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Arnold S, Siemann-Herzberg M, Schmid J, Reuss M. Model-based inference of gene expression dynamics from sequence information. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2005; 100:89-179. [PMID: 16270657 DOI: 10.1007/b136414] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
A dynamic model of prokaryotic gene expression is developed that makes considerable use of gene sequence information. The main contribution arises from the fact that the combined gene expression model allows us to access the impact of altering a nucleotide sequence on the dynamics of gene expression rates mechanistically. The high level of detail of the mathematical model is considered as an important step towards bringing together the tremendous amount of biological in-depth knowledge that has been accumulated at the molecular level, using a systems level analysis (in the sense of a bottom-up, inductive approach). This enables to the model to provide highly detailed insights into the various steps of the protein expression process and it allows us to access possible targets for model-based design. Taken as a whole, the mathematical gene expression model presented in this study provides a comprehensive framework for a thorough analysis of sequence-related effects on the stages of mRNA synthesis, mRNA degradation and ribosomal translation, as well as their nonlinear interconnectedness. Therefore, it may be useful in the rational design of recombinant bacterial protein synthesis systems, the modulation of enzyme activities in pathway design, in vitro protein biosynthesis, and RNA-based vaccination.
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Affiliation(s)
- Sabine Arnold
- Biotechnology R&D, DSM Nutritional Products Ltd., Bldg. 203/113A, 4002 Basel, Switzerland
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2
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Nierlich DP, Murakawa GJ. The decay of bacterial messenger RNA. PROGRESS IN NUCLEIC ACID RESEARCH AND MOLECULAR BIOLOGY 1996; 52:153-216. [PMID: 8821261 DOI: 10.1016/s0079-6603(08)60967-8] [Citation(s) in RCA: 69] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Affiliation(s)
- D P Nierlich
- Department of Microbiology and Molecular Genetics, University of California, Los Angeles 90024, USA
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Murakawa GJ, Kwan C, Yamashita J, Nierlich DP. Transcription and decay of the lac messenger: role of an intergenic terminator. J Bacteriol 1991; 173:28-36. [PMID: 1702782 PMCID: PMC207152 DOI: 10.1128/jb.173.1.28-36.1991] [Citation(s) in RCA: 54] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Prior work has indicated that the polycistronic lacZYA mRNA of Escherichia coli is cleaved during decay at approximately intergenic sites (L. W. Lim and D. Kennell, J. Mol. Biol. 135: 369-390, 1979). In this work, we characterized the products by using probes specific for the different cistrons. This analysis indicated that six lac mRNA species are present in the following order of decreasing abundance: lacZ, -A, -ZYA, -ZY, -YA, and -Y. Very little lacYA and lacY mRNAs were present, whereas in cells induced to steady state, there was 10 times more lacZ than lacZYA mRNA. The lacZ mRNA appeared as a discrete species extending to a site in the lacZ-Y intergenic space (ca. residue 3150). This site is just distal to a potential rho-independent termination sequence. We examined the function of this sequence to determine whether it contributes to the distribution of the mRNAs. Although the termination sequence was shown to function in vitro, when it was recloned into an expression vector, no termination was seen in vivo. Moreover, direct examination of the kinetics of lac messenger synthesis revealed that after initiation, most transcription continued to the end of the operon. We conclude that during normal growth, the operon is transcribed in its entirety and that the individual lac mRNAs are formed by cleavage. These results confirm earlier work implying that the lac operon is transcribed in its entirety but are in conflict with several recent reports suggesting that internal termination occurs. Our findings indicate that the natural polarity of the operon (lacZ is expressed sixfold more strongly than lacA) is based on posttranslational effects and not on polarity of transcription.
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Affiliation(s)
- G J Murakawa
- Department of Microbiology and Molecular Genetics, University of California, Los Angeles 90024-1489
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Adams CC, Stern DB. Control of mRNA stability in chloroplasts by 3' inverted repeats: effects of stem and loop mutations on degradation of psbA mRNA in vitro. Nucleic Acids Res 1990; 18:6003-10. [PMID: 2235482 PMCID: PMC332397 DOI: 10.1093/nar/18.20.6003] [Citation(s) in RCA: 72] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
To investigate the role of mRNA 3' inverted repeats (IRs) in stabilizing plant chloroplast mRNAs, we have measured the processing and stability of wild-type and mutant RNAs corresponding to the 3' end of the spinach chloroplast psbA mRNA. wild-type and mutant 3' IR-RNA precursors were processed at similar rates in a homologous in vitro system, but RNAs with either a mutant loop sequence CUUCGG or a specific base substitution in the IR exhibited an enhanced accumulation of mature product. Incubation of mature products in the in vitro system demonstrated that this was due to an increased stability of the product. These mutant RNAs displayed the same order of stabilities when their decay was measured following electroporation into intact chloroplasts. We found that the in vitro system contains an endonuclease activity that cleaves the wild-type 3' IR-RNA within the loop and also in single-stranded regions, suggesting a possible role for the loop sequence in determining RNA longevity in vitro. Interestingly, the altered loop sequence CUUCGG, which enhances RNA stability in bacteria (1), prolonged the half-life of psbA 3' IR-RNA in vitro and also resulted in an altered endonuclease cleavage pattern. Such nucleases could potentially play an important role in plastid mRNA decay in vivo.
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Affiliation(s)
- C C Adams
- Boyce Thompson Institute for Plant Research, Cornell University, Ithaca, NY 14853-1801
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Riba L, Becerril B, Servín-González L, Valle F, Bolivar F. Identification of a functional promoter for the Escherichia coli gdhA gene and its regulation. Gene 1988; 71:233-46. [PMID: 2465204 DOI: 10.1016/0378-1119(88)90040-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Glutamate dehydrogenase (GDH) catalyzes the synthesis of L-glutamate from 2-oxoglutarate and ammonia. The complete nucleotide sequence of the Escherichia coli gdhA gene, as well as its 5' and 3' flanking regions have been previously reported [Valle et al., Gene 23 (1983) 199-209; 27 (1984) 193-199]. In this paper we present data on the GDH specific activities using both excess and limiting concentrations of ammonia as nitrogen sources. Evidence is presented on the regulation of the mRNA levels for this enzyme by the ammonia concentration in the growth medium. We have identified a single and apparently invariant transcript for several metabolic growth conditions. We also report the identification of a functional promoter and the corresponding transcription start point under several growth conditions. Finally, possible regulatory sequences located at the 5' flanking region of the gdhA gene are discussed.
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Affiliation(s)
- L Riba
- Departamento de Biología Molecular, Universidad Nacional Autónoma de México, Morelos
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6
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Abstract
S1 nuclease mapping revealed lacZ mRNA molecules whose 5' and 3' ends were internal to the transcription start and consistent with cleavages at pyrimidine-adenosine bonds 20 to 50 nucleotides apart. With the net 5'-to-3' direction known, lacZ mRNA is probably degraded by sequential cleavages of naked mRNA at vulnerable sites exposed by transit of the last translating ribosome.
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Affiliation(s)
- M N Subbarao
- Department of Microbiology and Immunology, Washington University School of Medicine, St. Louis, Missouri 63110
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Newbury SF, Smith NH, Higgins CF. Differential mRNA stability controls relative gene expression within a polycistronic operon. Cell 1987; 51:1131-43. [PMID: 2446776 DOI: 10.1016/0092-8674(87)90599-x] [Citation(s) in RCA: 216] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
In this paper we demonstrate a role for mRNA stability in controlling relative gene expression within a polycistronic operon. The polycistronic malEFG operon of E. coli contains two REP sequences (highly conserved inverted repeats) within the malE-malF intercistronic region. Deletion of these REP sequences from the chromosomal operon not only destabilizes upstream malE mRNA, but also results in a 9-fold reduction in the synthesis of MalE protein. A single REP sequence seems to be as efficient as the two normally found in this intergenic region at stabilizing translationally active upstream mRNA. The widespread occurrence of REP sequences and other sequences that could potentially stabilize upstream mRNA suggests that this mechanism of control of gene expression may be rather common.
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Affiliation(s)
- S F Newbury
- Department of Biochemistry, University of Dundee, Scotland
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Cannistraro VJ, Hwang P, Kennell DE. Isolating and sequencing the infrequent 3'-ends of a specific mRNA. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1987; 14:211-21. [PMID: 3316356 DOI: 10.1016/0165-022x(87)90010-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Procedures are described for identification of very infrequent in vivo 3'-ends of RNA. After purification by filter hybridization, the 3'-ends were labeled with [5'-32P] cytosine-3'-P in the RNA ligase reaction. Significantly fewer counts were incorporated in the ligase reaction than in the polynucleotide kinase reaction to label 5'-ends. The incorporation was increased by increasing the RNA concentration 5-10 fold by using only one round of filter hybridization. Non-specific RNA binding could be eliminated by RNase A treatment of the filter if a great excess of denatured heterologous DNA was immobilized along with the DNA probe. Significant amounts of DNA were released when eluting the hybrid RNA from such filters. DNA inhibited the ligase reaction, while its DNase products were even more inhibitory. Treatment of the DNase products with alkaline phosphatase completely eliminated the inhibition. We detected no spurious 5'- or 3'-ends generated in the hybrid RNA by RNase A activity used to reduce the non-specific RNA. Also, RNase T1 could be used in place of RNase A to eliminate non-specific RNA binding, but about 25 times more RNase T1 (microgram/microgram) was needed. We used partial alkali digestion to sequence 3'-ends. A major (one hit) and minor (two hit) set of products were produced which could be distinguished from each other by alkaline phosphatase treatment and homochromatography of the products.
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Affiliation(s)
- V J Cannistraro
- Department of Microbiology and Immunology, Washington University School of Medicine, St. Louis, MO 63110
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Newbury SF, Smith NH, Robinson EC, Hiles ID, Higgins CF. Stabilization of translationally active mRNA by prokaryotic REP sequences. Cell 1987; 48:297-310. [PMID: 2433046 DOI: 10.1016/0092-8674(87)90433-8] [Citation(s) in RCA: 263] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The REP sequence is a highly conserved inverted repeat that is present in about 25% of all E. coli transcription units. We show that the REP sequence can stabilize upstream RNA, independently of any other sequences, by protection from 3'-5' exonuclease attack. The REP sequence is frequently responsible for the differential stability of different segments of mRNA within an operon. We demonstrate that REP-stabilized mRNA can be translated in vivo and that cloning the REP sequence downstream of a gene can increase protein synthesis. This provides direct evidence that alterations in mRNA stability can play a role in determining bacterial gene expression. The implications of these findings for the mechanisms of mRNA degradation and for the role of RNA stability in the regulation of gene expression are discussed.
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King TC, Sirdeskmukh R, Schlessinger D. Nucleolytic processing of ribonucleic acid transcripts in procaryotes. Microbiol Rev 1986; 50:428-51. [PMID: 2432388 PMCID: PMC373081 DOI: 10.1128/mr.50.4.428-451.1986] [Citation(s) in RCA: 81] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
MESH Headings
- Bacteria/genetics
- Bacteria/metabolism
- Escherichia coli/genetics
- Escherichia coli/metabolism
- RNA Processing, Post-Transcriptional
- RNA, Bacterial/genetics
- RNA, Bacterial/metabolism
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Ribosomal/genetics
- RNA, Ribosomal/metabolism
- RNA, Small Nuclear/genetics
- RNA, Small Nuclear/metabolism
- RNA, Transfer/genetics
- RNA, Transfer/metabolism
- Ribonucleases/metabolism
- Transcription, Genetic
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Cannistraro VJ, Subbarao MN, Kennell D. Specific endonucleolytic cleavage sites for decay of Escherichia coli mRNA. J Mol Biol 1986; 192:257-74. [PMID: 2435917 DOI: 10.1016/0022-2836(86)90363-3] [Citation(s) in RCA: 117] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The polycistronic lac mRNA of Escherichia coli contains three messages. The rate of degradation of the second (lacY) message was observed to be equal to that of the third (lacA), and each decayed twice as fast as did the first (lacZ). Specific 5'- and 3'-ended lacY mRNA molecules could be recovered from cells; most likely, they are generated from endonucleolytic cleavages that are a part of the degradative process. They were observed by S1 nuclease mapping, and the exact 5'- and 3'-end oligonucleotides of many of them were identified by direct sequencing. Almost all of the molecules started with a 5' adenosine that would be preceded by a pyrimidine. The specificity was further restricted by neighboring nucleotides, and analysis of the data suggested that 5'-U-U decreases-A-U- is especially vulnerable. Also, computer analyses predicted the most stable secondary structures of selected segments of the mRNA and suggested that cleavages may only occur in regions of single strandedness. A model of mRNA degradation is proposed based on these observations and earlier ones. There is no unique target on a message for the initial inactivating attack: any region free of ribosomes is vulnerable, but for statistical reasons the initial attack of most molecules is near the ribosome-loading site. With no further ribosome loading, the newly unprotected 5' ends are "chopped off" at one of the next preferred target sites almost as fast as the last ribosomes moves down the mRNA.
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Abstract
The pathway of RNA polymerase entry at the lac promoter was studied by investigating the relationship between the promoter and a weak, overlapping polymerase interaction site (P2). If polymerase is made to enter the DNA by binding in vitro at this P2 site, cyclic AMP receptor protein (CRP) actively removes polymerase and redirects it to the promoter. A template competition experiment demonstrates that RNA polymerase initially bound at P2 does not slide the 22 base pairs along the DNA from this "entry" site to the promoter, but must locate the promoter by first leaving the template. We infer that CRP works by binding DNA in a way that both clears the promoter and modifies it to assume a form that is a better receptor for the binding of RNA polymerase from free solution.
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13
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Isolating and sequencing the predominant 5'-ends of a specific mRNA in cells. II. End-labeling and sequencing. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1985; 11:163-75. [PMID: 2411780 DOI: 10.1016/0165-022x(85)90052-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
T4 polynucleotide kinase has been used to end-label specific RNA purified by multiple hybridizations to nitrocellulose-bound DNA. The pico moles of ends of a specific mRNA transcribed from the chromosome, even from several liters of Escherichia coli, give concentrations perhaps 2000-fold below the Km value of the kinase-RNA substrate. In such a reaction, optimal incorporation was observed with increasing ATP concentration to greater than or equal to 7 microM (greater than or equal to 15 mCi of carrier-free [32P]ATP in a 300-500 microliter reaction). The unreacted ATP (greater than 150-fold excess) could best be eliminated by multiple gel filtrations rather than by precipitation, ion exchange chromatography or dialysis. The [5'-32P]RNA was digested with T1 or pancreatic RNase and the [5'-32P]oligonucleotides separated by size in a 20% polyacrylamide gel. Oligonucleotides of a specific size were separated sufficiently by a second dimension electrophoresis on cellulose acetate. We have used partial alkali digestion in sequencing the purified oligonucleotides. As opposed to other digestions, alkali produces 5',3'-diphospho-oligonucleotides whose mobilities can differ from those of the monophosphates, e.g., much longer running times in conventional homochromatography.
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