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Lameiras F, Ras C, Ten Pierick A, Heijnen JJ, van Gulik WM. Stoichiometry and kinetics of single and mixed substrate uptake in Aspergillus niger. Bioprocess Biosyst Eng 2017; 41:157-170. [PMID: 29052015 PMCID: PMC5773628 DOI: 10.1007/s00449-017-1854-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Accepted: 10/11/2017] [Indexed: 01/28/2023]
Abstract
In its natural environment, the filamentous fungus Aspergillus niger grows on decaying fruits and plant material, thereby enzymatically degrading the lignocellulosic constituents (lignin, cellulose, hemicellulose, and pectin) into a mixture of mono- and oligosaccharides. To investigate the kinetics and stoichiometry of growth of this fungus on lignocellulosic sugars, we carried out batch cultivations on six representative monosaccharides (glucose, xylose, mannose, rhamnose, arabinose, and galacturonic acid) and a mixture of these. Growth on these substrates was characterized in terms of biomass yields, oxygen/biomass ratios, and specific conversion rates. Interestingly, in combination, some of the carbon sources were consumed simultaneously and some sequentially. With a previously developed protocol, a sequential chemostat cultivation experiment was performed on a feed mixture of the six substrates. We found that the uptake of glucose, xylose, and mannose could be described with a Michaelis–Menten-type kinetics; however, these carbon sources seem to be competing for the same transport systems, while the uptake of arabinose, galacturonic acid, and rhamnose appeared to be repressed by the presence of other substrates.
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Affiliation(s)
- Francisca Lameiras
- Cell Systems Engineering section, Department of Biotechnology, Delft University of Technology, 2629 HZ, Delft, The Netherlands
| | - Cor Ras
- Cell Systems Engineering section, Department of Biotechnology, Delft University of Technology, 2629 HZ, Delft, The Netherlands
| | - Angela Ten Pierick
- Cell Systems Engineering section, Department of Biotechnology, Delft University of Technology, 2629 HZ, Delft, The Netherlands
| | - Joseph J Heijnen
- Cell Systems Engineering section, Department of Biotechnology, Delft University of Technology, 2629 HZ, Delft, The Netherlands
| | - Walter M van Gulik
- Cell Systems Engineering section, Department of Biotechnology, Delft University of Technology, 2629 HZ, Delft, The Netherlands.
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Chemotaxis for enhanced immobilization ofEscherichia coliandLegionella pneumophilaon biofunctionalized surfaces of GaAs. Biointerphases 2016; 11:021004. [PMID: 27098616 DOI: 10.1116/1.4947048] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
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3
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Giacalone MJ, Gentile AM, Lovitt BT, Berkley NL, Gunderson CW, Surber MW. Toxic protein expression in Escherichia coli using a rhamnose-based tightly regulated and tunable promoter system. Biotechniques 2006; 40:355-64. [PMID: 16568824 DOI: 10.2144/000112112] [Citation(s) in RCA: 119] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
The refinement of tightly regulated prokaryotic expression systems that permit functional expression of toxic recombinant proteins is a continually evolving process. Unfortunately, the current best promoter options are either tightly repressed and produce little protein, or produce substantial protein but lack the necessary repression to avoid mutations stimulated by leaky expression in the absence of inducer. In this report, we present three novel prokaryotic expression constructs that are tightly regulated by L-rhamnose and D-glucose. These expression vectors utilize the Escherichia coli rhaT promoter and corresponding regulatory genes to provide titratable, high-level protein yield without compromising clone integrity. Together, these components may enable the stable cloning and functional expression of otherwise toxic proteins.
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Mukherjee A, Ghosh S. Regulation of fructose uptake and catabolism by succinate in Azospirillum brasilense. J Bacteriol 1987; 169:4361-7. [PMID: 2957360 PMCID: PMC213753 DOI: 10.1128/jb.169.9.4361-4367.1987] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Fructose uptake and catabolism in Azospirillum brasilense is dependent on three fructose-inducible enzymes (fru-enzymes): (i) enzyme I and (ii) enzyme II of the phosphoenolpyruvate:fructose phosphotransferase system and (iii) 1-phosphofructokinase. In minimal medium containing 3.7 mM succinate and 22 mM fructose as sources of carbon, growth of A. brasilense was diauxic, succinate being utilized in the first phase of growth and fructose in the second phase with a lag period between the two growth phases. None of the fru-enzymes could be detected in cells grown with succinate as the sole source of carbon, but they were detectable toward the end of the first phase of diauxie. All the fru-enzymes were coinduced by fructose and coordinately repressed by succinate. Studies on the effect of succinate on differential rates of syntheses of the fru-enzymes revealed that their induced syntheses in fructose minimal medium were subject to transient as well as permanent (catabolite) repression by succinate. Succinate also caused a similar pattern of transient and permanent repression of the fructose transport system in A. brasilense. However, no inducer (fructose) exclusionlike effect was observed as there was no inhibition of fructose uptake in the presence of succinate with fructose-grown cells even when they were fully induced for succinate uptake activity.
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Boethling R. Rifamycin insensitivity and catabolite repression of extracellular protease synthesis inPseudomonas maltophilia. FEMS Microbiol Lett 1983. [DOI: 10.1111/j.1574-6968.1983.tb00495.x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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Yang JK, Bloom RW, Epstein W. Catabolite and transient repression in Escherichia coli do not require enzyme I of the phosphotransferase system. J Bacteriol 1979; 138:275-9. [PMID: 220212 PMCID: PMC218273 DOI: 10.1128/jb.138.1.275-279.1979] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Transient and catabolite repression with changes in intracellular concentrations of cyclic adenosine 3',5-monophosphate is produced by glycerol and by glucose-6-phosphate in a strain with a partial deletion of the structural gene for enzyme I of the phosphoenolpyruvate:sugar phosphotransferase system.
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Mostafa SA. Production of L-asparaginase by Streptomyces karnatakensis and Streptomyces venezuelae. ZENTRALBLATT FUR BAKTERIOLOGIE, PARASITENKUNDE, INFEKTIONSKRANKHEITEN UND HYGIENE. ZWEITE NATURWISSENSCHAFTLICHE ABTEILUNG: MIKROBIOLOGIE DER LANDWIRTSCHAFT DER TECHNOLOGIE UND DES UMWELTSCHUTZES 1979; 134:429-36. [PMID: 44413 DOI: 10.1016/s0323-6056(79)80096-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Production of L-asparaginase by two soil isolates, identified as S. karnatakensis and S. venezuelae, was investigated under different environmental and nutritional conditions. The presence of carbon sources, other than starch, in the growth medium or amino acids, other than L-asparagine-inhibited the enzyme biosynthesis. L-aspartic inhibited growth and enzyme production, due to a feedback mechanism, and/or lowering the pH value. Both organisms were stimulated to produce more enzyme with increasing concentrations of starch and L-asparagine, however, the optimum starch and L-asparagine concentration depended on the tolerance of the organism to low and high pH, respectively. Aeration stimulated growth, but not enzyme production, and both organisms produced more enzyme in static cultures than in shaken cultures.
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Wanner BL, Kodaira R, Neidhardt FC. Regulation of lac operon expression: reappraisal of the theory of catabolite repression. J Bacteriol 1978; 136:947-54. [PMID: 214424 PMCID: PMC218529 DOI: 10.1128/jb.136.3.947-954.1978] [Citation(s) in RCA: 72] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The physiological state of Escherichia coli with respect to (permanent) catabolite repression was assessed by measuring the steady-state level of beta-galactosidase in induced or in constitutive cells under a variety of growth conditions. Four results were obtained. (i) Catabolite repression had a major effect on fully induced or constitutive expression of the lac gene, and the magnitude of this effect was found to be dependent on the promoter structure; cells with a wild-type lac promoter showed an 18-fold variation in lac expression, and cells with the lacP37 (formerly lac-L37) promoter exhibited several hundred-fold variation. (ii) Exogenous adenosine cyclic 3',5'-monophosphoric acid (cAMP) could not abolish catabolite repression, even though several controls demonstrated that cAMP was entering the cells in significant amounts. (Rapid intracellular degradation of cAMP could not be ruled out.) (iii) Neither the growth rate nor the presence of biosynthetic products altered the degree of catabolite repression; all variation could be related to the catabolites present in the growth medium. (iv) Slowing by imposing an amino acid restriction decreased the differential rate of beta-galactosidase synthesis from the wild-type lac promoter when bacteria were cultured in either the absence or presence of cAMP; this decreased lac expression also occurred when the bacteria harbored the catabolite-insensitive lacP5 (formerly lacUV5) promoter mutation. These findings support the idea that (permanent) catabolite repression is set by the catabolites in the growth medium and may not be related to an imbalance between catabolism and anabolism.
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Hayzer DJ, Moses V. Proline biosynthesis by cell-free extracts of Escherichia coli and potential errors arising from the use of a bioradiological assay procedure. Biochem J 1978; 173:207-17. [PMID: 356852 PMCID: PMC1185764 DOI: 10.1042/bj1730207] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
1. The growth of Escherichia coli proline auxotrophs on medium containing L-proline (50 microgram/ml) induces catabolic enzymes. A bioradiological assay system for proline, using proB cells of E. coli, might give erroneous results owing to proline catabolism by the proline auxotrophs on which the assay depends. 2. Differential utilization of proline and 1-pyrroline-5-carboxylate by the proB cells for the synthesis of protein, and failure of the method to distinguish between these two possible products of the proline-biosynthetic enzymes, might also give rise to error. 3. The proline-dependent incorporation of [14C]phenylalanine into the protein of proline-starved proB auxotrophs was to some degree directly influenced by the presence of crude cell extract from E. coli, even though this was not supplied with substrate and cofactors, and could thus not itself synthesize proline. 4. The kinetics of proline biosynthesis by cell-free extracts were linear and biphasic, only the last phase being affected by the concentrations of substrate and extract. This phenomenon is not understood. 5. Proline biosynthesis is inhibited, not only by high concentrations of ATP, but also by aspartate, glycine, alanine and serine, aspartate having the greatest effect. 6. Attempts at complementation in vitro between extracts of proline auxotrophic mutants were not successful, suggesting the possibility that strain X680 (proA) and/or X278 (proB) may be a double mutant. 7. The enzymes of proline biosyntehsis are co-eluted from a column of Bio-Gel A1.5M in a position corresponding to a mol.wt. of 350000. 8. Comparisons between rates of proline biosynthesis in vivo and in vitro were made.
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11
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Oki R. Transient repression of catabolite-sensitive enzyme synthesis elicited by 2,4-dinitrophenol. J Bacteriol 1975; 123:815-23. [PMID: 169228 PMCID: PMC235801 DOI: 10.1128/jb.123.3.815-823.1975] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Transient inhibition of catabolic enzyme synthesis in Escherichia coli occurred when a low concentration of 2,4-dinitrophenol (DNP) was simultaneously added with inducer. Using mutant strains defective for gamma-gene product or constitutive for lac enzymes, it was found that the inhibition is not due to the exclusion of inducer by uncoupling. The addition of cyclic adenosine 3',5'-monophosphate overcame repression. The components of the lac operon coordinately responded to DNP inhibition. From deoxyribonucleic acid-ribonucleic acid hybridization experiments, it was found that the inhibition of beta-galactosidase induction occurred at the level of messenger ribonucleic acid synthesis specific for the lac operon. It seems probable that DNP represses induction in a similar manner to that of transient repression observed upon the addition of glucose. Furthermore, it was found that transient repression disappeared if cells were preincubated with DNP before induction. This indicates that new contact of cells with DNP is obligatory for transient repression. From these results, it is suggested that the cell membrane may be responsible for regulation of catabolite-sensitive enzyme synthesis.
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12
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Epstein W, Rothman-Denes LB, Hesse J. Adenosine 3':5'-cyclic monophosphate as mediator of catabolite repression in Escherichia coli. Proc Natl Acad Sci U S A 1975; 72:2300-4. [PMID: 166384 PMCID: PMC432745 DOI: 10.1073/pnas.72.6.2300] [Citation(s) in RCA: 203] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Measurements of intracellular adenosine 3':5'-cyclic monophosphate (cAMP) concentrations in E. coli under a variety of conditions show that levels of this nucleotide are well correlated with the rate of synthesis of beta-galactosidase (beta-D-galactoside galactohydrolase, EC 3.2.1.23) in both catabolite repression and transient repression. These results, combined with extensive genetic and in vitro studies from a number of laboratories on the role of cAMP in E. coli, provide strong support for the concept that intracellular cAMP levels mediate the effects of catabolite and transient repression on rates on enzyme synthesis. Under all conditions studied, excretion can be described by a single rate constant, 2.1 min-1 at 37 degrees, indicating that intracellular levels cannot be regulated by alterations in the rate of cAMP excretion. Our data are fully consistent with the idea that carbon sources control intracellular cAMP levels by effects on its synthesis.
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Seto H, Nagata Y, Maruo B. Two types of glucose effects on beta-galactosidase synthesis in a membrane fraction of Escherichia coli: correlation with repression observed in intact cells. J Bacteriol 1975; 122:660-8. [PMID: 165172 PMCID: PMC246104 DOI: 10.1128/jb.122.2.660-668.1975] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
A membrane fraction obtained from an osmotic lysate of Escherichia coli spheroplasts retains capability to synthesize beta-galactosidase. The system also retains cellular regulatory functions, one of which is known as catabolite repression. Two types of repression of beta-galactosidase synthesis were observed in this membrane system: one was caused by the addition of 2-deoxyglucose or glucose at a low concentration (3 times 10- minus 4 M), and the other was caused by glucose-6-phosphate or glucose at a high concentration (3 times 10- minus 2 M). In the presence of cyclic adenosine 3',5'-monophosphate (10 mM), repression caused by the former was completely reversed, whereas repression by the latter was only partially reversed. Conditions in intact cells causing transient and permanent repression were also investigated. Upon addition of 2-deoxyglucose or glucose at a low concentration to intact cells, only transient repression of beta-galactosidase synthesis was observed. Glucose at a high concentration caused both transient and subsequent permanent repression, and intensity of permanent repression depended upon glucose concentration, whereas duration and intensity of transient repression were independent of glucose concentration. Mutants deficient in phosphoenolpyruvate-phosphotransferase system (Hpr minus and enzyme I minus) showed transient repression but failed to show permanent repression. In mutants deficient in glucose catabolism beyond glucose-6-phosphate, both transient and permanent repression were observed. Correlation between the observations in the membrane system and in intact cells is discussed. The results obtained here strongly suggest that transient repression is caused by glucose itself, and that permanent repression is caused by glucose-6-phosphate of high intracellular levels of glucose.
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Holms WH, Robertson AG. Control of derepressed ?-galactosidase synthesis inEscherichia coli. Arch Microbiol 1974. [DOI: 10.1007/bf00590160] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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15
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Chao J, Weathersbee CJ. Regulation of maltodextrin phosphorylase synthesis in Escherichia coli by cyclic adenosine 3', 5'-monophosphate and glucose. J Bacteriol 1974; 117:181-8. [PMID: 4358043 PMCID: PMC246541 DOI: 10.1128/jb.117.1.181-188.1974] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Cyclic adenosine 3', 5'-monophosphate (AMP) stimulates maltodextrin phosphorylase synthesis in Escherichia coli cells induced with maltose. A maximal effect occurs at 2 to 3 mM cyclic AMP. The action of cyclic AMP is specific, inasmuch as adenosine triphosphate, 3'-AMP, 5'-AMP, adenosine, and dibutyryl cyclic AMP are inactive. Glucose, alpha-methyl glucoside, 2-deoxyglucose, and pyridoxal 5'-phosphate repress maltodextrin phosphorylase synthesis. This repression is reversed by cyclic AMP. The action of cyclic AMP appears to be at the transcriptional level, since cyclic AMP fails to stimulate phosphorylase production in induced cells in which messenger ribonucleic acid synthesis has been arrested by rifampin or by inducer removal. The two other enzymes involved in the metabolism of maltose, amylomaltase and maltose permease, are also induced in this strain of E. coli and affected by glucose and cyclic AMP in a manner similar to phosphorylase.
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Schlammadinger J, Szabó G. Does 5-fluorouracil cause catabolite repression? FEBS Lett 1973; 35:83-5. [PMID: 4584632 DOI: 10.1016/0014-5793(73)80582-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Macnab R, Moses V, Mowbray J. Evidence for metabolic compartmentation in Escherichia coli. EUROPEAN JOURNAL OF BIOCHEMISTRY 1973; 34:15-9. [PMID: 4573679 DOI: 10.1111/j.1432-1033.1973.tb02722.x] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Miller DH, Huang PC. Identification of competence-repressing factors during log-phase growth of Haemophilus influenzae. J Bacteriol 1972; 109:560-4. [PMID: 4333608 PMCID: PMC285177 DOI: 10.1128/jb.109.2.560-564.1972] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Metabolic factors that suppress development of competence in Haemophilus influenzae during growth in the synthetic medium MI(c) have been identified. These include inosine, nicotinamide adenine dinucleotide, glycerol, and uracil. It is also possible to initiate competence in the presence of these substances if the oxygen tension in the culture is temporarily reduced.
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Moses V, Sharp PB. The influence of recent growth history on the phenotype of Escherichia coli. Folia Microbiol (Praha) 1972; 17:1-16. [PMID: 4551443 DOI: 10.1007/bf02872248] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Abstract
1. In many instances, there was no change in the rate of oxygen consumption per cell when adenine was withdrawn from purine auxotrophs of Escherichia coli and Salmonella typhimurium. 2. However, adenine deficiency inhibited the metabolism of glucose, mannitol or glycerol in a purA(-) strain, in purB(-) or purH(-) strains in the absence of histidine and in purB(-) mutants supplied with hypoxanthine. These are all instances where reactions occur to consume adenine nucleotides. 3. The inhibition of glucose oxidation is accompanied by the accumulation of fructose 1,6-diphosphate and dihydroxyacetone phosphate. 4. Insufficiency of ADP for phosphoglycerate kinase is the most probable cause of the inhibition.
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Shrago E, Shug AL, Ferguson SM. The effects of decreased aeration on the electron transport system and glyconeogenesis during growth of Tetrahymena pyriformis. ACTA ACUST UNITED AC 1971. [DOI: 10.1016/0020-711x(71)90010-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Abstract
Catabolite repression of tryptophanase was studied in detail under various conditions in several strains of Escherichia coli and was compared with catabolite repression of beta-glactosidase. Induction of tryptophanase and beta-galactosidase in cultures grown with various carbon sources including succinate, glycerol, pyruvate, glucose, gluconate, and arabinose is affected differently by the various carbon sources. The extent of induction does not seem to be related to the growth rate of the culture permitted by the carbon source during the course of the experiment. In cultures grown with glycerol as carbon source, preinduced for beta-galactosidase or tryptophanase and made permeable by ethylenediaminetetraacetic acid (EDTA) treatment, catabolite repression of tryptophanase was not affected markedly by the addition of cAMP (3',5'-cyclic adenosine monophosphate). Catabolite repression by glucose was only partially relieved by the addition of cAMP. In contrast, under the same conditions, cAMP completely relieved catabolite repression of beta-galactosidase by either pyruvate or glucose. Under conditions of limited oxygen, induction of tryptophanase is sensitive to catabolite repression; under the same conditions, beta-galactosidase induction is not sensitive to catabolite repression. Induction of tryptophanase in cells grown with succinate as carbon source is sensitive to catabolite repression by glycerol and pyruvate as well as by glucose. Studies with a glycerol kinaseless mutant indicate that glycerol must be metabolized before it can cause catabolite repression. The EDTA treatment used to make the cells permeable to cAMP was found to affect subsequent growth and induction of either beta-galactosidase or tryptophanase much more adversely in E. coli strain BB than in E. coli strain K-12. Inducation of tryptophanase was reduced by the EDTA treatment significantly more than induction of beta-galactosidase in both strains. Addition of 2.5 x 10(-3)m cAMP appeared partially to reverse the inhibitory effect of the EDTA treatment on enzyme induction but did not restore normal growth.
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Chapter V Methods for Studying Enzyme Regulation. METHODS IN MICROBIOLOGY 1971. [DOI: 10.1016/s0580-9517(08)70577-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register]
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Abstract
Experiments have been done to show whether the lac promoter delection L1, which partly alleviates catabolite repression, also affects transient repression of lac. In stain L1/F'M15 all of the beta-galactosidase is synthesized from a chromosomal gene cis to L1, whereas 98% of the thiogalactosidase transacetylase is synthesized from an episomal gene cis to an intact i-p-o region. The addition of glucose to induced cultures of strain L1/F'M15 growing in glycerol medium caused extensive transient repression of transacetylase but almost no transient repression of beta-galactosidase. In control experiments with a diploid stain of genotype p(+)z(+)a(-)/F'p(+)z(-)a(+) the two enzymes suffered equal transient repression. Thus L1 substantially relieves transient repression.
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Affiliation(s)
- M D. Yudkin
- Department of Biochemistry, University of Oxford, South Parks Road, Oxford, UK
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26
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Goldenbaum PE, Broman RL, Dobrogosz WJ. Cyclic 3',5'-adenosine monophosphate and N-acetylglucosamine-6-phosphate as regulatory signals in catabolite repression of the lac operon in Escherichia coli. J Bacteriol 1970; 103:663-70. [PMID: 4319836 PMCID: PMC248141 DOI: 10.1128/jb.103.3.663-670.1970] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
When an Escherichia coli mutant lacking the enzyme N-acetyl-glucosamine-6-phosphate (AcGN6P) deacetylase is grown in a succinate-mineral salts medium and exposed to an exogenous source of N-acetylglucosamine, approximately 20 to 30 pmoles of AcGN6P per mug of cell dry weight will accumulate in these cells. This accumulation occurs within 2 to 4 min after the addition of N-acetylglucosamine and is coincident with the production of a severe permanent catabolite repression of beta-galactosidase synthesis. This repression does not occur if adenosine 3',5'-cyclic phosphate (cyclic AMP) is added to the cells before AcGN6P accumulates. An immediate derepression occurs when cyclic AMP is added to cells that have already accumulated a large AcGN6P pool. These findings are consistent with the view that low-molecular-weight carbohydrate metabolites and cyclic AMP play key roles in the catabolite repression phenomenon, and that metabolites such as AcGN6P may participate in the represion mechanism by influencing either the formation or degradation of cyclic AMP in E. coli.
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Moses V, Sharp PB. Interactions between metabolic intermediates and beta-galactosidase from Escherichia coli. Biochem J 1970; 118:491-5. [PMID: 4319544 PMCID: PMC1179217 DOI: 10.1042/bj1180491] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
1. 5-Phosphorylribose 1-pyrophosphate, in the presence of beta-mercaptoethanol, protected beta-galactosidase from heat inactivation. Many other substances, including 3':5'-cyclic-AMP, were without effect. 2. The efficiency of complementation in vitro of beta-galactosidase segments was decreased by 5-phosphorylribose 1-pyrophosphate but not by 3':5'-cyclic-AMP. Neither substance affected the activity of the complete enzyme. 3. Some indications as to the possible identity of the catabolite repression effector are presented.
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Moses V, Sharp PB. Adenosine 3':5'-cyclic monophosphate and catabolite repression in Escherichia coli. Biochem J 1970; 118:481-9. [PMID: 4319543 PMCID: PMC1179216 DOI: 10.1042/bj1180481] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
1. Both permanent and transient catabolite repression of beta-galactosidase synthesis in Escherichia coli are abolished by 5mm-3':5'-cyclic-AMP when elicited by glucose, but not when caused by a mixture of glucose, glucose 6-phosphate, gluconate and casein hydrolysate (casamino acids). 2. Glucose uptake is slightly increased by 3':5'-cyclic-AMP. 3. No significant effects of the nucleotide were found on the synthesis of protein and RNA, either in exponential growth on one substrate, or during a growth shift from glycerol to glycerol plus glucose. 4. Marked changes in the soluble-protein profiles of cells growing in glycerol and glucose were caused by the presence of 3':5'-cyclic-AMP. 5. Measurements of (14)CO(2) release from specifically-labelled glucose showed that 3':5'-cyclic-AMP greatly stimulated glycolytic activity while having a minor depressing effect on the metabolic flow through the pentose phosphate cycle. 6. The concentrations of several metabolic intermediates, particularly fructose 1,6-diphosphate, were greatly affected by the presence of 3':5'-cyclic-AMP. 7. Several metabolites partially relieved glucose repression of beta-galactosidase synthesis in EDTA-treated cells; three out of five of these metabolites reversed the effect more effectively than did 3':5'-cyclic-AMP. 8. The evidence for and against a direct role for 3':5'-cyclic-AMP is discussed. It is concluded that the evidence for indirect action is at least as strong as that for direct action.
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Zwaig N, Kistler WS, Lin EC. Glycerol kinase, the pacemaker for the dissimilation of glycerol in Escherichia coli. J Bacteriol 1970; 102:753-9. [PMID: 4914079 PMCID: PMC247623 DOI: 10.1128/jb.102.3.753-759.1970] [Citation(s) in RCA: 127] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
The activity of glycerol kinase is rate-limiting in the metabolism of glycerol by cells of Escherichia coli. A mutant strain producing a glycerol kinase resistant to inhibition by fructose-1,6-diphosphate grows faster than its wild-type parent on glycerol as the sole source of carbon and energy. The amount of intracellular fructose-1,6-diphosphate was determined for wild-type cells growing exponentially on glycerol. The water content of such cells was also determined, allowing calculation of the intracellular concentration of fructose-1,6-diphosphate. This value, 1.7 mm, is adequate to exert substantial inhibition on the wild-type glycerol kinase. The desensitization of glycerol kinase to feedback inhibition also enhances the power of glycerol to exert catabolite repression, both on the enzymes of the glycerol system itself and on those of the lactose system. However, desensitization of glycerol kinase alone does not eliminate the phenomenon of diauxic growth in a glucose-glycerol medium. Biphasic growth in such a medium is abolished if the altered enzyme is produced constitutively. The constitutive production of the mutant kinase at high levels, however, renders the cells vulnerable to glycerol. Thus, when the cells have been grown on a carbon source with a low power for catabolite repression, e.g., succinate, sudden exposure to glycerol leads to overconsumption of the nutrient and cell death.
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Tyler B, Magasanik B. Physiological basis of transient repression of catabolic enzymes in Escherichia coli. J Bacteriol 1970; 102:411-22. [PMID: 4911541 PMCID: PMC247566 DOI: 10.1128/jb.102.2.411-422.1970] [Citation(s) in RCA: 37] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Transient repression of catabolic enzymes occurs in cells that encounter a new carbon compound in their growth medium, but only when the cells contain the enzyme catalyzing the transfer of phosphate from phosphoenolpyruvate to a small heat-stable protein (HPr), as well as a permease capable of transporting the new compound across the cell membrane. The newly added compound need not be metabolized. The degree and duration of the transient repression have no obvious relation to the intracellular level of the exogenously added compound. It is suggested that the actual passage of the compound through the cell membrane is responsible for the repression.
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31
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Leahy JJ. Cobaltous ion effect on diauxie. J Bacteriol 1969; 100:1194-7. [PMID: 4902807 PMCID: PMC250290 DOI: 10.1128/jb.100.3.1194-1197.1969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Cobaltous ions extended the duration of the diauxic lag in Escherichia coli K-12. Growth in glucose in the presence of Co(++) was necessary for the effect. Medium in which cells had been grown in the presence of Co(++) produced an extended lag when inoculated with fresh cells and lactose. Valine was found in this medium. Reversal of the extended lag was brought about by addition of l-isoleucine and related l-amino acids, but not by several metal ions. Cobaltous ion does not inhibit beta-galactosidase or the galactoside permease. These results, together with the known growth sensitivity of K-12 to valine, indicate that Co(++) disturbs the normal valine-isoleucine balance.
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32
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Heinemann B, Howard AJ. Production of tumor-inhibitory L-asparaginase by submerged growth of Serratia marcescens. Appl Microbiol 1969; 18:550-4. [PMID: 4905034 PMCID: PMC378033 DOI: 10.1128/am.18.4.550-554.1969] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Production of a tumor-inhibitory asparaginase by submerged fermentation with Serratia marcescens ATCC 60 was studied to ascertain optimal nutritional conditions for large-scale production leading to enzyme purification studies. Five strains of S. marcescens were screened in shake-flask studies and were found to produce 0.8 to 3.7 IU/ml 48 hr after inoculation. The requirements for asparaginase production with S. marcescens ATCC 60, the high producing strain, included the following: 4% autolyzed yeast extract medium (initial pH 5.0), an incubation temperature of 26 C, and limited aeration for a zero level of dissolved oxygen during the fermentation. Addition of various carbohydrates to the fermentation medium did not enhance yields. The peak cell population in the fermentation medium and the maximal asparaginase yields occurred simultaneously. Highest enzyme yields were found when the pH of the fermentation cycle rose to approximately 8.5. Yields of 4 IU of asparaginase/ml of cell suspension have been obtained consistently in 40 to 42 hr from 10-liter volumes (500 ml/4-liter bottle) produced on a reciprocating shaker. Scale-up to a 60-liter fermentor yielded 3.1 IU/ml in 35 hr.
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Moss FJ, Rickard PA, Beech GA, Bush FE. The response by microorganisms to steady state growth in controlled concentrations of oxygen and glucose. I. Candida utilis. Biotechnol Bioeng 1969; 11:561-80. [PMID: 5824417 DOI: 10.1002/bit.260110404] [Citation(s) in RCA: 43] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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Abstract
1. Experiments were devised to show whether catabolite repression of beta-galactosidase synthesis operates at the level of transcription or of translation. Escherichia coli K12 was induced for a short period in non-repressing medium (glycerol-minimal medium), and transcription of the lac operon was terminated by either of two methods; glucose was then added as a source of the catabolite repressor during the subsequent translation of the accumulated beta-galactosidase messenger RNA. 2. When induced bacteria in glycerol medium were infected with T6 phage, which is known to halt transcription, the addition of glucose up to 3min. later diminished the yield of beta-galactosidase. 3. When induced bacteria in glycerol medium were removed from the inducer and resuspended in fresh medium (a process that is also known to halt transcription), the yield of enzyme was again diminished by the presence of glucose in the resuspension medium. 4. It is concluded that repression of beta-galactosidase synthesis can be brought about by the presence of glucose during the translation phase only. 5. In E. coli strain 300U the effect on translation was sufficient to account for almost all the catabolite repression of beta-galactosidase synthesis observed during exponential growth of the organism in glucose-minimal medium. In E. coli strain 200P, however, much more severe repression occurred during exponential growth, and an additional effect of glucose is postulated.
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Gaillard R. [Study of the phenomenon of transitory repression in a continous culture. Evidence for the linear synthesis of beta-galactosidase]. EUROPEAN JOURNAL OF BIOCHEMISTRY 1969; 9:363-70. [PMID: 4894030 DOI: 10.1111/j.1432-1033.1969.tb00617.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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36
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Dobrogosz WJ. Corepressor system for catabolite repression of the lac operon in Escherichia coli. J Bacteriol 1969; 97:1083-92. [PMID: 4887497 PMCID: PMC249818 DOI: 10.1128/jb.97.3.1083-1092.1969] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Acetylated amino sugars, normally used in the biosynthesis of cell walls and cell membranes, were found to play a role as corepressors for catabolite repression of the lac operon in Escherichia coli. This conclusion was derived from studies conducted on mutants of E. coli that were able to assimilate an exogenous source of N-acetylglucosamine (AcGN) but were unable to dissimilate or grow on this compound. At concentrations less than 10(-4)m, AcGN caused severe catabolite repression of beta-galactosidase synthesis in cultures grown under either nonrepressed or partially repressed conditions. This repression occurred in the absence of any effect of AcGN on either the carbon and energy metabolism or the growth of the organism. In addition, this repression by AcGN occurred in a mutant strain that is constitutive for beta-galactosidase production, demonstrating that the AcGN effect does not involve the uptake of inducer. This model for the corepressor system of catabolite repression is discussed in relation to the existing theories on repression of the lac operon.
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Shrago E, Shug AL. Regulation of phosphoenolpyruvate carboxykinase in Escherichia coli by carbohydrate metabolism. Arch Biochem Biophys 1969; 130:393-8. [PMID: 4888280 DOI: 10.1016/0003-9861(69)90050-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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38
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Coukell MB, Polglase WJ. Relaxation of catabolite repression in streptomycin-dependent Escherichia coli. Biochem J 1969; 111:279-86. [PMID: 4975019 PMCID: PMC1187509 DOI: 10.1042/bj1110279] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Acetohydroxy acid synthetase, which is sensitive to catabolite repression in wild-type Escherichia coli B, was relatively resistant to this control in a streptomycin-dependent mutant. The streptomycin-dependent mutant was found to be inducible for beta-galactosidase in the presence of glucose, although repression of beta-galactosidase by glucose occurred under experimental conditions where growth of the streptomycin-dependent mutant was limited. Additional glucose-sensitive enzymes of wild-type E. coli B (citrate synthase, fumarase, aconitase and isocitrate dehydrogenase) were found to be insensitive to the carbon source in streptomycin-dependent mutants: these enzymes were formed by streptomycin-dependent E. coli B in equivalent quantities when either glucose or glycerol was the carbon source. Two enzymes, glucokinase and glucose 6-phosphate dehydrogenase, that are glucose-insensitive in wild-type E. coli B were formed in equivalent quantity on glucose or glycerol in both streptomycin-sensitive and streptomycin-dependent E. coli B. The results indicate a general decrease or relaxation of catabolite repression in the streptomycin-dependent mutant. The yield of streptomycin-dependent cells from glucose was one-third less than that of the streptomycin-sensitive strain. We conclude that the decreased efficiency of glucose utilization in streptomycin-dependent E. coli B is responsible for the relaxation of catabolite repression in this mutant.
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Silver RS, Mateles RI. Control of mixed-substrate utilization in continuous cultures of Escherichia coli. J Bacteriol 1969; 97:535-43. [PMID: 4886282 PMCID: PMC249724 DOI: 10.1128/jb.97.2.535-543.1969] [Citation(s) in RCA: 56] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
The chemostat culture technique was used to study the control mechanisms which operate during utilization of mixtures of glucose and lactose and glucose and l-aspartic acid by populations of Escherichia coli B6. Constitutive mutants were rapidly selected during continuous culture on a mixture of glucose and lactose, and the beta-galactosidase level of the culture increased greatly. After mutant selection, the specific beta-galactosidase level of the culture was a decreasing function of growth rate. In cultures of both the inducible wild type and the constitutive mutant, glucose and lactose were simultaneously utilized at moderate growth rates, whereas only glucose was used in the inducible cultures at high growth rates. Catabolite repression was shown to be the primary mechanism of control of beta-galactosidase level and lactose utilization in continuous culture on mixed substrates. In batch culture, as in the chemostat, catabolite repression acting by itself on the lac enzymes was insufficient to prevent lactose utilization or cause diauxie. Interference with induction of the lac operon, as well as catabolite repression, was necessary to produce diauxic growth. Continuous cultures fed mixtures of glucose and l-aspartic acid utilized both substrates at moderate growth rates, even though the catabolic enzyme aspartase was linearly repressed with increasing growth rate. Although the repression of aspartase paralleled the catabolite repression of beta-galactosidase, l-aspartic acid could be utilized even at very low levels of the catabolic enzyme because of direct anabolic incorporation into protein.
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Tyler B, Magasanik B. Molecular basis of transient repression of beta-galactosidase in Escherichia coli. J Bacteriol 1969; 97:550-6. [PMID: 4886283 PMCID: PMC249726 DOI: 10.1128/jb.97.2.550-556.1969] [Citation(s) in RCA: 32] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
The molecular basis of transient repression of beta-galactosidase by glucose was examined. This repression acted only at the level of transcription. Apparently, it was not mediated by the I-gene product. Analysis of single cells in a culture subjected to transient repression showed that essentially all cells initially experienced repression and later became gradually resistant to repression.
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Kuzela S. The effect of nucleosides on the induced synthesis of beta-galactosidase in non-growing cells of Escherichia coli. Folia Microbiol (Praha) 1969; 14:77-81. [PMID: 4892132 DOI: 10.1007/bf02869403] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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42
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Llanes B, McFall E. Effect of galactose on beta-galactosidase synthesis in Escherichia coli K-12. J Bacteriol 1969; 97:217-22. [PMID: 4884812 PMCID: PMC249581 DOI: 10.1128/jb.97.1.217-222.1969] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
In wild-type strains of Escherichia coli K-12, the rate of thiomethylgalactoside (TMG)-induced beta-galactosidase synthesis is decreased in the presence of galactose or glucose. A spontaneous mutant of a K-12 strain, 58-161, which synthesizes beta-galactosidase at a low rate was isolated. In this mutant, galactose, after a lag of about one generation time, evoked the same final differential rate of enzyme synthesis as did the gratuitous inducer TMG. However, constitutive, TMG-induced and galactose-induced synthesis in the mutant were subject to inhibition by exogenous glucose. It is concluded that repression of beta-galactosidase synthesis derived from glucose is distinct from the inhibition derived from galactose.
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Paigen K, Williams B. Catabolite Repression and other Control Mechanisms in Carbohydrate Utilization. Adv Microb Physiol 1969. [DOI: 10.1016/s0065-2911(08)60444-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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45
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Abstract
1. Two hypotheses to account for general catabolite repression of the lactose enzymes in Escherichia coli were tested: the dilution model of Palmer & Moses (1967), and the specific catabolite repressor model of Loomis & Magasanik (1965, 1967). 2. The dilution model predicts that in mutants lacking the i-o regulation system the differential rate of beta-galactosidase synthesis should increase when amino acid-synthesizing enzymes are repressed by the presence of amino acids in the medium. It also predicts that with such mutants the total absence of P(i) from the medium should not result in the complete cessation of beta-galactosidase synthesis that is observed with wild-type cells. 3. Neither prediction was confirmed experimentally, and it is concluded that this model cannot explain catabolite repression. 4. The specific repressor hypothesis depends on the properties of a strain of E. coli carrying the CR(-) mutation. It requires both that cells of this genotype should be totally resistant to general catabolite repression and that this resistance should be specific for the lactose enzymes. 5. In fact the synthesis of beta-galactosidase by CR(-) cells, though showing resistance to catabolite repression by growth on glucose, was found to be repressed in several other circumstances. 6. Two other inducible enzymes, l-tryptophanase and d-serine deaminase, also showed resistance to repression by glucose in CR(-) cells. 7. It is concluded that this model, too, does not account for general catabolite repression. 8. Strains carrying deletions at either end of the lactose operon that extend into the structural genes of the operon continue to exhibit catabolite repression. 9. These experiments appear to eliminate the possibility that catabolite repression operates at the level of DNA transcription, and suggest that repression affects instead the translation of messenger RNA into protein.
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Regulation of β-Galactosidase Synthesis in Escherichia coli by Cyclic Adenosine 3′,5′-Monophosphate. J Biol Chem 1968. [DOI: 10.1016/s0021-9258(18)91964-2] [Citation(s) in RCA: 149] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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47
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Jost JP, Khairallah EA, Pitot HC. Studies on the Induction and Repression of Enzymes in Rat Liver. J Biol Chem 1968. [DOI: 10.1016/s0021-9258(18)93377-6] [Citation(s) in RCA: 128] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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48
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Cox DP, Hanson RS. Catabolite repression of aconitate hydratase in Bacillus subtilis. BIOCHIMICA ET BIOPHYSICA ACTA 1968; 158:36-44. [PMID: 4968068 DOI: 10.1016/0304-4165(68)90069-x] [Citation(s) in RCA: 25] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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49
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Kuzela S, Kovác L. The effect of anaerobiosis on the induced synthesis of beta-galactosidase in non-growing Escherichia coli. Folia Microbiol (Praha) 1968; 13:129-33. [PMID: 4872863 DOI: 10.1007/bf02868213] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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50
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Abstract
N-acetylglucosamine was found to be a good repressor source for catabolite repression of the beta-galactosidase system in Escherichia coli. It was found capable of increasing the severity of repression by glucose or gluconate when included in the medium with either of these substrates. N-acetylglucosamine was shown to be assimilated under these conditions, but had no effect on culture growth rates. Its influence on catabolite repression was not altered by growth in the presence of inhibiting levels of penicillin. These findings indicated that catabolite repression may be associated with certain reactions of amino sugar metabolism. A working model has been formulated along these lines and will be used to explore this possible relationship further.
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