ISPUB.com / IJGP/3/2/5084
  • Author/Editor Login
  • Registration
  • Facebook
  • Google Plus

ISPUB.com

Internet
Scientific
Publications

  • Home
  • Journals
  • Latest Articles
  • Disclaimers
  • Article Submissions
  • Contact
  • Help
  • The Internet Journal of Genomics and Proteomics
  • Volume 3
  • Number 2

Original Article

Assessing the precision of high-throughput computational approaches for the genome-wide subcellular localization of putative proteins from Vibrio cholerae

P Somvanshi, V Singh, P Seth

Keywords

cholera, drugs, pathogenesis, subcellular localization

Citation

P Somvanshi, V Singh, P Seth. Assessing the precision of high-throughput computational approaches for the genome-wide subcellular localization of putative proteins from Vibrio cholerae . The Internet Journal of Genomics and Proteomics. 2007 Volume 3 Number 2.

Abstract


Vibrio cholerae have evolved mechanism to become pathogenic to humans with a potential to cause the severe life-threatening diarrhea disease, cholera. Cholera can emerge as explosive outbreaks in the human population. V. cholerae illness is produced primarily through the expression of a potent toxin within the human intestine. Several proteins are involved in the pathogenesis and regulation of bacterial cell activity. The insilico prediction of protein subcellular localization was used to distinguish the actual location in the cells. Total 52 V. cholerae proteins were analyzed with the help of PSLPred. The subcellular localization of these proteins was five in the cells like cytoplasm, periplasm, inner membrane, outer membrane and extracellular space. They have widespread applications in function of proteins in the host cell and in designing the drugs.

 

Introduction

Worldwide 1.3 billion cases of acute diarrhea occur in children below 5 years annually of which more than 3 million die and 80 per cent of these deaths are in children below 2 years of age (Sur and Bhattacharya 2003). Acute diarrhea was caused by various numbers of bacterial, viral or parasitic agents. The most important bacterial agents causing outbreaks of acute diarrhoea are V. cholerae O1 and O139. Diarrheal disease outbreaks were causes of major public health emergencies in India. West Bengal located in the Gangetic delta has been hailed as the “homeland of cholera”, with frequent localized outbreaks being reported (Fule et al 1990). Vibrio cholerae O1 and V. cholerae O139 are etiological agents of epidemic cholera. However, V. cholerae O1 strains that do not produce cholera toxin, i.e., that are nontoxigenic (NT), and non-O1/non-O139 strains have also been associated with cholera, gastroenteritis, septicemia or other intestinal infections (Morris et al 1984; Mukhopadhyay et al 1995). Outbreaks of cholera were reported in Brazil during the third (1853 to 1854), fourth (1866 to 1868), and fifth (1893 to 1895) pandemics (Barua, 1992).

The computational prediction of the subcellular localization of bacterial proteins is an important step in genome annotation and in the search for novel vaccine or drug targets. V. cholerae have five major subcellular localization sites like cytoplasm, periplasm, inner membrane, outer membrane and extracellular space. The subcellular location of a protein can provide valuable information about its function. With the rapid increase of sequenced genomic data, the need for an automated and accurate tool to predict subcellular localization becomes increasingly important. Because of its simplicity, this approach can be easily extended to other organisms and should be a useful tool for the high-throughput and large-scale analysis of proteomic and genomic data. Generally, existing methods of subcellular localization developed for eukaryotic proteins like TSSub, LOCSVMPSI, ESLpred, Euk-Ploc (Guo and Lin 2006; Xie et al 2005; Bhasin and Raghava 2004; Shen et al 2007). Since, a range of bioinformatics tools were available for prediction of subcellular localization of prokaryotic proteins viz. PSORTb, PSLpred (Gardy et al 2005; Bhasin et al 2005).

Computational SCL investigation of the growing number of complete bacterial genomes or individual proteins allow researchers to screen for vaccine/drug candidates, automatically annotate gene products or select proteins for further study. The pathogenicity of V. cholerae O1 and O139 strains depends on a combination of properties, including enterotoxin (cholera toxin [CT], ctxA) and the ability to adhere to, and colonize, the small intestine (colonization factor, tcpA) (Herrington et al 1988). The major virulence-associated factors are present in clusters with at least three regions in the V. cholerae chromosome. Several factors have been associated with entero pathogenicity which, includes a El Tor-like hemolysin (hlyA) (Yamamoto et al 1984), heat-stable enterotoxin (stn/sto) (Arita et al 1986), hemagglutinins (Datta-Roy et al 1986), outer membrane protein (ompU) (Sperandio et al 1996), Shiga-like toxin (stx) (Kaper et al 1994), a ToxR regulatory protein (Miller et al 1987), and a zonula occludens toxin (zot) (Fasano et al 1991). The application of this study was to predict the sub cellular localization of putative proteins of V. cholerae O1 strain as specific subcellular localization of bacterial proteins was useful in designing the therapeutics against bacterial proteins that can not affect the host cellular activity. Subcellular localization of proteins is crucial for the pathogenesis and survival of bacteria as they might be useful for targeting drugs.

Materials And Methods

Collection of sequences

The complete nucleotide and protein sequences were extracted from biological database National Centre for Biotechnology Information (NCBI) cited at http://www.ncbi.nlm.nih.gov

Analysis of physico chemical properties

The physico-chemical properties of proteins were analyzed viz. total number of amino acids, molecular weight and isoeletric point with Generunner, DNAstar and ExPaSy tools.

Prediction of sub cellular localization of proteins

Total 1302 bacterial proteins have been used to develop the PSLpred tool. The five localization and numbers of proteins (248 cytoplasmic, 268 inner membrane, 244 periplasmic, 352 outer membrane and 190 extracellular) have been included. Machine-learning technique, SVM, has been used for the prediction of subcellular localizations of prokaryotic proteins. The prediction of subcellular localizations is a multi-class classification problem. The performance of the SVM modules developed in the present study was evaluated through 5-fold cross-validation technique. In this technique, the relevant dataset is partitioned randomly into five equal sized sets. The training and testing was carried out five times, using one distinct set for each testing and the remaining (four sets) for the training. In order to assess the predictive performance, accuracy and Matthew's correlation coefficient (MCC) (Matthews, 1975) have been calculated (Bhasin et al 2005).

Results And Discussion

In this study we had selected fifty two putative protein of V. cholerae O1 and their physico chemical nature was analyzed theoretically. The molecular weight and isoelectric point of all these proteins was deduced (Table 1).

Figure 1
Table 1: Physico-chemical properties and subcellular localization of putative proteomes of O1 strain.

It indicates protein stability in a particular isoelectric point (pI). An online PSLpred server was used to predict protein subcellular localization within bacteria or targeting the host. We investigate putative proteome of V. cholerae and their specific subcellular location (Table1). V. cholerae elaborates zonula occludens toxin (Zot), a protein that increases the permeability of small intestinal mucosa by opening intercellular tight junctions. The zot gene is located, together with the genes encoding CT and Ace enterotoxins, within the genome of V. cholerae filamentous phage CTX small ef, Cyrillic. Zot localizes in the V. cholerae cell envelope with M(r); 45 kDa which is consistent with the predicted primary translation product from the first methionine of zot (44.8 kDa). A second molecule, corresponding to the 33 kDa N-terminal region of Zot, was also detected. Both molecules are exposed at the bacterial cell surface (Uzzau et al 1999). The cellular location of the haemolysin of Vibrio cholerae El Tor strain 017 has been analyzed. This protein is found both in the periplasmic space and the extracellular medium in V. cholerae (Mercurio et al 1985).

V. cholerae O1 biotype El Tor produces and secretes a 65-kDa cytolysin/hemolysin into the culture medium. We cloned the structural gene (hlyA) for the cytolysin from the total DNA of a V. cholerae O1 El Tor strain, N86. Sequence analysis of hlyA protein of 741 amino acids with a molecular weight of 81,961 was done. Consistent with this, a 79-kDa protein was identified as the product of hlyA by maxicell analysis in Escherichia coli. N-terminal amino acids of this 79-kDa HlyA protein and those of a 65-kDa El Tor cytolysin purified from V. cholerae were Asn-26 and Asn-158, respectively. The 82- and 79-kDa precursors of the 65-kDa mature cytolysin were found in V. cholerae by pulse-chase labeling and Western blot (immunoblot) analysis of hlyA products. V. cholerae, the 82-kDa preprotoxin synthesized in the cytoplasm is secreted through the membranes into the culture medium (Yamamoto et al 1990).

In previous studies thirty-nine putative proteins of Mycobacterium tuberculosis H37Rv strain were predicted for four locations viz cytoplasmic, integral membrane, secretory and protein attached to membrane by Lipid anchor in the subcellular localization (Somvanshi et al 2008).Also prediction of motif in Dengue virus serotypes polyprotein was done and several significant motifs which involves in regulation, activity and stability of virus were observed for targeting or designing the antiviral inhibitors against these motifs of Dengue virus (Somvanshi and Seth 2008).

In conclusion, we include the specified prediction of subcellular localization results in the most putative proteins of strain of V. cholerae O1. This initiative may help in annotating newly sequenced or hypothetical proteins. Thus, the search for a potential vaccine/ drug target for an important bacterial pathogen by in vitro researchers will greatly be appended by this prediction.

References

1. Allan, E. and Wren, B.W. (2003) Genes to genetic immunization: identification of bacterial vaccine candidates. Methods, 31, 193-198.
2. Arita, M. T., T. Takeda, T. Honda, and T. Miwatani. 1986. Purification and characterization of Vibrio cholerae non-O1 heat-stable enterotoxin. Infect. Immun. 52:45-49.
3. Barua, D. 1992. History of cholera, p. 1-35. In D. Barua and W. B. Greenough III (ed.), Cholera. Plenum Medical Book Company, New York, N.Y.
4. Bhasin M, A. Garg and G. P. S. Raghava. 2005. PSLpred: prediction of subcellular localization of bacterial proteins. 21(10): 2522-2524.
5. Datta-Roy, K., K. Banerjee, S. P. De, and A. C. Ghose. 1986. Comparative study of expression of hemagglutinins, hemolysins, and enterotoxins by clinical and environmental isolates of non-O1 of Vibrio cholerae in relation to their enteropathogenicity. Appl. Environ. Microbiol. 52:875-879.
6. Fasano, A., B. Baudry, D. W. Pumplin, S. S. Wasserman, B. D. Tall, J. M. Ketley and J. B. Kaper. 1991. Vibrio cholerae produces a second enterotoxin which affects intestinal tight junctions. Proc. Nat. Acad. Sci. USA 88:5242-5246.
7. Fule RP, Power RM, Menon S, Basutkar SH, Saoji AM. Cholera epidemic in Solapur during July to August 1988. Indian J Med Res 1990; 91: 24-6.
8. Herrington, D. A., R. H. Hall, G. Losonsky, J. J. Mekalanos, R. K. Taylor, and M. M. Levine. 1988. Toxin, toxin-coregulated pili and the toxR regulon are essential for Vibrio cholerae pathogenesis in humans. J. Exp. Med. 168: 1487-1492.
9. Kaper, J. B., A. Fasano, and M. Trucksis. 1994. Toxins of Vibrio cholerae, p. 145-176. In I. K. Wachsmuth, P. A. Blake, and O. Olsvik (ed.), Vibrio cholerae and cholera: molecular to global perspectives. ASM Press, Washington, D.C.
10. Mekalanos, J. J. 1985. Cholera toxin: genetic analysis, regulation, and role in pathogenesis. Curr. Top. Microbiol. Immunol. 118:97-118.
11. Mercurio A, Manning PA 1985. Cellular localization and export of the soluble haemolysin of Vibrio cholerae El Tor. Mol Gen Genet. 200(3):472-5. Uzzau S, Cappuccinelli P, Fasano A. 1999. Expression of Vibrio cholerae zonula occludens toxin and analysis of its subcellular localization. Microb Pathog. 27(6):377-85.
12. Miller, V. L., R. K. Taylor, and J. J. Mekalanos. 1987. Cholera toxin transcriptional activator ToxR is a transmembrane DNA binding protein. Cell 48:271-279.
13. Mora, M., Veggi, D., Santini, L., Pizza, M. and Rappuoli, R. (2003) Reverse vaccinology. Drug Discov. Today, 8, 459-464.
14. Morris, J. G., Jr., J. L. Picardi, S. Lieb, J. V. Lee, A. Roberts, M. Hood, R. A. Guun, and P. Blake. 1984. Isolation of nontoxigenic Vibrio cholerae O group 1 from a patient with severe gastrointestinal disease. J. Clin Microbiol. 19:196-197.
15. Mukhopadhyay, A. K., P. K. Saha, S. Garg, S. K. Bhattacharya, T. Shimada, T. Takeda, Y. Takeda, and G. B. Nair. 1995. Distribution and virulence of Vibrio cholerae belonging to serogroups other than O1 and O139: a nation survey. Epidemiol. Infect. 114:65-70.
16. Paine,K. and Flower,D.R. (2002) Bacterial bioinformatics: pathogenesis and the genome. J. Mol. Microbiol. Biotechnol., 4, 357-365.
17. Somvanshi P, Singh V and Seth P. K 2008. In silico analysis of subcellular localization of putative proteins of Mycobacterium tuberculosis H37Rv strain. Int J Health (In Press).
18. Somvanshi P and Seth P. K 2008. Comparative proteome analysis of distinct variants of Dengue virus using insilico methods. Indian J of med Res (In Press).
19. Sperandio, V., C. Bailey, J. A. Giron, V. J. DiRita, W. D. Silveira, A. L. Vettore, and J. B. Kaper. 1996. Cloning and characterization of the gene encoding the OmpU outer membrane protein of Vibrio cholerae. Infect. Immun. 64:5406-5409.
20. Sur D, Bhattacharya SK. Research and development of vaccines against diarrhoeal diseases. In: Ghosh TK, Kalra A, editors. Infectious diseases in children and newer vaccines. Part II. 2003 p. 158-65.
21. Yamamoto K, Ichinose Y, Shinagawa H, Makino K, Nakata A, Iwanaga M, Honda T, Miwatani T. 1990. Two-step processing for activation of the cytolysin/hemolysin of Vibrio cholerae O1 biotype El Tor: nucleotide sequence of the structural gene (hlyA) and characterization of the processed products. Infect Immun. 58(12):4106-16.
22. Yamamoto, K., M. Al-Omani, T. Honda, Y. Takeda, and T. Miwatani. 1984. Non-O1 Vibrio cholerae hemolysin: purification, partial characterization, and immunological relatedness to El Tor hemolysin. Infect. Immun. 45:192-196.

Author Information

Pallavi Somvanshi
Biotech Park

Vijai Singh
Aquatic Microbes Section, National Bureau of Fish Genetic Resources

P.K. Seth
CEO, Biotech Park

Download PDF

Your free access to ISPUB is funded by the following advertisements:

 

BACK TO TOP
  • Facebook
  • Google Plus

© 2013 Internet Scientific Publications, LLC. All rights reserved.    UBM Medica Network Privacy Policy