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Nucleic Acids Research, Vol 26, Issue 2 544-548, Copyright © 1998 by Oxford University Press


ARTICLES

Microbial gene identification using interpolated Markov models

SL Salzberg, AL Delcher, S Kasif and O White
The Institute for Genomic Research, 9712 Medical Center Drive, Rockville, MD 20850, USA. salzberg@tigr.org

This paper describes a new system, GLIMMER, for finding genes in microbial genomes. In a series of tests on Haemophilus influenzae , Helicobacter pylori and other complete microbial genomes, this system has proven to be very accurate at locating virtually all the genes in these sequences, outperforming previous methods. A conservative estimate based on experiments on H.pylori and H. influenzae is that the system finds >97% of all genes. GLIMMER uses interpolated Markov models (IMMs) as a framework for capturing dependencies between nearby nucleotides in a DNA sequence. An IMM-based method makes predictions based on a variable context; i.e., a variable-length oligomer in a DNA sequence. The context used by GLIMMER changes depending on the local composition of the sequence. As a result, GLIMMER is more flexible and more powerful than fixed-order Markov methods, which have previously been the primary content-based technique for finding genes in microbial DNA.
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Genome of Bacteriophage P1
J. Bacteriol., November 1, 2004; 186(21): 7032 - 7068.
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Genome ResHome page
Z. I. Johnson and S. W. Chisholm
Properties of overlapping genes are conserved across microbial genomes
Genome Res., November 1, 2004; 14(11): 2268 - 2272.
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Genome ResHome page
E. Lerat and H. Ochman
{Psi}-{Phi}: Exploring the outer limits of bacterial pseudogenes
Genome Res., November 1, 2004; 14(11): 2273 - 2278.
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Proc. Natl. Acad. Sci. USAHome page
W. C. Nierman, D. DeShazer, H. S. Kim, H. Tettelin, K. E. Nelson, T. Feldblyum, R. L. Ulrich, C. M. Ronning, L. M. Brinkac, S. C. Daugherty, et al.
From the Cover: Structural flexibility in the Burkholderia mallei genome
PNAS, September 28, 2004; 101(39): 14246 - 14251.
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Proc. Natl. Acad. Sci. USAHome page
C. M. Alsmark, A. C. Frank, E. O. Karlberg, B.-A. Legault, D. H. Ardell, B. Canback, A.-S. Eriksson, A. K. Naslund, S. A. Handley, M. Huvet, et al.
The louse-borne human pathogen Bartonella quintana is a genomic derivative of the zoonotic agent Bartonella henselae
PNAS, June 29, 2004; 101(26): 9716 - 9721.
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Infect. Immun.Home page
L. D. Fletcher, L. Bernfield, V. Barniak, J. E. Farley, A. Howell, M. Knauf, P. Ooi, R. P. Smith, P. Weise, M. Wetherell, et al.
Vaccine Potential of the Neisseria meningitidis 2086 Lipoprotein
Infect. Immun., April 1, 2004; 72(4): 2088 - 2100.
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J. Bacteriol.Home page
A. T. Dobbins, M. George Jr., D. A. Basham, M. E. Ford, J. M. Houtz, M. L. Pedulla, J. G. Lawrence, G. F. Hatfull, and R. W. Hendrix
Complete Genomic Sequence of the Virulent Salmonella Bacteriophage SP6
J. Bacteriol., April 1, 2004; 186(7): 1933 - 1944.
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Nucleic Acids ResHome page
D. A. Rasko, J. Ravel, O. A. Okstad, E. Helgason, R. Z. Cer, L. Jiang, K. A. Shores, D. E. Fouts, N. J. Tourasse, S. V. Angiuoli, et al.
The genome sequence of Bacillus cereus ATCC 10987 reveals metabolic adaptations and a large plasmid related to Bacillus anthracis pXO1
Nucleic Acids Res., February 11, 2004; 32(3): 977 - 988.
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Genome ResHome page
J. Westberg, A. Persson, A. Holmberg, A. Goesmann, J. Lundeberg, K.-E. Johansson, B. Pettersson, and M. Uhlen
The Genome Sequence of Mycoplasma mycoides subsp. mycoides SC Type Strain PG1T, the Causative Agent of Contagious Bovine Pleuropneumonia (CBPP)
Genome Res., February 1, 2004; 14(2): 221 - 227.
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Genome ResHome page
C.-Y. Chen, K.-M. Wu, Y.-C. Chang, C.-H. Chang, H.-C. Tsai, T.-L. Liao, Y.-M. Liu, H.-J. Chen, A. B.-T. Shen, J.-C. Li, et al.
Comparative Genome Analysis of Vibrio vulnificus, a Marine Pathogen
Genome Res., December 1, 2003; 13(12): 2577 - 2587.
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Proc. Natl. Acad. Sci. USAHome page
J. R. de la Torre, L. M. Christianson, O. Beja, M. T. Suzuki, D. M. Karl, J. Heidelberg, and E. F. DeLong
Proteorhodopsin genes are distributed among divergent marine bacterial taxa
PNAS, October 28, 2003; 100(22): 12830 - 12835.
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J. Virol.Home page
G. Delhon, M. P. Moraes, Z. Lu, C. L. Afonso, E. F. Flores, R. Weiblen, G. F. Kutish, and D. L. Rock
Genome of Bovine Herpesvirus 5
J. Virol., October 1, 2003; 77(19): 10339 - 10347.
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Proc. Natl. Acad. Sci. USAHome page
C. Baar, M. Eppinger, G. Raddatz, J. Simon, C. Lanz, O. Klimmek, R. Nandakumar, R. Gross, A. Rosinus, H. Keller, et al.
Complete genome sequence and analysis of Wolinella succinogenes
PNAS, September 30, 2003; 100(20): 11690 - 11695.
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J. Bacteriol.Home page
K. E. Nelson, R. D. Fleischmann, R. T. DeBoy, I. T. Paulsen, D. E. Fouts, J. A. Eisen, S. C. Daugherty, R. J. Dodson, A. S. Durkin, M. Gwinn, et al.
Complete Genome Sequence of the Oral Pathogenic Bacterium Porphyromonas gingivalis Strain W83
J. Bacteriol., September 15, 2003; 185(18): 5591 - 5601.
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J. Bacteriol.Home page
E. S. Miller, J. F. Heidelberg, J. A. Eisen, W. C. Nelson, A. S. Durkin, A. Ciecko, T. V. Feldblyum, O. White, I. T. Paulsen, W. C. Nierman, et al.
Complete Genome Sequence of the Broad-Host-Range Vibriophage KVP40: Comparative Genomics of a T4-Related Bacteriophage
J. Bacteriol., September 1, 2003; 185(17): 5220 - 5233.
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Proc. Natl. Acad. Sci. USAHome page
R. Barrangou, E. Altermann, R. Hutkins, R. Cano, and T. R. Klaenhammer
Functional and comparative genomic analyses of an operon involved in fructooligosaccharide utilization by Lactobacillus acidophilus
PNAS, July 22, 2003; 100(15): 8957 - 8962.
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Nucleic Acids ResHome page
W. H. Majoros, M. Pertea, C. Antonescu, and S. L. Salzberg
GlimmerM, Exonomy and Unveil: three ab initio eukaryotic genefinders
Nucleic Acids Res., July 1, 2003; 31(13): 3601 - 3604.
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Nucleic Acids ResHome page
S. Bocs, S. Cruveiller, D. Vallenet, G. Nuel, and C. Medigue
AMIGene: Annotation of MIcrobial Genes
Nucleic Acids Res., July 1, 2003; 31(13): 3723 - 3726.
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Nucleic Acids ResHome page
T. Schiex, J. Gouzy, A. Moisan, and Y. de Oliveira
FrameD: a flexible program for quality check and gene prediction in prokaryotic genomes and noisy matured eukaryotic sequences
Nucleic Acids Res., July 1, 2003; 31(13): 3738 - 3741.
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Appl. Environ. Microbiol.Home page
M. R. Liles, B. F. Manske, S. B. Bintrim, J. Handelsman, and R. M. Goodman
A Census of rRNA Genes and Linked Genomic Sequences within a Soil Metagenomic Library
Appl. Envir. Microbiol., May 1, 2003; 69(5): 2684 - 2691.
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Nucleic Acids ResHome page
T. D. Read, G. S. A. Myers, R. C. Brunham, W. C. Nelson, I. T. Paulsen, J. Heidelberg, E. Holtzapple, H. Khouri, N. B. Federova, H. A. Carty, et al.
Genome sequence of Chlamydophila caviae (Chlamydia psittaci GPIC): examining the role of niche-specific genes in the evolution of the Chlamydiaceae
Nucleic Acids Res., April 15, 2003; 31(8): 2134 - 2147.
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Nucleic Acids ResHome page
F.-B. Guo, H.-Y. Ou, and C.-T. Zhang
ZCURVE: a new system for recognizing protein-coding genes in bacterial and archaeal genomes
Nucleic Acids Res., March 15, 2003; 31(6): 1780 - 1789.
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J. Bacteriol.Home page
E.-M. Lai, N. D. Phadke, M. T. Kachman, R. Giorno, S. Vazquez, J. A. Vazquez, J. R. Maddock, and A. Driks
Proteomic Analysis of the Spore Coats of Bacillus subtilis and Bacillus anthracis
J. Bacteriol., February 15, 2003; 185(4): 1443 - 1454.
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J. Bacteriol.Home page
K. Chan, S. Baker, C. C. Kim, C. S. Detweiler, G. Dougan, and S. Falkow
Genomic Comparison of Salmonella enterica Serovars and Salmonella bongori by Use of an S. enterica Serovar Typhimurium DNA Microarray
J. Bacteriol., January 15, 2003; 185(2): 553 - 563.
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Proc. Natl. Acad. Sci. USAHome page
R. A. Welch, V. Burland, G. Plunkett III, P. Redford, P. Roesch, D. Rasko, E. L. Buckles, S.-R. Liou, A. Boutin, J. Hackett, et al.
Extensive mosaic structure revealed by the complete genome sequence of uropathogenic Escherichia coli
PNAS, December 24, 2002; 99(26): 17020 - 17024.
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J. Bacteriol.Home page
J. Ma, A. Campbell, and S. Karlin
Correlations between Shine-Dalgarno Sequences and Gene Features Such as Predicted Expression Levels and Operon Structures
J. Bacteriol., October 15, 2002; 184(20): 5733 - 5745.
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Nucleic Acids ResHome page
Q. Jin, Z. Yuan, J. Xu, Y. Wang, Y. Shen, W. Lu, J. Wang, H. Liu, J. Yang, F. Yang, et al.
Genome sequence of Shigella flexneri 2a: insights into pathogenicity through comparison with genomes of Escherichia coli K12 and O157
Nucleic Acids Res., October 15, 2002; 30(20): 4432 - 4441.
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J. Bacteriol.Home page
R. D. Fleischmann, D. Alland, J. A. Eisen, L. Carpenter, O. White, J. Peterson, R. DeBoy, R. Dodson, M. Gwinn, D. Haft, et al.
Whole-Genome Comparison of Mycobacterium tuberculosis Clinical and Laboratory Strains
J. Bacteriol., October 1, 2002; 184(19): 5479 - 5490.
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Nucleic Acids ResHome page
C. Mathe, M.-F. Sagot, T. Schiex, and P. Rouze
Current methods of gene prediction, their strengths and weaknesses
Nucleic Acids Res., October 1, 2002; 30(19): 4103 - 4117.
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