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Erschienen in: Network Modeling Analysis in Health Informatics and Bioinformatics 1/2016

01.12.2016 | Original Article

In silico vaccine design against type 1 diabetes based on molecular modeling of coxsackievirus B4 epitopes

verfasst von: Mahsa Taherzadeh, Abolghasem Esmaeili, Mohamad Reza Ganjalikhany

Erschienen in: Network Modeling Analysis in Health Informatics and Bioinformatics | Ausgabe 1/2016

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Abstract

An in silico study was conducted to identify antigens with potential possibility of being a vaccine against type 1 diabetes mellitus (T1DM). A molecular mimicry between protein 2C of coxsackievirus B4 and autoantigen glutamic acid decarboxylase 65 is a significant factor in the pathogenesis of T1DM. The aim of this study was to predict the protein 2C of coxsackievirus B4 epitopes and design a vaccine against T1DM. Several web servers were used to predict continuous B cell epitopes and 8 peptides (P1–P8) were selected. Then the 3D structure of P2C was built by structural modeling using Robetta and the structure was subjected to 10 ns molecular dynamics simulation by Amber to obtain an average structure in an explicit water system. Molecular mimicry theory was confirmed by local structural alignment of modeled structure protein 2C with glutamic acid decarboxylase 65 using Swiss pdb viewer. Then conformational B cell epitope web servers were used to identify discontinuous B cells epitopes. PDBsum was used for the analysis of the protein 2C secondary structure. Finally, T cells epitopes have been predicted by the immune epitope database analysis resource (IEDB). In silico analysis of the sequence and structure retrieved by mentioned methods and web servers, revealed that two out of 8 peptides (P2 and P7 epitopes) are the best choices for the vaccine design. These results suggest that epitopes and structural features of the protein 2C of coxsackievirus B4 can be predicted and this information could be used to make novel vaccines for control of T1DM.

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Literatur
Zurück zum Zitat Ahmad S, Gromiha M, Fawareh H, Sarai A (2004) ASAView: database and tool for solvent accessibility representation in proteins. BMC Bioinform 5:51CrossRef Ahmad S, Gromiha M, Fawareh H, Sarai A (2004) ASAView: database and tool for solvent accessibility representation in proteins. BMC Bioinform 5:51CrossRef
Zurück zum Zitat Atkinson MA, Bowman MA, Campbell L, Darrow BL, Kaufman DL, Maclaren NK (1994) Cellular immunity to a determinant common to glutamate decarboxylase and coxsackie virus in insulin-dependent diabetes. J Clin Investig 94:2125CrossRef Atkinson MA, Bowman MA, Campbell L, Darrow BL, Kaufman DL, Maclaren NK (1994) Cellular immunity to a determinant common to glutamate decarboxylase and coxsackie virus in insulin-dependent diabetes. J Clin Investig 94:2125CrossRef
Zurück zum Zitat Bach JF (1994) Insulin-dependent diabetes mellitus as an autoimmune disease. Endocr Rev 15:516–542CrossRef Bach JF (1994) Insulin-dependent diabetes mellitus as an autoimmune disease. Endocr Rev 15:516–542CrossRef
Zurück zum Zitat Bergamin CS, Dib SA (2015) Enterovirus and type 1 diabetes: What is the matter? World J Diabetes 6:828CrossRef Bergamin CS, Dib SA (2015) Enterovirus and type 1 diabetes: What is the matter? World J Diabetes 6:828CrossRef
Zurück zum Zitat Blomqvist M et al (2002) Rotavirus infections and development of diabetes-associated autoantibodies during the first 2 years of life. Clin Exp Immunol 128:511–515CrossRef Blomqvist M et al (2002) Rotavirus infections and development of diabetes-associated autoantibodies during the first 2 years of life. Clin Exp Immunol 128:511–515CrossRef
Zurück zum Zitat Boettler T, von Herrath M (2011) Protection against or triggering of Type 1 diabetes? Different roles for viral infections. Expert Rev Clin Immunol 7:45–53CrossRef Boettler T, von Herrath M (2011) Protection against or triggering of Type 1 diabetes? Different roles for viral infections. Expert Rev Clin Immunol 7:45–53CrossRef
Zurück zum Zitat Case DA et al (2005) The Amber biomolecular simulation programs. J Comput Chem 26:1668–1688CrossRef Case DA et al (2005) The Amber biomolecular simulation programs. J Comput Chem 26:1668–1688CrossRef
Zurück zum Zitat Case D et al (2015) AMBER 2015. University of California, San Francisco Case D et al (2015) AMBER 2015. University of California, San Francisco
Zurück zum Zitat Chen J, Liu H, Yang J, Chou KC (2007) Prediction of linear B-cell epitopes using amino acid pair antigenicity scale. Amino Acids 33:423–428CrossRef Chen J, Liu H, Yang J, Chou KC (2007) Prediction of linear B-cell epitopes using amino acid pair antigenicity scale. Amino Acids 33:423–428CrossRef
Zurück zum Zitat Chen P, Rayner S, Hu KH (2011) Advances of bioinformatics tools applied in virus epitopes prediction. Virologica Sinica 26:1–7CrossRef Chen P, Rayner S, Hu KH (2011) Advances of bioinformatics tools applied in virus epitopes prediction. Virologica Sinica 26:1–7CrossRef
Zurück zum Zitat Coppieters KT, Boettler T, von Herrath M (2012) Virus infections in type 1 diabetes. Cold Spring Harb Perspect Med 2:a007682CrossRef Coppieters KT, Boettler T, von Herrath M (2012) Virus infections in type 1 diabetes. Cold Spring Harb Perspect Med 2:a007682CrossRef
Zurück zum Zitat Diaz-Horta O, Baj A, Maccari G, Salvatoni A, Toniolo A (2012) Enteroviruses and causality of type 1 diabetes: how close are we? Pediatr Diabetes 13:92–99CrossRef Diaz-Horta O, Baj A, Maccari G, Salvatoni A, Toniolo A (2012) Enteroviruses and causality of type 1 diabetes: how close are we? Pediatr Diabetes 13:92–99CrossRef
Zurück zum Zitat EL-Manzalawy Y, Dobbs D, Honavar V (2008) Predicting linear B-cell epitopes using string kernels. J Mol Recognit 21:243–255CrossRef EL-Manzalawy Y, Dobbs D, Honavar V (2008) Predicting linear B-cell epitopes using string kernels. J Mol Recognit 21:243–255CrossRef
Zurück zum Zitat Emini EA, Hughes JV, Perlow D, Boger J (1985) Induction of hepatitis A virus-neutralizing antibody by a virus-specific synthetic peptide. J Virol 55:836–839 Emini EA, Hughes JV, Perlow D, Boger J (1985) Induction of hepatitis A virus-neutralizing antibody by a virus-specific synthetic peptide. J Virol 55:836–839
Zurück zum Zitat Essmann U, Perera L, Berkowitz ML, Darden T, Lee H, Pedersen LG (1995) A smooth particle mesh Ewald method. J Chem Phys 103:8577–8593CrossRef Essmann U, Perera L, Berkowitz ML, Darden T, Lee H, Pedersen LG (1995) A smooth particle mesh Ewald method. J Chem Phys 103:8577–8593CrossRef
Zurück zum Zitat Florea L, Halldorsson B, Kohlbacher O, Schwartz R, Hoffman S, Istrail S (2003) Epitope prediction algorithms for peptide-based vaccine design. In: Bioinformatics Conference, 2003. CSB 2003. Proceedings of the 2003 IEEE, 2003. IEEE, pp 17–26 Florea L, Halldorsson B, Kohlbacher O, Schwartz R, Hoffman S, Istrail S (2003) Epitope prediction algorithms for peptide-based vaccine design. In: Bioinformatics Conference, 2003. CSB 2003. Proceedings of the 2003 IEEE, 2003. IEEE, pp 17–26
Zurück zum Zitat Gale E (2008) Congenital rubella: citation virus or viral cause of type 1 diabetes? Diabetologia 51:1559–1566CrossRef Gale E (2008) Congenital rubella: citation virus or viral cause of type 1 diabetes? Diabetologia 51:1559–1566CrossRef
Zurück zum Zitat Gamble D, Taylor K (1969) Seasonal incidence of diabetes mellitus. Bmj 3:631–633CrossRef Gamble D, Taylor K (1969) Seasonal incidence of diabetes mellitus. Bmj 3:631–633CrossRef
Zurück zum Zitat Ganjalikhany MR, Ranjbar B, Taghavi AH, Moghadam TT (2012) Functional motions of Candida antarctica lipase B: a survey through open-close conformation. PloS One 7:e40327CrossRef Ganjalikhany MR, Ranjbar B, Taghavi AH, Moghadam TT (2012) Functional motions of Candida antarctica lipase B: a survey through open-close conformation. PloS One 7:e40327CrossRef
Zurück zum Zitat Ghazarian L, Diana J, Simoni Y, Beaudoin L, Lehuen A (2013) Prevention or acceleration of type 1 diabetes by viruses. Cell Mol Life Sci 70:239–255CrossRef Ghazarian L, Diana J, Simoni Y, Beaudoin L, Lehuen A (2013) Prevention or acceleration of type 1 diabetes by viruses. Cell Mol Life Sci 70:239–255CrossRef
Zurück zum Zitat Guex N, Peitsch MC (1997) SWISS-MODEL and the Swiss-Pdb viewer: an environment for comparative protein modeling. Electrophoresis 18:2714–2723CrossRef Guex N, Peitsch MC (1997) SWISS-MODEL and the Swiss-Pdb viewer: an environment for comparative protein modeling. Electrophoresis 18:2714–2723CrossRef
Zurück zum Zitat He Y, Rappuoli R, De Groot AS, Chen RT (2010) Emerging vaccine informatics. J BioMed Biotchnol 2010:218590 He Y, Rappuoli R, De Groot AS, Chen RT (2010) Emerging vaccine informatics. J BioMed Biotchnol 2010:218590
Zurück zum Zitat Hober D, Sauter P (2010) Pathogenesis of type 1 diabetes mellitus: interplay between enterovirus and host nature reviews. Endocrinology 6:279–289 Hober D, Sauter P (2010) Pathogenesis of type 1 diabetes mellitus: interplay between enterovirus and host nature reviews. Endocrinology 6:279–289
Zurück zum Zitat Hornak V, Abel R, Okur A, Strockbine B, Roitberg A, Simmerling C (2006) Comparison of multiple Amber force fields and development of improved protein backbone parameters. Proteins Struct Funct Bioinform 65:712–725CrossRef Hornak V, Abel R, Okur A, Strockbine B, Roitberg A, Simmerling C (2006) Comparison of multiple Amber force fields and development of improved protein backbone parameters. Proteins Struct Funct Bioinform 65:712–725CrossRef
Zurück zum Zitat Hou J, Said C, Franchi D, Dockstader P, Chatterjee NK (1994) Antibodies to glutamic acid decarboxylase and P2-C peptides in sera from coxsackie virus B4-infected mice and IDDM patients. Diabetes 43:1260–1266CrossRef Hou J, Said C, Franchi D, Dockstader P, Chatterjee NK (1994) Antibodies to glutamic acid decarboxylase and P2-C peptides in sera from coxsackie virus B4-infected mice and IDDM patients. Diabetes 43:1260–1266CrossRef
Zurück zum Zitat Idrees S, Ashfaq UA (2013) Structural analysis and epitope prediction of HCV E1 protein isolated in Pakistan: an in silico approach. Virol J 10:113CrossRef Idrees S, Ashfaq UA (2013) Structural analysis and epitope prediction of HCV E1 protein isolated in Pakistan: an in silico approach. Virol J 10:113CrossRef
Zurück zum Zitat Jaidane H, Hober D (2008) Role of coxsackievirus B4 in the pathogenesis of type 1 diabetes. Diabetes Metab 34:537–548CrossRef Jaidane H, Hober D (2008) Role of coxsackievirus B4 in the pathogenesis of type 1 diabetes. Diabetes Metab 34:537–548CrossRef
Zurück zum Zitat Janin J, Wodak S, Levitt M, Maigret B (1978) Conformation of amino acid side-chains in proteins. J Mol Biol 125:357–386CrossRef Janin J, Wodak S, Levitt M, Maigret B (1978) Conformation of amino acid side-chains in proteins. J Mol Biol 125:357–386CrossRef
Zurück zum Zitat Karplus P, Schulz G (1985) Prediction of chain flexibility in proteins Naturwissenschaften 72:212–213 Karplus P, Schulz G (1985) Prediction of chain flexibility in proteins Naturwissenschaften 72:212–213
Zurück zum Zitat Karvonen M, Viik-Kajander M, Moltchanova E, Libman I, LaPorte R, Tuomilehto J (2000) Incidence of childhood type 1 diabetes worldwide. Diabetes Mondiale (DiaMond) Project Group. Diabetes Care 23:1516–1526CrossRef Karvonen M, Viik-Kajander M, Moltchanova E, Libman I, LaPorte R, Tuomilehto J (2000) Incidence of childhood type 1 diabetes worldwide. Diabetes Mondiale (DiaMond) Project Group. Diabetes Care 23:1516–1526CrossRef
Zurück zum Zitat Kaufman D, Erlander M, Clare-Salzler M, Atkinson M, Maclaren N, Tobin A (1992) Autoimmunity to two forms of glutamate decarboxylase in insulin-dependent diabetes mellitus. J Clin Invest 89:283CrossRef Kaufman D, Erlander M, Clare-Salzler M, Atkinson M, Maclaren N, Tobin A (1992) Autoimmunity to two forms of glutamate decarboxylase in insulin-dependent diabetes mellitus. J Clin Invest 89:283CrossRef
Zurück zum Zitat Kolaskar A, Tongaonkar PC (1990) A semi-empirical method for prediction of antigenic determinants on protein antigens. FEBS Lett 276:172–174CrossRef Kolaskar A, Tongaonkar PC (1990) A semi-empirical method for prediction of antigenic determinants on protein antigens. FEBS Lett 276:172–174CrossRef
Zurück zum Zitat Kringelum JV, Lundegaard C, Lund O, Nielsen M (2012) Reliable B cell epitope predictions: impacts of method development and improved benchmarking. PLoS Comput Biol 8:e1002829CrossRef Kringelum JV, Lundegaard C, Lund O, Nielsen M (2012) Reliable B cell epitope predictions: impacts of method development and improved benchmarking. PLoS Comput Biol 8:e1002829CrossRef
Zurück zum Zitat Larsen JE, Lund O, Nielsen M (2006) Improved method for predicting linear B-cell epitopes. Immunome Res 2:2CrossRef Larsen JE, Lund O, Nielsen M (2006) Improved method for predicting linear B-cell epitopes. Immunome Res 2:2CrossRef
Zurück zum Zitat Laskowski RA (2009) PDBsum new things. Nucleic acids Res 37:D355–D359CrossRef Laskowski RA (2009) PDBsum new things. Nucleic acids Res 37:D355–D359CrossRef
Zurück zum Zitat Laskowski RA, MacArthur MW, Moss DS, Thornton JM (1993) PROCHECK: a program to check the stereochemical quality of protein structures. J Appl Crystallogr 26:283–291CrossRef Laskowski RA, MacArthur MW, Moss DS, Thornton JM (1993) PROCHECK: a program to check the stereochemical quality of protein structures. J Appl Crystallogr 26:283–291CrossRef
Zurück zum Zitat Lönnrot M, Hyöty H, Knip M, Roivainen M, Kulmala P, Leinikki P, Åkerblom H (1996) Antibody cross-reactivity induced by the homologous regions in glutamic acid decarboxylase (GAD65) and 2C protein of coxsackievirus B4. Clin Exp Immunol 104:398–405CrossRef Lönnrot M, Hyöty H, Knip M, Roivainen M, Kulmala P, Leinikki P, Åkerblom H (1996) Antibody cross-reactivity induced by the homologous regions in glutamic acid decarboxylase (GAD65) and 2C protein of coxsackievirus B4. Clin Exp Immunol 104:398–405CrossRef
Zurück zum Zitat MacLaren N, Schatz D, Drash A, Grave G (1989) Initial pathogenic events in IDDM. Diabetes 38:534–538CrossRef MacLaren N, Schatz D, Drash A, Grave G (1989) Initial pathogenic events in IDDM. Diabetes 38:534–538CrossRef
Zurück zum Zitat Mahdavi M, Mohabatkar H, Keyhanfar M, Jafarian A, Dehkordi MR (2012) Linear and Conformational B Cell Epitope Prediction of the HER 2 ECD-Subdomain III by in silico Methods. Asian Pac J Cancer Prev 13:3053–3059CrossRef Mahdavi M, Mohabatkar H, Keyhanfar M, Jafarian A, Dehkordi MR (2012) Linear and Conformational B Cell Epitope Prediction of the HER 2 ECD-Subdomain III by in silico Methods. Asian Pac J Cancer Prev 13:3053–3059CrossRef
Zurück zum Zitat Mohabatkar H (2007) Prediction of epitopes and structural properties of Iranian HPV-16 E6 by bioinformatics methods. Asian Pac J Cancer Prev 8:602–606 Mohabatkar H (2007) Prediction of epitopes and structural properties of Iranian HPV-16 E6 by bioinformatics methods. Asian Pac J Cancer Prev 8:602–606
Zurück zum Zitat Movahedi AR, Hampson DJ (2008) New ways to identify novel bacterial antigens for vaccine development. Vet Microbiol 131:1–13CrossRef Movahedi AR, Hampson DJ (2008) New ways to identify novel bacterial antigens for vaccine development. Vet Microbiol 131:1–13CrossRef
Zurück zum Zitat Nair S, Kukreja N, Singh BP, Arora N (2011) Identification of B cell epitopes of alcohol dehydrogenase allergen of Curvularia lunata. PloS One 6:e20020CrossRef Nair S, Kukreja N, Singh BP, Arora N (2011) Identification of B cell epitopes of alcohol dehydrogenase allergen of Curvularia lunata. PloS One 6:e20020CrossRef
Zurück zum Zitat Nielsen M, Lundegaard C, Lund O (2007) Prediction of MHC class II binding affinity using SMM-align, a novel stabilization matrix alignment method. BMC Bioinform 8:238CrossRef Nielsen M, Lundegaard C, Lund O (2007) Prediction of MHC class II binding affinity using SMM-align, a novel stabilization matrix alignment method. BMC Bioinform 8:238CrossRef
Zurück zum Zitat Parker J, Guo D, Hodges R (1986) New hydrophilicity scale derived from high-performance liquid chromatography peptide retention data: correlation of predicted surface residues with antigenicity and X-ray-derived accessible sites. Biochemistry 25:5425–5432CrossRef Parker J, Guo D, Hodges R (1986) New hydrophilicity scale derived from high-performance liquid chromatography peptide retention data: correlation of predicted surface residues with antigenicity and X-ray-derived accessible sites. Biochemistry 25:5425–5432CrossRef
Zurück zum Zitat Pellequer JL, Westhof E, Van Regenmortel MH (1993) Correlation between the location of antigenic sites and the prediction of turns in proteins. Immunol Lett 36:83–99CrossRef Pellequer JL, Westhof E, Van Regenmortel MH (1993) Correlation between the location of antigenic sites and the prediction of turns in proteins. Immunol Lett 36:83–99CrossRef
Zurück zum Zitat Peters B et al (2005) The immune epitope database and analysis resource: from vision to blueprint. PLoS Biol 3:e91CrossRef Peters B et al (2005) The immune epitope database and analysis resource: from vision to blueprint. PLoS Biol 3:e91CrossRef
Zurück zum Zitat Ponder JW, Case DA (2003) Force fields for protein simulations. Adv Protein Chem 66:27–85CrossRef Ponder JW, Case DA (2003) Force fields for protein simulations. Adv Protein Chem 66:27–85CrossRef
Zurück zum Zitat Ponnuswamy P, Prabhakaran M, Manavalan P (1980) Hydrophobic packing and spatial arrangement of amino acid residues in globular proteins Biochimica et Biophysica Acta (BBA)-Protein. Structure 623:301–316 Ponnuswamy P, Prabhakaran M, Manavalan P (1980) Hydrophobic packing and spatial arrangement of amino acid residues in globular proteins Biochimica et Biophysica Acta (BBA)-Protein. Structure 623:301–316
Zurück zum Zitat Ponomarenko J, Bui HH, Li W, Fusseder N, Bourne PE, Sette A, Peters B (2008) ElliPro: a new structure-based tool for the prediction of antibody epitopes. BMC Bioinform 9:514CrossRef Ponomarenko J, Bui HH, Li W, Fusseder N, Bourne PE, Sette A, Peters B (2008) ElliPro: a new structure-based tool for the prediction of antibody epitopes. BMC Bioinform 9:514CrossRef
Zurück zum Zitat Raman S et al (2009) Structure prediction for CASP8 with all-atom refinement using Rosetta. Proteins Struct Funct Bioinform 77:89–99CrossRef Raman S et al (2009) Structure prediction for CASP8 with all-atom refinement using Rosetta. Proteins Struct Funct Bioinform 77:89–99CrossRef
Zurück zum Zitat Redondo MJ, Rewers M, Yu L, Garg S, Pilcher CC, Elliott RB, Eisenbarth GS (1999) Genetic determination of islet cell autoimmunity in monozygotic twin, dizygotic twin, and non-twin siblings of patients with type 1 diabetes: prospective twin study. Bmj 318:698–702CrossRef Redondo MJ, Rewers M, Yu L, Garg S, Pilcher CC, Elliott RB, Eisenbarth GS (1999) Genetic determination of islet cell autoimmunity in monozygotic twin, dizygotic twin, and non-twin siblings of patients with type 1 diabetes: prospective twin study. Bmj 318:698–702CrossRef
Zurück zum Zitat Roivainen M, Klingel K (2010) Virus infections and type 1 diabetes risk. Curr DiabRep 10:350–356CrossRef Roivainen M, Klingel K (2010) Virus infections and type 1 diabetes risk. Curr DiabRep 10:350–356CrossRef
Zurück zum Zitat Ryckaert JP, Ciccotti G, Berendsen HJ (1977) Numerical integration of the cartesian equations of motion of a system with constraints: molecular dynamics of n-alkanes. J Comput Phys 23:327–341CrossRef Ryckaert JP, Ciccotti G, Berendsen HJ (1977) Numerical integration of the cartesian equations of motion of a system with constraints: molecular dynamics of n-alkanes. J Comput Phys 23:327–341CrossRef
Zurück zum Zitat Saha S, Raghava G (2004) BcePred: Prediction of continuous B-cell epitopes in antigenic sequences using physico-chemical properties. Artificial immune systems. Springer, Berlin, pp 197–204CrossRef Saha S, Raghava G (2004) BcePred: Prediction of continuous B-cell epitopes in antigenic sequences using physico-chemical properties. Artificial immune systems. Springer, Berlin, pp 197–204CrossRef
Zurück zum Zitat Saha S, Raghava G (2006) Prediction of continuous B-cell epitopes in an antigen using recurrent neural network Proteins: structure. Funct Bioinform 65:40–48CrossRef Saha S, Raghava G (2006) Prediction of continuous B-cell epitopes in an antigen using recurrent neural network Proteins: structure. Funct Bioinform 65:40–48CrossRef
Zurück zum Zitat Salomon-Ferrer R, Case DA, Walker RC (2013) An overview of the Amber biomolecular simulation package. Wiley Interdiscip Rev Comput Mole Sci 3:198–210CrossRef Salomon-Ferrer R, Case DA, Walker RC (2013) An overview of the Amber biomolecular simulation package. Wiley Interdiscip Rev Comput Mole Sci 3:198–210CrossRef
Zurück zum Zitat Schloot N, Roep B, Wegmann D, Yu L, Wang T, Eisenbarth G (1997) T-cell reactivity to GAD65 peptide sequences shared with coxsackie virus protein in recent-onset IDDM, post-onset IDDM patients and control subjects. Diabetologia 40:332–338CrossRef Schloot N, Roep B, Wegmann D, Yu L, Wang T, Eisenbarth G (1997) T-cell reactivity to GAD65 peptide sequences shared with coxsackie virus protein in recent-onset IDDM, post-onset IDDM patients and control subjects. Diabetologia 40:332–338CrossRef
Zurück zum Zitat Schloot N, Willemen S, Duinkerken G, Drijfhout J, De Vries R, Roep B (2001) Molecular mimicry in type 1 diabetes mellitus revisited: T-cell clones to GAD65 peptides with sequence homology to Coxsackie or proinsulin peptides do not crossreact with homologous counterpart. Hum Immunol 62:299–309CrossRef Schloot N, Willemen S, Duinkerken G, Drijfhout J, De Vries R, Roep B (2001) Molecular mimicry in type 1 diabetes mellitus revisited: T-cell clones to GAD65 peptides with sequence homology to Coxsackie or proinsulin peptides do not crossreact with homologous counterpart. Hum Immunol 62:299–309CrossRef
Zurück zum Zitat Schranz DB, Lernmark Å (1998) Immunology in diabetes: an update. Metab Rev 14:3–29CrossRef Schranz DB, Lernmark Å (1998) Immunology in diabetes: an update. Metab Rev 14:3–29CrossRef
Zurück zum Zitat Sharma V, Kalim S, Srivastava MK, Nanda S, Mishra S (2009) Oxidative stress and coxsackievirus infections as mediators of beta cell damage: a review. Sci Res Essays 4:42–58 Sharma V, Kalim S, Srivastava MK, Nanda S, Mishra S (2009) Oxidative stress and coxsackievirus infections as mediators of beta cell damage: a review. Sci Res Essays 4:42–58
Zurück zum Zitat Song Y et al (2013) High-resolution comparative modeling with RosettaCM. Structure 21:1735–1742CrossRef Song Y et al (2013) High-resolution comparative modeling with RosettaCM. Structure 21:1735–1742CrossRef
Zurück zum Zitat Srikanta S, Ricker A, McCulloch D, Soeldner J, Eisenbarth G, Palmer J (1986) Autoimmunity to insulin, beta cell dysfunction, and development of insulin-dependent diabetes mellitus. Diabetes 35:139–142CrossRef Srikanta S, Ricker A, McCulloch D, Soeldner J, Eisenbarth G, Palmer J (1986) Autoimmunity to insulin, beta cell dysfunction, and development of insulin-dependent diabetes mellitus. Diabetes 35:139–142CrossRef
Zurück zum Zitat Steck AK, Rewers MJ (2011) Genetics of type 1 diabetes. Clin Chem 57:176–185CrossRef Steck AK, Rewers MJ (2011) Genetics of type 1 diabetes. Clin Chem 57:176–185CrossRef
Zurück zum Zitat Sun J et al (2009) SEPPA: a computational server for spatial epitope prediction of protein antigens. Nucleic Acids Res 37:W612–W616CrossRef Sun J et al (2009) SEPPA: a computational server for spatial epitope prediction of protein antigens. Nucleic Acids Res 37:W612–W616CrossRef
Zurück zum Zitat Tan EL, Wong APY, Poh CL (2010) Development of potential antiviral strategy against coxsackievirus B4. Virus Res 150:85–92CrossRef Tan EL, Wong APY, Poh CL (2010) Development of potential antiviral strategy against coxsackievirus B4. Virus Res 150:85–92CrossRef
Zurück zum Zitat Tian J, Lehmann PV, Kaufman DL (1994) T cell cross-reactivity between coxsackievirus and glutamate decarboxylase is associated with a murine diabetes susceptibility allele. J Exp Med 180:1979–1984CrossRef Tian J, Lehmann PV, Kaufman DL (1994) T cell cross-reactivity between coxsackievirus and glutamate decarboxylase is associated with a murine diabetes susceptibility allele. J Exp Med 180:1979–1984CrossRef
Zurück zum Zitat Varela-Calvino R, Sgarbi G, Arif S, Peakman M (2000) T-Cell reactivity to the P2C nonstructural protein of a diabetogenic strain of coxsackievirus B4. Virology 274:56–64CrossRef Varela-Calvino R, Sgarbi G, Arif S, Peakman M (2000) T-Cell reactivity to the P2C nonstructural protein of a diabetogenic strain of coxsackievirus B4. Virology 274:56–64CrossRef
Zurück zum Zitat Vreugdenhil G, Geluk A, Ottenhoff T, Melchers W, Roep B, Galama J (1998) Molecular mimicry in diabetes mellitus: the homologous domain in coxsackie B virus protein 2C and islet autoantigen GAD65 is highly conserved in the coxsackie B-like enteroviruses and binds to the diabetes associated HLA-DR3 molecule. Diabetologia 41:40–46CrossRef Vreugdenhil G, Geluk A, Ottenhoff T, Melchers W, Roep B, Galama J (1998) Molecular mimicry in diabetes mellitus: the homologous domain in coxsackie B virus protein 2C and islet autoantigen GAD65 is highly conserved in the coxsackie B-like enteroviruses and binds to the diabetes associated HLA-DR3 molecule. Diabetologia 41:40–46CrossRef
Zurück zum Zitat Vreugdenhil GR, Batstra MR, Aanstoot HJ, Melchers WJ, Galama J (1999) Analysis of antibody responses against Coxsackie virus B4 protein 2C and the diabetes autoantigen GAD65. J Med Virol 59:256–261CrossRef Vreugdenhil GR, Batstra MR, Aanstoot HJ, Melchers WJ, Galama J (1999) Analysis of antibody responses against Coxsackie virus B4 protein 2C and the diabetes autoantigen GAD65. J Med Virol 59:256–261CrossRef
Metadaten
Titel
In silico vaccine design against type 1 diabetes based on molecular modeling of coxsackievirus B4 epitopes
verfasst von
Mahsa Taherzadeh
Abolghasem Esmaeili
Mohamad Reza Ganjalikhany
Publikationsdatum
01.12.2016
Verlag
Springer Vienna
Erschienen in
Network Modeling Analysis in Health Informatics and Bioinformatics / Ausgabe 1/2016
Print ISSN: 2192-6662
Elektronische ISSN: 2192-6670
DOI
https://doi.org/10.1007/s13721-016-0112-y

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