Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011
Valverde C, Livny J, Schlüter J-P, Reinkensmeier J, Becker A, Parisi G (2008)
BMC Genomics 9(1): 416.
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Autor*in
Valverde, Claudio;
Livny, Jonathan;
Schlüter, Jan-Philip;
Reinkensmeier, JanUniBi;
Becker, Anke;
Parisi, Gustavo
Einrichtung
Abstract / Bemerkung
Background: Small non-coding RNAs (sRNAs) have emerged as ubiquitous regulatory elements in bacteria and other life domains. However, few sRNAs have been identified outside several well-studied species of gamma-proteobacteria and thus relatively little is known about the role of RNA-mediated regulation in most other bacterial genera. Here we have conducted a computational prediction of putative sRNA genes in intergenic regions (IgRs) of the symbiotic alpha-proteobacterium S. meliloti 1021 and experimentally confirmed the expression of dozens of these candidate loci in the closely related strain S. meliloti 2011. Results: Our first sRNA candidate compilation was based mainly on the output of the sRNAPredictHT algorithm. A thorough manual sequence analysis of the curated list rendered an initial set of 18 IgRs of interest, from which 14 candidates were detected in strain 2011 by Northern blot and/or microarray analysis. Interestingly, the intracellular transcript levels varied in response to various stress conditions. We developed an alternative computational method to more sensitively predict sRNA-encoding genes and score these predicted genes based on several features to allow identification of the strongest candidates. With this novel strategy, we predicted 60 chromosomal independent transcriptional units that, according to our annotation, represent strong candidates for sRNA-encoding genes, including most of the sRNAs experimentally verified in this work and in two other contemporary studies. Additionally, we predicted numerous candidate sRNA genes encoded in megaplasmids pSymA and pSymB. A significant proportion of the chromosomal- and megaplasmid- borne putative sRNA genes were validated by microarray analysis in strain 2011. Conclusion: Our data extend the number of experimentally detected S. meliloti sRNAs and significantly expand the list of putative sRNA-encoding IgRs in this and closely related alpha-proteobacteria. In addition, we have developed a computational method that proved useful to predict sRNA-encoding genes in S. meliloti. We anticipate that this predictive approach can be flexibly implemented in many other bacterial species.
Erscheinungsjahr
2008
Zeitschriftentitel
BMC Genomics
Band
9
Ausgabe
1
Art.-Nr.
416
ISSN
1471-2164
Page URI
https://pub.uni-bielefeld.de/record/1783334
Zitieren
Valverde C, Livny J, Schlüter J-P, Reinkensmeier J, Becker A, Parisi G. Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011. BMC Genomics. 2008;9(1): 416.
Valverde, C., Livny, J., Schlüter, J. - P., Reinkensmeier, J., Becker, A., & Parisi, G. (2008). Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011. BMC Genomics, 9(1), 416. https://doi.org/10.1186/1471-2164-9-416
Valverde, Claudio, Livny, Jonathan, Schlüter, Jan-Philip, Reinkensmeier, Jan, Becker, Anke, and Parisi, Gustavo. 2008. “Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011”. BMC Genomics 9 (1): 416.
Valverde, C., Livny, J., Schlüter, J. - P., Reinkensmeier, J., Becker, A., and Parisi, G. (2008). Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011. BMC Genomics 9:416.
Valverde, C., et al., 2008. Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011. BMC Genomics, 9(1): 416.
C. Valverde, et al., “Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011”, BMC Genomics, vol. 9, 2008, : 416.
Valverde, C., Livny, J., Schlüter, J.-P., Reinkensmeier, J., Becker, A., Parisi, G.: Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011. BMC Genomics. 9, : 416 (2008).
Valverde, Claudio, Livny, Jonathan, Schlüter, Jan-Philip, Reinkensmeier, Jan, Becker, Anke, and Parisi, Gustavo. “Prediction of Sinorhizobium meliloti sRNA genes and experimental detection in strain 2011”. BMC Genomics 9.1 (2008): 416.
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Galibert F, Finan TM, Long SR, Puhler A, Abola P, Ampe F, Barloy-Hubler F, Barnett MJ, Becker A, Boistard P, Bothe G, Boutry M, Bowser L, Buhrmester J, Cadieu E, Capela D, Chain P, Cowie A, Davis RW, Dreano S, Federspiel NA, Fisher RF, Gloux S, Godrie T, Goffeau A, Golding B, Gouzy J, Gurjal M, Hernandez-Lucas I, Hong A, Huizar L, Hyman RW, Jones T, Kahn D, Kahn ML, Kalman S, Keating DH, Kiss E, Komp C, Lelaure V, Masuy D, Palm C, Peck MC, Pohl TM, Portetelle D, Purnelle B, Ramsperger U, Surzycki R, Thebault P, Vandenbol M, Vorholter FJ, Weidner S, Wells DH, Wong K, Yeh KC, Batut J., Science 293(5530), 2001
PMID: 11474104
Galibert F, Finan TM, Long SR, Puhler A, Abola P, Ampe F, Barloy-Hubler F, Barnett MJ, Becker A, Boistard P, Bothe G, Boutry M, Bowser L, Buhrmester J, Cadieu E, Capela D, Chain P, Cowie A, Davis RW, Dreano S, Federspiel NA, Fisher RF, Gloux S, Godrie T, Goffeau A, Golding B, Gouzy J, Gurjal M, Hernandez-Lucas I, Hong A, Huizar L, Hyman RW, Jones T, Kahn D, Kahn ML, Kalman S, Keating DH, Kiss E, Komp C, Lelaure V, Masuy D, Palm C, Peck MC, Pohl TM, Portetelle D, Purnelle B, Ramsperger U, Surzycki R, Thebault P, Vandenbol M, Vorholter FJ, Weidner S, Wells DH, Wong K, Yeh KC, Batut J., Science 293(5530), 2001
PMID: 11474104
Nucleotide sequence and predicted functions of the entire Sinorhizobium meliloti pSymA megaplasmid.
Barnett MJ, Fisher RF, Jones T, Komp C, Abola AP, Barloy-Hubler F, Bowser L, Capela D, Galibert F, Gouzy J, Gurjal M, Hong A, Huizar L, Hyman RW, Kahn D, Kahn ML, Kalman S, Keating DH, Palm C, Peck MC, Surzycki R, Wells DH, Yeh KC, Davis RW, Federspiel NA, Long SR., Proc. Natl. Acad. Sci. U.S.A. 98(17), 2001
PMID: 11481432
Barnett MJ, Fisher RF, Jones T, Komp C, Abola AP, Barloy-Hubler F, Bowser L, Capela D, Galibert F, Gouzy J, Gurjal M, Hong A, Huizar L, Hyman RW, Kahn D, Kahn ML, Kalman S, Keating DH, Palm C, Peck MC, Surzycki R, Wells DH, Yeh KC, Davis RW, Federspiel NA, Long SR., Proc. Natl. Acad. Sci. U.S.A. 98(17), 2001
PMID: 11481432
The complete sequence of the 1,683-kb pSymB megaplasmid from the N2-fixing endosymbiont Sinorhizobium meliloti.
Finan TM, Weidner S, Wong K, Buhrmester J, Chain P, Vorholter FJ, Hernandez-Lucas I, Becker A, Cowie A, Gouzy J, Golding B, Puhler A., Proc. Natl. Acad. Sci. U.S.A. 98(17), 2001
PMID: 11481431
Finan TM, Weidner S, Wong K, Buhrmester J, Chain P, Vorholter FJ, Hernandez-Lucas I, Becker A, Cowie A, Gouzy J, Golding B, Puhler A., Proc. Natl. Acad. Sci. U.S.A. 98(17), 2001
PMID: 11481431
Discovery of a rhizobial RNA that is essential for symbiotic root nodule development.
Ebeling S, Kundig C, Hennecke H., J. Bacteriol. 173(20), 1991
PMID: 1717438
Ebeling S, Kundig C, Hennecke H., J. Bacteriol. 173(20), 1991
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Characterization and expression patterns of Sinorhizobium meliloti tmRNA (ssrA).
Ulve VM, Cheron A, Trautwetter A, Fontenelle C, Barloy-Hubler F., FEMS Microbiol. Lett. 269(1), 2007
PMID: 17241239
Ulve VM, Cheron A, Trautwetter A, Fontenelle C, Barloy-Hubler F., FEMS Microbiol. Lett. 269(1), 2007
PMID: 17241239
tmRNAs that encode proteolysis-inducing tags are found in all known bacterial genomes: A two-piece tmRNA functions in Caulobacter.
Keiler KC, Shapiro L, Williams KP., Proc. Natl. Acad. Sci. U.S.A. 97(14), 2000
PMID: 10884408
Keiler KC, Shapiro L, Williams KP., Proc. Natl. Acad. Sci. U.S.A. 97(14), 2000
PMID: 10884408
The expression of a novel antisense gene mediates incompatibility within the large repABC family of alpha-proteobacterial plasmids.
MacLellan SR, Smallbone LA, Sibley CD, Finan TM., Mol. Microbiol. 55(2), 2005
PMID: 15659174
MacLellan SR, Smallbone LA, Sibley CD, Finan TM., Mol. Microbiol. 55(2), 2005
PMID: 15659174
Identification of differentially expressed small non-coding RNAs in the legume endosymbiont Sinorhizobium meliloti by comparative genomics.
del Val C, Rivas E, Torres-Quesada O, Toro N, Jimenez-Zurdo JI., Mol. Microbiol. 66(5), 2007
PMID: 17971083
del Val C, Rivas E, Torres-Quesada O, Toro N, Jimenez-Zurdo JI., Mol. Microbiol. 66(5), 2007
PMID: 17971083
Identification of chromosomal alpha-proteobacterial small RNAs by comparative genome analysis and detection in Sinorhizobium meliloti strain 1021.
Ulve VM, Sevin EW, Cheron A, Barloy-Hubler F., BMC Genomics 8(), 2007
PMID: 18093320
Ulve VM, Sevin EW, Cheron A, Barloy-Hubler F., BMC Genomics 8(), 2007
PMID: 18093320
Sinorhizobium meliloti strain 1021 Genome Project
AUTHOR UNKNOWN, 0
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Identification of novel genomic islands associated with small RNAs
Sridhar J, Rafi ZA., 2007
Sridhar J, Rafi ZA., 2007
Identification of small non-coding RNAs from mitochondria and chloroplasts.
Lung B, Zemann A, Madej MJ, Schuelke M, Techritz S, Ruf S, Bock R, Huttenhofer A., Nucleic Acids Res. 34(14), 2006
PMID: 16899451
Lung B, Zemann A, Madej MJ, Schuelke M, Techritz S, Ruf S, Bock R, Huttenhofer A., Nucleic Acids Res. 34(14), 2006
PMID: 16899451
Identification of 17 Pseudomonas aeruginosa sRNAs and prediction of sRNA-encoding genes in 10 diverse pathogens using the bioinformatic tool sRNAPredict2.
Livny J, Brencic A, Lory S, Waldor MK., Nucleic Acids Res. 34(12), 2006
PMID: 16870723
Livny J, Brencic A, Lory S, Waldor MK., Nucleic Acids Res. 34(12), 2006
PMID: 16870723
Identification of Rhizobium-specific intergenic mosaic elements within an essential two-component regulatory system of Rhizobium species.
Osteras M, Stanley J, Finan TM., J. Bacteriol. 177(19), 1995
PMID: 7559334
Osteras M, Stanley J, Finan TM., J. Bacteriol. 177(19), 1995
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Rfam: annotating non-coding RNAs in complete genomes.
Griffiths-Jones S, Moxon S, Marshall M, Khanna A, Eddy SR, Bateman A., Nucleic Acids Res. 33(Database issue), 2005
PMID: 15608160
Griffiths-Jones S, Moxon S, Marshall M, Khanna A, Eddy SR, Bateman A., Nucleic Acids Res. 33(Database issue), 2005
PMID: 15608160
Genetic mapping of Rhizobium meliloti.
Meade HM, Signer ER., Proc. Natl. Acad. Sci. U.S.A. 74(5), 1977
PMID: 266730
Meade HM, Signer ER., Proc. Natl. Acad. Sci. U.S.A. 74(5), 1977
PMID: 266730
R factor transfer in Rhizobium leguminosarum.
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PMID: 4612098
Beringer JE., J. Gen. Microbiol. 84(1), 1974
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Improved silver staining of plant proteins, RNA and DNA in polyacrylamide gels
Blum H, Beier H, Gross HJ., 1987
Blum H, Beier H, Gross HJ., 1987
Sambrook J, Fritsch E, Maniatis T., 1989
Image processing with ImageJ
Abramoff MD, Magelhaes PJ, Ram SJ., 2004
Abramoff MD, Magelhaes PJ, Ram SJ., 2004
(1,2)-β-D-glucan and acidic oligosaccharides produced by Rhizobium meliloti
Zevenhuisen L, van A., 1983
Zevenhuisen L, van A., 1983
Identification of Xanthomonas campestris pv. campestris galactose utilization genes from transcriptome data.
Serrania J, Vorholter FJ, Niehaus K, Puhler A, Becker A., J. Biotechnol. 135(3), 2008
PMID: 18538881
Serrania J, Vorholter FJ, Niehaus K, Puhler A, Becker A., J. Biotechnol. 135(3), 2008
PMID: 18538881
Sinorhizobium meliloti 1021 Sm14kOLI
AUTHOR UNKNOWN, 0
AUTHOR UNKNOWN, 0
EMMA server
AUTHOR UNKNOWN, 0
AUTHOR UNKNOWN, 0
Basic local alignment search tool.
Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ., J. Mol. Biol. 215(3), 1990
PMID: 2231712
Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ., J. Mol. Biol. 215(3), 1990
PMID: 2231712
Noncoding RNA gene detection using comparative sequence analysis.
Rivas E, Eddy SR., BMC Bioinformatics 2(), 2001
PMID: 11801179
Rivas E, Eddy SR., BMC Bioinformatics 2(), 2001
PMID: 11801179
Rapid, accurate, computational discovery of Rho-independent transcription terminators illuminates their relationship to DNA uptake.
Kingsford CL, Ayanbule K, Salzberg SL., Genome Biol. 8(2), 2007
PMID: 17313685
Kingsford CL, Ayanbule K, Salzberg SL., Genome Biol. 8(2), 2007
PMID: 17313685
Application of a time-delay neural network to promoter annotation in the Drosophila melanogaster genome.
Reese MG., Comput. Chem. 26(1), 2001
PMID: 11765852
Reese MG., Comput. Chem. 26(1), 2001
PMID: 11765852
EMBOSS: the European Molecular Biology Open Software Suite.
Rice P, Longden I, Bleasby A., Trends Genet. 16(6), 2000
PMID: 10827456
Rice P, Longden I, Bleasby A., Trends Genet. 16(6), 2000
PMID: 10827456
Promoter prediction in the rhizobia.
MacLellan SR, MacLean AM, Finan TM., Microbiology (Reading, Engl.) 152(Pt 6), 2006
PMID: 16735738
MacLellan SR, MacLean AM, Finan TM., Microbiology (Reading, Engl.) 152(Pt 6), 2006
PMID: 16735738
Prediction and overview of the RpoN-regulon in closely related species of the Rhizobiales.
Dombrecht B, Marchal K, Vanderleyden J, Michiels J., Genome Biol. 3(12), 2002
PMID: 12537565
Dombrecht B, Marchal K, Vanderleyden J, Michiels J., Genome Biol. 3(12), 2002
PMID: 12537565
Genome prediction of PhoB regulated promoters in Sinorhizobium meliloti and twelve proteobacteria.
Yuan ZC, Zaheer R, Morton R, Finan TM., Nucleic Acids Res. 34(9), 2006
PMID: 16717279
Yuan ZC, Zaheer R, Morton R, Finan TM., Nucleic Acids Res. 34(9), 2006
PMID: 16717279
Global transcriptional analysis of the phosphate starvation response in Sinorhizobium meliloti strains 1021 and 2011.
Krol E, Becker A., Mol. Genet. Genomics 272(1), 2004
PMID: 15221452
Krol E, Becker A., Mol. Genet. Genomics 272(1), 2004
PMID: 15221452
Regulatory Sequence Analysis Tools
AUTHOR UNKNOWN, 0
AUTHOR UNKNOWN, 0
NCBI Entrez Genome. Bacteria Complete Chromosome List
AUTHOR UNKNOWN, 0
AUTHOR UNKNOWN, 0
The control of Azorhizobium caulinodans nifA expression by oxygen, ammonia and by the HF-I-like protein, NrfA.
Kaminski PA, Elmerich C., Mol. Microbiol. 28(3), 1998
PMID: 9632262
Kaminski PA, Elmerich C., Mol. Microbiol. 28(3), 1998
PMID: 9632262
Identification of cyanobacterial non-coding RNAs by comparative genome analysis.
Axmann IM, Kensche P, Vogel J, Kohl S, Herzel H, Hess WR., Genome Biol. 6(9), 2005
PMID: 16168080
Axmann IM, Kensche P, Vogel J, Kohl S, Herzel H, Hess WR., Genome Biol. 6(9), 2005
PMID: 16168080
Detection of 5'- and 3'-UTR-derived small RNAs and cis-encoded antisense RNAs in Escherichia coli.
Kawano M, Reynolds AA, Miranda-Rios J, Storz G., Nucleic Acids Res. 33(3), 2005
PMID: 15718303
Kawano M, Reynolds AA, Miranda-Rios J, Storz G., Nucleic Acids Res. 33(3), 2005
PMID: 15718303
Analysis of the chromosome sequence of the legume symbiont Sinorhizobium meliloti strain 1021.
Capela D, Barloy-Hubler F, Gouzy J, Bothe G, Ampe F, Batut J, Boistard P, Becker A, Boutry M, Cadieu E, Dreano S, Gloux S, Godrie T, Goffeau A, Kahn D, Kiss E, Lelaure V, Masuy D, Pohl T, Portetelle D, Puhler A, Purnelle B, Ramsperger U, Renard C, Thebault P, Vandenbol M, Weidner S, Galibert F., Proc. Natl. Acad. Sci. U.S.A. 98(17), 2001
PMID: 11481430
Capela D, Barloy-Hubler F, Gouzy J, Bothe G, Ampe F, Batut J, Boistard P, Becker A, Boutry M, Cadieu E, Dreano S, Gloux S, Godrie T, Goffeau A, Kahn D, Kiss E, Lelaure V, Masuy D, Pohl T, Portetelle D, Puhler A, Purnelle B, Ramsperger U, Renard C, Thebault P, Vandenbol M, Weidner S, Galibert F., Proc. Natl. Acad. Sci. U.S.A. 98(17), 2001
PMID: 11481430
Analysis of differences between Sinorhizobium meliloti 1021 and 2011 strains using the host calcium spiking response.
Wais RJ, Wells DH, Long SR., Mol. Plant Microbe Interact. 15(12), 2002
PMID: 12481997
Wais RJ, Wells DH, Long SR., Mol. Plant Microbe Interact. 15(12), 2002
PMID: 12481997
Isolation and characterization of alfalfa-nodulating rhizobia present in acidic soils of central argentina and uruguay
del Papa MF , Balague LJ, Sowinski SC, Wegener C, Segundo E, Abarca FM, Toro N, Niehaus K, P hler A , Aguilar OM, Martinez-Drets G, Lagares A., Appl. Environ. Microbiol. 65(4), 1999
PMID: 10103231
del Papa MF , Balague LJ, Sowinski SC, Wegener C, Segundo E, Abarca FM, Toro N, Niehaus K, P hler A , Aguilar OM, Martinez-Drets G, Lagares A., Appl. Environ. Microbiol. 65(4), 1999
PMID: 10103231
6S RNA regulates E. coli RNA polymerase activity.
Wassarman KM, Storz G., Cell 101(6), 2000
PMID: 10892648
Wassarman KM, Storz G., Cell 101(6), 2000
PMID: 10892648
6S RNA is a widespread regulator of eubacterial RNA polymerase that resembles an open promoter.
Barrick JE, Sudarsan N, Weinberg Z, Ruzzo WL, Breaker RR., RNA 11(5), 2005
PMID: 15811922
Barrick JE, Sudarsan N, Weinberg Z, Ruzzo WL, Breaker RR., RNA 11(5), 2005
PMID: 15811922
6S RNA: a small RNA regulator of transcription.
Wassarman KM., Curr. Opin. Microbiol. 10(2), 2007
PMID: 17383220
Wassarman KM., Curr. Opin. Microbiol. 10(2), 2007
PMID: 17383220
Studies on the expression of 6S RNA from E. coli: involvement of regulators important for stress and growth adaptation.
Neusser T, Gildehaus N, Wurm R, Wagner R., Biol. Chem. 389(3), 2008
PMID: 18177266
Neusser T, Gildehaus N, Wurm R, Wagner R., Biol. Chem. 389(3), 2008
PMID: 18177266
Evidence for a second class of S-adenosylmethionine riboswitches and other regulatory RNA motifs in alpha-proteobacteria.
Corbino KA, Barrick JE, Lim J, Welz R, Tucker BJ, Puskarz I, Mandal M, Rudnick ND, Breaker RR., Genome Biol. 6(8), 2005
PMID: 16086852
Corbino KA, Barrick JE, Lim J, Welz R, Tucker BJ, Puskarz I, Mandal M, Rudnick ND, Breaker RR., Genome Biol. 6(8), 2005
PMID: 16086852
A bioinformatics based approach to discover small RNA genes in the Escherichia coli genome.
Chen S, Lesnik EA, Hall TA, Sampath R, Griffey RH, Ecker DJ, Blyn LB., BioSystems 65(2-3), 2002
PMID: 12069726
Chen S, Lesnik EA, Hall TA, Sampath R, Griffey RH, Ecker DJ, Blyn LB., BioSystems 65(2-3), 2002
PMID: 12069726
RNA families database
AUTHOR UNKNOWN, 0
AUTHOR UNKNOWN, 0
Detection of low-level promoter activity within open reading frame sequences of Escherichia coli.
Kawano M, Storz G, Rao BS, Rosner JL, Martin RG., Nucleic Acids Res. 33(19), 2005
PMID: 16260475
Kawano M, Storz G, Rao BS, Rosner JL, Martin RG., Nucleic Acids Res. 33(19), 2005
PMID: 16260475
A dual function for a bacterial small RNA: SgrS performs base pairing-dependent regulation and encodes a functional polypeptide.
Wadler CS, Vanderpool CK., Proc. Natl. Acad. Sci. U.S.A. 104(51), 2007
PMID: 18042713
Wadler CS, Vanderpool CK., Proc. Natl. Acad. Sci. U.S.A. 104(51), 2007
PMID: 18042713
RNomics in Escherichia coli detects new sRNA species and indicates parallel transcriptional output in bacteria.
Vogel J, Bartels V, Tang TH, Churakov G, Slagter-Jager JG, Huttenhofer A, Wagner EG., Nucleic Acids Res. 31(22), 2003
PMID: 14602901
Vogel J, Bartels V, Tang TH, Churakov G, Slagter-Jager JG, Huttenhofer A, Wagner EG., Nucleic Acids Res. 31(22), 2003
PMID: 14602901
New RNA motifs suggest an expanded scope for riboswitches in bacterial genetic control.
Barrick JE, Corbino KA, Winkler WC, Nahvi A, Mandal M, Collins J, Lee M, Roth A, Sudarsan N, Jona I, Wickiser JK, Breaker RR., Proc. Natl. Acad. Sci. U.S.A. 101(17), 2004
PMID: 15096624
Barrick JE, Corbino KA, Winkler WC, Nahvi A, Mandal M, Collins J, Lee M, Roth A, Sudarsan N, Jona I, Wickiser JK, Breaker RR., Proc. Natl. Acad. Sci. U.S.A. 101(17), 2004
PMID: 15096624
Prediction of CsrA-regulating small RNAs in bacteria and their experimental verification in Vibrio fischeri.
Kulkarni PR, Cui X, Williams JW, Stevens AM, Kulkarni RV., Nucleic Acids Res. 34(11), 2006
PMID: 16822857
Kulkarni PR, Cui X, Williams JW, Stevens AM, Kulkarni RV., Nucleic Acids Res. 34(11), 2006
PMID: 16822857
Attenuation regulation of amino acid biosynthetic operons in proteobacteria: comparative genomics analysis.
Vitreschak AG, Lyubetskaya EV, Shirshin MA, Gelfand MS, Lyubetsky VA., FEMS Microbiol. Lett. 234(2), 2004
PMID: 15135544
Vitreschak AG, Lyubetskaya EV, Shirshin MA, Gelfand MS, Lyubetsky VA., FEMS Microbiol. Lett. 234(2), 2004
PMID: 15135544
Mfold web server for nucleic acid folding and hybridization prediction.
Zuker M., Nucleic Acids Res. 31(13), 2003
PMID: 12824337
Zuker M., Nucleic Acids Res. 31(13), 2003
PMID: 12824337
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