Skip to main content

Data Mining, Bioinformatic and Immunoinformatic Analyses of Francisella tularensis Schu S4 Genome in Search for Novel Vaccine Candidates

  • Conference paper
  • First Online:
Book cover The Challenge of Highly Pathogenic Microorganisms

Abstract

The pathogenesis mechanism and the identity of major virulence factors of the highly infectious human pathogen F. tularensis tularensis, are still poorly characterized. The restricted efficacy of the sole available vaccine (the LVS attenuated strain) and residual toxicity has motivated extensive R&D efforts directed toward the identification of alternative tularemia vaccine formulations based on attenuated mutants, subunit vaccines and T-cell epitope-based vaccines. Identification of vaccine candidates by bioinformatic approaches is mostly driven by the availability of genome sequence data for numerous human-virulent as well as avirulent strains. In an attempt to select for F. tularensis Schu S4 potent antigens, we have developed a strategy based on genome-scale in silico analyses and data mining of published global experimental studies. The compiled information was divided into distinct biologically relevant categories. Protocols for qualitative and quantitative scoring for each of the categories, were developed. Together with implementation of a biological rationale, these served for ranking and prioritization of the putative antigens, providing a basis for subsequent selection of the top-ranking candidates to be evaluated experimentally.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Ariel, N., Zvi, A., Makarova, K. S., Chitlaru, T., Elhanany, E., Velan, B., Cohen, S., Friedlander, A. M. & Shafferman, A. (2003) Genome-based bioinformatic selection of chromosomal Bacillus anthracis putative vaccine candidates coupled with proteomic identification of surface-associated antigens. Infect Immun, 71, 4563–79.

    Article  PubMed  CAS  Google Scholar 

  • Bambini, S. & Rappuoli, R. (2009) The use of genomics in microbial vaccine development. Drug Discov Today, 14, 252–60.

    Article  PubMed  CAS  Google Scholar 

  • Barabote, R. D., Xie, G., Brettin, T. S., Hinrichs, S. H., Fey, P. D., Jay, J. J., Engle, J. L., Godbole, S. D., Noronha, J. M., Scheuermann, R. H., Zhou, L. W., Lion, C. & Dempsey, M. P. (2009) Complete genome sequence of Francisella tularensis subspecies holarctica FTNF002-00. PLoS One, 4, e7041.

    Article  PubMed  Google Scholar 

  • Beckstrom-Sternberg, S. M., Auerbach, R. K., Godbole, S., Pearson, J. V., Beckstrom-Sternberg, J. S., Deng, Z., Munk, C., Kubota, K., Zhou, Y., Bruce, D., Noronha, J., Scheuermann, R. H., Wang, A., Wei, X., Wang, J., Hao, J., Wagner, D. M., Brettin, T. S., Brown, N., Gilna, P. & Keim, P. S. (2007) Complete genomic characterization of a pathogenic A.II strain of Francisella tularensis subspecies tularensis. PLoS One, 2, e947.

    Article  PubMed  Google Scholar 

  • Bendtsen, J. D., Kiemer, L., Fausboll, A. & Brunak, S. (2005) Non-classical protein secretion in bacteria. BMC Microbiol, 5, 58.

    Article  PubMed  Google Scholar 

  • Bonquist, L., Lindgren, H., Golovliov, I., Guina, T. & Sjostedt, A. (2008) MglA and Igl proteins contribute to the modulation of Francisella tularensis live vaccine strain-containing phagosomes in murine macrophages. Infect Immun, 76, 3502–10.

    Article  PubMed  Google Scholar 

  • Broekhuijsen, M., Larsson, P., Johansson, A., Bystrom, M., Eriksson, U., Larsson, E., Prior, R. G., Sjostedt, A., Titball, R. W. & Forsman, M. (2003) Genome-wide DNA microarray analysis of Francisella tularensis strains demonstrates extensive genetic conservation within the species but identifies regions that are unique to the highly virulent F. tularensis subsp. tularensis. J Clin Microbiol, 41, 2924–31.

    Article  PubMed  CAS  Google Scholar 

  • Deng, K., Blick, R. J., Liu, W. & Hansen, E. J. (2006) Identification of Francisella tularensis genes affected by iron limitation. Infect Immun, 74, 4224–36.

    Article  PubMed  CAS  Google Scholar 

  • Chaudhuri, R. R., Ren, C. P., Desmond, L., Vincent, G. A., Silman, N. J., Brehm, J. K., Elmore, M. J., Hudson, M. J., Forsman, M., Isherwood, K. E., Gurycova, D., Minton, N. P., Titball, R. W., Pallen, M. J. & Vipond, R. (2007) Genome sequencing shows that European isolates of Francisella tularensis subspecies tularensis are almost identical to US laboratory strain Schu S4. PLoS One, 2, e352.

    Article  PubMed  Google Scholar 

  • Gallagher, L. A., Ramage, E., Jacobs, M. A., Kaul, R., Brittnacher, M. & Manoil, C. (2007) A comprehensive transposon mutant library of Francisella novicida, a bioweapon surrogate. Proc Natl Acad Sci USA, 104, 1009–14.

    Article  PubMed  CAS  Google Scholar 

  • Gardy, J. L., Laird, M. R., Chen, F., Rey, S., Walsh, C. J., Ester, M. & Brinkman, F. S. (2005) PSORTb v.2.0: Expanded prediction of bacterial protein subcellular localization and insights gained from comparative proteome analysis. Bioinformatics, 21, 617–23.

    Article  PubMed  CAS  Google Scholar 

  • Gat, O., Grosfeld, H., Ariel, N., Inbar, I., Zaide, G., Broder, Y., Zvi, A., Chitlaru, T., Altboum, Z., Stein, D., Cohen, S. & Shafferman, A. (2006) Search for Bacillus anthracis potential vaccine candidates by a functional genomic-serologic screen. Infect Immun, 74, 3987–4001.

    Article  PubMed  CAS  Google Scholar 

  • Gilmore, R. D., Jr., Bacon, R. M., Sviat, S. L., Petersen, J. M. & Bearden, S. W. (2004) Identification of Francisella tularensis genes encoding exported membrane-associated proteins using TnphoA mutagenesis of a genomic library. Microb Pathog, 37, 205–13.

    Article  PubMed  CAS  Google Scholar 

  • Harndahl, M., Lamberth, K., Justesen, S., Roder, G., Madsen, M., Nielsen, M., Lundegaard, C., Larsen, M. V., Tang, S., Brunak, S., Lund, O. & Buus, S. (2007) Large scale analysis of peptide-HLA class I interactions. Submitted to IEDB: http://www.immuneepitope.org

  • Horzempa, J., Carlson, P. E., Jr., O’dee, D. M., Shanks, R. M. & Nau, G. J. (2008) Global transcriptional response to mammalian temperature provides new insight into Francisella tularensis pathogenesis. BMC Microbiol, 8, 172.

    Article  PubMed  Google Scholar 

  • Hubalek, M., Hernychova, L., Havlasova, J., Kasalova, I., Neubauerova, V., Stulik, J., Macela, A., Lundqvist, M. & Larsson, P. (2003) Towards proteome database of Francisella tularensis. J Chromatogr B Analyt Technol Biomed Life Sci, 787, 149–77.

    Article  PubMed  CAS  Google Scholar 

  • Kadzhaev, K., Zingmark, C., Golovliov, I., Bolanowski, M., Shen, H., Conlan, W. & Sjostedt, A. (2009) Identification of genes contributing to the virulence of Francisella tularensis SCHU S4 in a mouse intradermal infection model. PLoS One, 4, e5463.

    Article  PubMed  Google Scholar 

  • Kraemer, P. S., Mitchell, A., Pelletier, M. R., Gallagher, L. A., Wasnick, M., Rohmer, L., Brittnacher, M. J., Manoil, C., Skerett, S. J. & Salama, N. R. (2009) Genome-wide screen in Francisella novicida for genes required for pulmonary and systemic infection in mice. Infect Immun, 77, 232–44.

    Article  PubMed  CAS  Google Scholar 

  • Larsson, P., Oyston, P. C., Chain, P., Chu, M. C., Duffield, M., Fuxelius, H. H., Garcia, E., Halltorp, G., Johansson, D., Isherwood, K. E., Karp, P. D., Larsson, E., Liu, Y., Michell, S., Prior, J., Prior, R., Malfatti, S., Sjostedt, A., Svensson, K., Thompson, N., Vergez, L., Wagg, J. K., Wren, B. W., Lindler, L. E., Andersson, S. G., Forsman, M. & Titball, R. W. (2005) The complete genome sequence of Francisella tularensis, the causative agent of tularemia. Nat Genet, 37, 153–9.

    Article  PubMed  CAS  Google Scholar 

  • Lee, B. Y., Horwitz, M. A. & Clemens, D. L. (2006) Identification, recombinant expression, immunolocalization in macrophages, and T-cell responsiveness of the major extracellular proteins of Francisella tularensis. Infect Immun, 74, 4002–13.

    Article  PubMed  CAS  Google Scholar 

  • Lenco, J., Hubalek, M., Larsson, P., Fucikova, A., Brychta, M., Macela, A. & Stulik, J. (2007) Proteomics analysis of the Francisella tularensis LVS response to iron restriction: induction of the F. tularensis pathogenicity island proteins IglABC. FEMS Microbiol Lett, 269, 11–21.

    Article  PubMed  CAS  Google Scholar 

  • Lundegaard, C., Lamberth, K., Harndahl, M., Buus, S., Lund, O. & Nielsen, M. (2008) NetMHC-3.0: Accurate web accessible predictions of human, mouse and monkey MHC class I affinities for peptides of length 8-11. Nucleic Acids Res, 36, W509–12.

    Article  PubMed  CAS  Google Scholar 

  • Maier, T. M., Casey, M. S., Becker, R. H., Dorsey, C. W., Glass, E. M., Maltsev, N., Zahrt, T. C. & Frank, D. W. (2007) Identification of Francisella tularensis Himar1-based transposon mutants defective for replication in macrophages. Infect Immun, 75, 5376–89.

    Article  PubMed  CAS  Google Scholar 

  • Mann, B. J. & Ark, N. M. (2009) Rationally designed tularemia vaccines. Expert Rev Vaccines, 8, 877–85.

    Article  PubMed  CAS  Google Scholar 

  • Meibom, K. L., Forslund, A. L., Kuoppa, K., Alkhuder, K., Dubail, I., Dupuis, M., Forsberg, A. & Charbit, A. (2009) Hfq, a novel pleiotropic regulator of virulence-associated genes in Francisella tularensis. Infect Immun, 77, 1866–80.

    Article  PubMed  CAS  Google Scholar 

  • Mcmurry, J. A., Gregory, S. H., Moise, L., Rivera, D., Buus, S. & De groot, A. S. (2007) Diversity of Francisella tularensis Schu4 antigens recognized by T lymphocytes after natural infections in humans: identification of candidate epitopes for inclusion in a rationally designed tularemia vaccine. Vaccine, 25, 3179–91.

    Article  PubMed  CAS  Google Scholar 

  • Murthy, T., Rolfs, A., Hu, Y., Shi, Z., Raphael, J., Moreira, D., Kelley, F., Mccarron, S., Jepson, D., Taycher, E., Zuo, D., Mohr, S. E., Fernandez, M., Brizuela, L. & Labaer, J. (2007) A full-genomic sequence-verified protein-coding gene collection for Francisella tularensis. PLoS One, 2, e577.

    Article  PubMed  Google Scholar 

  • Pavkova, I., Hubalek, M., Zechovska, J., Lenco, J. & Stulik, J. (2005) Francisella tularensis live vaccine strain: proteomic analysis of membrane proteins enriched fraction. Proteomics, 5, 2460–7.

    Article  PubMed  CAS  Google Scholar 

  • Pavkova, I., Reichelova, M., Larsson, P., Hubalek, M., Vackova, J., Forsberg, A. & Stulik, J. (2006) Comparative proteome analysis of fractions enriched for membrane-associated proteins from Francisella tularensis subsp. tularensis and F. tularensis subsp. holarctica strains. J Proteome Res, 5, 3125–34.

    Article  PubMed  CAS  Google Scholar 

  • Pechous, R. D., Mccarthy, T. R. & Zahrt, T. C. (2009) Working toward the Future: Insights into Francisella tularensis pathogenesis and vaccine development. Microbiol Mol Biol Rev, 73, 684–711.

    Article  PubMed  CAS  Google Scholar 

  • Peters, B., Sidney, J., Bourne, P., Bui, H. H., Buus, S., Doh, G., Fleri, W., Kronenberg, M., Kubo, R., Lund, O., Nemazee, D., Ponomarenko, J. V., Sathiamurthy, M., Schoenberger, S., Stewart, S., Surko, P., Way, S., Wilson, S. & Sette, A. (2005) The immune epitope database and analysis resource: from vision to blueprint. PLoS Biol, 3, e91.

    Article  PubMed  Google Scholar 

  • Petrosino, J. F., Xiang, Q., Karpathy, S. E., Jiang, H., Yerrapragada, S., Liu, Y., Gioia, J., Hemphill, L., Gonzalez, A., Raghavan, T. M., Uzman, A., Fox, G. E., Highlander, S., Reichard, M., Morton, R. J., Clinkenbeard, K. D. & Weinstock, G. M. (2006) Chromosome rearrangement and diversification of Francisella tularensis revealed by the type B (OSU18) genome sequence. J Bacteriol, 188, 6977–85.

    Article  PubMed  CAS  Google Scholar 

  • Pizza, M., Scarlato, V., Masignani, V., Giuliani, M. M., Arico, B., Comanducci, M., Jennings, G. T., Baldi, L., Bartolini, E., Capecchi, B., Galeotti, C. L., Luzzi, E., Manetti, R., Marchetti, E., Mora, M., Nuti, S., Ratti, G., Santini, L., Savino, S., Scarselli, M., Storni, E., Zuo, P., Broeker, M., Hundt, E., Knapp, B., Blair, E., Mason, T., Tettelin, H., Hood, D. W., Jeffries, A. C., Saunders, N. J., Granoff, D. M., Venter, J. C., Moxon, E. R., Grandi, G. & Rappuoli, R. (2000) Identification of vaccine candidates against serogroup B meningococcus by whole-genome sequencing. Science, 287, 1816–20.

    Article  PubMed  CAS  Google Scholar 

  • Qin, A. & Mann, B. J. (2006) Identification of transposon insertion mutants of Francisella tularensis tularensis strain Schu S4 deficient in intracellular replication in the hepatic cell line HepG2. BMC Microbiol, 6, 69.

    Article  PubMed  Google Scholar 

  • Rohmer, L., Brittnacher, M., Svensson, K., Buckley, D., Haugen, E., Zhou, Y., Chang, J., Levy, R., Hayden, H., Forsman, M., Olson, M., Johansson, A., Kaul, R. & Miller, S. I. (2006) Potential source of Francisella tularensis live vaccine strain attenuation determined by genome comparison. Infect Immun, 74, 6895–906.

    Article  PubMed  CAS  Google Scholar 

  • Rohmer, L., Fong, C., Abmayr, S., Wasnick, M., Larson Freeman, T. J., Radey, M., Guina, T., Svensson, K., Hayden, H. S., Jacobs, M., Gallagher, L. A., Manoil, C., Ernst, R. K., Drees, B., Buckley, D., Haugen, E., Bovee, D., Zhou, Y., Chang, J., Levy, R., Lim, R., Gillett, W., Guenthener, D., Kang, A., Shaffer, S. A., Taylor, G., Chen, J., Gallis, B., D’argenio, D. A., Forsman, M., Olson, M. V., Goodlett, D. R., Kaul, R., Miller, S. I. & Brittnacher, M. J. (2007) Comparison of Francisella tularensis genomes reveals evolutionary events associated with the emergence of human pathogenic strains. Genome Biol, 8, R102.

    Article  PubMed  Google Scholar 

  • Rohmer, L., Guina, T., Chen, J., Gallis, B., Taylor, G. K., Shaffer, S. A., Miller, S. I., Brittnacher, M. J. & Goodlett, D. R. (2008) Determination and comparison of the Francisella tularensis subsp.novicida U112 proteome to other bacterial proteomes. J Proteome Res, 7, 2016–24.

    Article  PubMed  CAS  Google Scholar 

  • Sebastian, S., Pinkham, J. T., Lynch, J. G., Ross, R. A., Reinap, B., Blalock, L. T., Conlan, J. W. & Kasper, D. L. (2009) Cellular and humoral immunity are synergistic in protection against types A and B Francisella tularensis. Vaccine, 27, 597–605.

    Article  PubMed  CAS  Google Scholar 

  • Su, J., Yang, J., Zhao, D., Kawula, T. H., Banas, J. A. & Zhang, J. R. (2007) Genome-wide identification of Francisella tularensis virulence determinants. Infect Immun, 75, 3089–101.

    Article  PubMed  CAS  Google Scholar 

  • Tempel, R., Lai, X. H., Crosa, L., Kozlowicz, B. & Heffron, F. (2006) Attenuated Francisella novicida transposon mutants protect mice against wild-type challenge. Infect Immun, 74, 5095–105.

    Article  PubMed  CAS  Google Scholar 

  • Twine, S. M., Mykytczuk, N. C., Petit, M., Tremblay, T. L., Lanthier, P., Conlan, J. W. & Kelly, J. F. (2005) Francisella tularensis proteome: low levels of ASB-14 facilitate the visualization of membrane proteins in total protein extracts. J Proteome Res, 4, 1848–54.

    Article  PubMed  CAS  Google Scholar 

  • Twine, S. M., Mykytczuk, N. C., Petit, M. D., Shen, H., Sjostedt, A., Wayne Conlan, J. & Kelly, J. F. (2006) In vivo proteomic analysis of the intracellular bacterial pathogen, Francisella tularensis, isolated from mouse spleen. Biochem Biophys Res Commun, 345, 1621–33.

    Article  PubMed  CAS  Google Scholar 

  • Waldo, R. H., Cummings, E. D., Sarva, S. T., Brown, J. M., Lauriano, C. M., Rose, L. A., Belland, R. J., Klose, K. E. & Hilliard, G. M. (2007) Proteome cataloging and relative quantification of Francisella tularensis tularensis strain Schu4 in 2D PAGE using preparative isoelectric focusing. J Proteome Res, 6, 3484–90.

    Article  PubMed  CAS  Google Scholar 

  • Wayne Conlan, J. & Oyston, P. C. (2007) Vaccines against Francisella tularensis. Ann N Y Acad Sci, 1105, 325–50.

    Article  PubMed  CAS  Google Scholar 

  • Weiss, D. S., Brotcke, A., Henry, T., Margolis, J. J., Chan, K. & Monack, D. M. (2007) In vivo negative selection screen identifies genes required for Francisella virulence. Proc Natl Acad Sci U S A, 104, 6037–42.

    Article  PubMed  CAS  Google Scholar 

  • Zvi, A., Ariel, N., Fulkerson, J., Sadoff, J. C. & Shafferman, A. (2008) Whole genome identification of Mycobacterium tuberculosis vaccine candidates by comprehensive data mining and bioinformatic analyses. BMC Med Genomics, 1, 18.

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anat Zvi .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer Science+Business Media B.V.

About this paper

Cite this paper

Zvi, A., Ariel, N., Shafferman, A. (2010). Data Mining, Bioinformatic and Immunoinformatic Analyses of Francisella tularensis Schu S4 Genome in Search for Novel Vaccine Candidates. In: Shafferman, A., Ordentlich, A., Velan, B. (eds) The Challenge of Highly Pathogenic Microorganisms. Springer, Dordrecht. https://doi.org/10.1007/978-90-481-9054-6_25

Download citation

Publish with us

Policies and ethics