed that the Cd transcriptional pattern is comparable to other metal stress transcriptional responses (Cd, Zn, Ni) but not to a general stress response. Kinetics of gene expression changes induced by Cd were performed at two different concentrations (0.1mM and 1mM) and at 3 time points (30, 120 and 270 min). A 0.1mM Cd concentration did not affect the growth rate, whereas 1mM Cd induced a transitory growth arrest for 270min. Late exponentially growing cells (7x107 cells/mL) were exposed to Cd and were collected after 30min, 120 min and after 270 min. For each time point, four slides containing the 2157 oligonucleotide gene probes printed in duplicate were hybridized. The experiment was repeated twice leading to eight data sets per time point (four per biological replicate). Microarray analyses monitored 161 transcriptional changes (M-bM-^NM-^_Fold Change (FC)M-bM-^NM-^\M-bM-^IM-%2 and p-Value M-bM-^IM-$ 0.01) in response to Cd exposure corresponding to 114 unique genes i.e. 5,3% of T. gammatolerans gene content, most of them being upregulated. While about 25% of the upregulated genes exhibited a FC>3 with a maximum of almost 10 for one encoding a conserved hypothetical protein (tg0885, 1mM Cd at 120min), the large majority of the up- and down-regulated genes exhibited a 2 to 3-fold transcriptional change as already described in many archaeal transcriptomic studies.

Dataset Information

Transcriptional profiling of Escherichia coli during a transition from zinc starvation to surfeit

Publications

Dynamics of a starvation-to-surfeit shift: a transcriptomic and modelling analysis of the bacterial response to zinc reveals transient behaviour of the Fur and SoxS regulators.

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