Abstract
We have investigated different mathematical models for signaling pathways and built a new pathway model for TNFα-NFκB signaling using an integrative analytical approach. This integrative approach consists of a knowledgebase, model designing/visualization and simulation environments. In particular, our new TNFα-NFκB signaling pathway model was developed based on literature studies and the use of ordinary differential equations and a detailed protein-protein interaction connectivity map within this approach. Using the most detailed mathematical model as a base model, three new relevant proteins – TRAF1, FLIP, and MEKK3 – were identified and included in our new model. Our results show that this integrative approach offers the most detailed and consistent mathematical description for TNFα-NFκB signaling and further increases the understanding of TNFα-NFκB signaling pathway.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Kitano, H.: Computational systems biology. Nature 420, 206–210 (2002)
Alfarano, C., Andrade, C.E., Anthony, K., et al.: The Biomolecular Interaction Network Database and related tools 2005 update. Nucleic Acids Res. 33(Database issue), D418–D424 (2005)
Barken, D., Wang, C.J., Kearns, J., et al.: Comment on Oscillations in NF-kappaB signaling control the dynamics of gene expression. Science 308(5718), 52 (2005)
Bonizzi, G., Karin, M.: The two NF-kappaB activation pathways and their role in innate and adaptive immunity. Trends Immunol. 25(6), 280–288 (2004)
Bouwmeester, T., Bauch, A., Ruffner, H., et al.: A physical and functional map of the human TNF-alpha/NF-kappa B signal transduction pathway. Nat. Cell. Biol. 6(2), 97–105 (2004)
Cho, H., Shin, Y., Kolch, W., et al.: Experimental Design in systems biology based on parameter sensitivity analysis with monte carlo simulation: A case study for the TNFα Mediated NF-κB- signal transduction pathway. Simulation 12, 726–739 (2003a)
Cho, K.H., Shin, S.Y., Lee, H.W., et al.: Investigations into the analysis and modeling of the TNF alpha-mediated NF-kappa B-signaling pathway. Genome Res. 13(11), 2413–2422 (2003b)
Chung, J.Y., Lu, M., Yin, Q., et al.: Structural revelations of TRAF2 function in TNF receptor signaling pathway. Adv. Exp. Med. Biol. 597, 93–113 (2007)
Cox, D.M., Du, M., Guo, X., et al.: Tandem affinity purification of protein complexes from mammalian cells. Biotechniques 33(2), 267–268 (2002)
Dempsey, P.W., Doyle, S.E., He, J.Q., et al.: The signaling adaptors and pathways activated by TNF superfamily. Cytokine Growth Factor Rev. 14(3-4), 193–209 (2003)
Dixit, V., Mak, T.W.: NF-kappaB signaling. Many roads lead to madrid. Cell 111(5), 615–619 (2002)
Gilbert, D.: Biomolecular interaction network database. Brief Bioinform 6(2), 194–198 (2005)
Gregan, J., Riedel, C.G., Petronczki, M., et al.: Tandem affinity purification of functional TAP-tagged proteins from human cells. Nat. Protoc. 2(5), 1145–1151 (2007)
Ihekwaba, A.E., Broomhead, D.S., Grimley, R.L., et al.: Sensitivity analysis of parameters controlling oscillatory signalling in the NF-kappaB pathway: the roles of IKK and IkappaBalpha. Syst. Biol. (Stevenage) 1(1), 93–103 (2004)
Kitano, H.: Computational systems biology. Nature 420(6912), 206–210 (2002); Micheau, O., Tschopp, J.: Induction of TNF receptor I-mediated apoptosis via two sequential signaling complexes. Cell 114(2), 181–190 (2003)
Min, J.K., Kim, Y.M., Kim, S.W., et al.: TNF-related activation-induced cytokine enhances leukocyte adhesiveness: induction of ICAM-1 and VCAM-1 via TNF receptor-associated factor and protein kinase C-dependent NF-kappaB activation in endothelial cells. J. Immunol. 175(1), 531–540 (2005)
Nelson, D.E., Ihekwaba, A.E., Elliott, M., et al.: Oscillations in NF-kappaB signaling control the dynamics of gene expression. Science 306(5696), 704–708 (2004)
Pagel, P., Kovac, S., Oesterheld, M., et al.: The MIPS mammalian protein-protein interaction database. Bioinformatics 21(6), 832–834 (2005)
Phair, R.D.: Development of kinetic models in the nonlinear world of molecular cell biology. Metabolism 46(12), 1489–1495 (1997)
Pomerantz, J.L., Baltimore, D.: Two pathways to NF-kappaB. Mol. Cell. 10(4), 693–695 (2002)
Rivkin, E., Cullinan, E.B., Tres, L.L., et al.: A protein associated with the manchette during rat spermiogenesis is encoded by a gene of the TBP-1-like subfamily with highly conserved ATPase and protease domains. Mol. Reprod. Dev. 48(1), 77–89 (1997)
Salwinski, L., Miller, C.S., Smith, A.J., Pettit, F.K., Bowie, J.U., Eisenberg, D.: The Database of Interacting Proteins: 2004 update. NAR 32 Database issue, D449–D451 (2004)
Schlosser, P.M.: Experimental design for parameter estimation through sensitivity analysis. J. Toxicol. Environ. Health 43(4), 495–530 (1994)
Schoeberl, B., Gilles, E.D., Scheurich, P.: A Mathematical Vision of TNF Receptor Interaction. In: Proceedings of the International Congress of Systems Biology, pp. 158–167 (2001)
Su, C.G., Lichtenstein, G.R.: Influence of immunogenicity on the long-term efficacy of infliximab in Crohn’s disease. Gastroenterology 125(5), 1544–1546 (2003)
Swaffield, J.C., Melcher, K., Johnston, S.A.: A highly conserved ATPase protein as a mediator between acidic activation domains and the TATA-binding protein. Nature 374(6517), 88–91 (1995)
Vilimas, T., Mascarenhas, J., Palomero, T., et al.: Targeting the NF-kappaB signaling pathway in Notch1-induced T-cell leukemia. Nat. Med. 13(1), 70–77 (2007)
Wang, C.Y., Mayo, M.W., Korneluk, R.G., et al.: NF-kappaB antiapoptosis: induction of TRAF1 and TRAF2 and c-IAP1 and c-IAP2 to suppress caspase-8 activation. Science 281(5383), 1680–1683 (1998)
Wolkenhauer, O., Cho, K.H.: Analysis and Modeling of Signal Transduction Pathways in Systems Biology. Biochem. Soc. Trans., Pt6:1503-1509 (2003)
Wang, J., Cheung, L.W., Delabie, J.: New probabilistic graphical models for genetic regulatory networks studies. J. Biomed. Inform. 38(6), 443–455 (2005)
Yao, J., Duan, L., Fan, M., et al.: NF-kappaB signaling pathway is involved in growth inhibition, G2/M arrest and apoptosis induced by Trichostatin A in human tongue carcinoma cells. Pharmacol. Res. 54(6), 406–413 (2006)
You, L.: Toward computational systems biology. Cell Biochem. Biophys. 40(2), 167–184 (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Visvanathan, M., Pfeifer, B., Baumgartner, C., Tilg, B., Lushington, G.H. (2009). Integrative Approach for Combining TNFα-NFκB Mathematical Model to a Protein Interaction Connectivity Map. In: Măndoiu, I., Narasimhan, G., Zhang, Y. (eds) Bioinformatics Research and Applications. ISBRA 2009. Lecture Notes in Computer Science(), vol 5542. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01551-9_7
Download citation
DOI: https://doi.org/10.1007/978-3-642-01551-9_7
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-01550-2
Online ISBN: 978-3-642-01551-9
eBook Packages: Computer ScienceComputer Science (R0)