MD in TCRpMHC: chasing the structural trigger TCA
MD in TCRpMHC: chasing the structural trigger TCA
Disciplines
Computer Sciences (34%); Mathematics (33%); Medical-Theoretical Sciences, Pharmacy (33%)
Keywords
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Bioinformatics,
Parallel computing,
Molecular dynamics,
PCRpMHC,
T-cell activation,
Prediction
The interaction between major histocompatibility complex (MHC), presented peptide (p) and T-cell receptor (TCR) is essential in adaptive immunology. Although a lot of research has been done on these interaction processes, the structural trigger for T-cell activation is not known in detail. How is the signal routed from the interaction surface between pMHC and TCR into the T-cell? Which subtle structural mechanisms are responsible for eliciting an immune response or not? To investigate these questions we will systematically apply molecular dynamics (MD) simulations of up to 180 TCRpMHC complexes, for which immunogenicities are known from the literature. From the deformations in the TCR and MHC in reaction to agonistic and antagonistic peptides we will deduce general predictors for immunogenicity. These predictors will be formulated in mathematical terms via splines, principal component analysis and standard MD evaluation techniques, such as root mean square deviation (RMSD) or root mean square fluctuation (RMSF). In a sequential manner we will systematically simulate more and more TCRpMHC complexes while adjusting our predictors. Subsequently, we will apply those predictors to a second indepentend set of unpublished validation data provided by our clinical co-operation partners. The results of the validation set will be crucial to asses the quality of the predictors. After reliable predictors are established, they will help to explain immunological processes, observed by our co-operation partners, in a structural way. However, the long term aim is to provide a method which predicts the immunogenicity of an arbitrary TCRpMHC complex in silico using our predictors on the trajectories of MD simulations.
In this project we used computer simulations to show how special parts of the human immune system interact. There are certain cells which can be seen as the police of the human body (the so called T cells). Other cells present pieces of proteins on their surface to the T cells. On this basis the T cells have to decide whether the presented piece of protein is of danger to the human body or not. Although this process is known for quite a long time the detailed structural trigger for eliciting an immune response is not known. This is of special interest since if the human body is not able to react to a threat (e.g. a virus) this might be lethal for this person. On the other hand if the immune system reacts to harmless substances then autoimmune diseases or allergies can take place.Hence, it is of utmost importance to understand the mechanism of activating the immune response in detail. For this purpose we used computers to simulate the interaction of receptors on the surface of a T cell with other cells. In total we simulated 172 different situations in which the level of threat is known. On this basis we investigated the intrinsic movements of the cell receptors in reaction to these threats.This project was a very interdisciplinary approach at the border between information technology, mathematics, immunology, and cell biology which shed light on interaction processes which are not obtainable from the perspective of one single research field.
Research Output
- 1013 Citations
- 14 Publications
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2012
Title Association of HLA-DR1 with the allergic response to the major mugwort pollen allergen: molecular background DOI 10.1186/1471-2172-13-43 Type Journal Article Author Knapp B Journal BMC Immunology Pages 43 Link Publication -
2012
Title The Sedoheptulose Kinase CARKL Directs Macrophage Polarization through Control of Glucose Metabolism DOI 10.1016/j.cmet.2012.04.023 Type Journal Article Author Haschemi A Journal Cell Metabolism Pages 813-826 Link Publication -
2012
Title Relaxation Estimation of RMSD in Molecular Dynamics Immunosimulations DOI 10.1155/2012/173521 Type Journal Article Author Schreiner W Journal Computational and Mathematical Methods in Medicine Pages 173521 Link Publication -
2012
Title MH2c: Characterization of major histocompatibility a-helices – an information criterion approach DOI 10.1016/j.cpc.2012.02.008 Type Journal Article Author Hischenhuber B Journal Computer Physics Communications Pages 1481-1490 Link Publication -
2013
Title Differential geometric analysis of alterations in MH a-helices DOI 10.1002/jcc.23328 Type Journal Article Author Hischenhuber B Journal Journal of Computational Chemistry Pages 1862-1879 Link Publication -
2013
Title Early Relaxation Dynamics in the LC 13 T Cell Receptor in Reaction to 172 Altered Peptide Ligands: A Molecular Dynamics Simulation Study DOI 10.1371/journal.pone.0064464 Type Journal Article Author Knapp B Journal PLoS ONE Link Publication -
2013
Title Relationship of pentraxin 3 with insulin sensitivity in gestational diabetes DOI 10.1111/eci.12051 Type Journal Article Author Todoric J Journal European Journal of Clinical Investigation Pages 341-349 -
2012
Title Circulating progranulin levels in women with gestational diabetes mellitus and healthy controls during and after pregnancy DOI 10.1530/eje-12-0060 Type Journal Article Author Todoric J Journal European Journal of Endocrinology Pages 561-567 Link Publication -
2011
Title PeptX: Using Genetic Algorithms to optimize peptides for MHC binding DOI 10.1186/1471-2105-12-241 Type Journal Article Author Knapp B Journal BMC Bioinformatics Pages 241 Link Publication -
2010
Title vmdICE: A plug-in for rapid evaluation of molecular dynamics simulations using VMD DOI 10.1002/jcc.21581 Type Journal Article Author Knapp B Journal Journal of Computational Chemistry Pages 2868-2873 -
2014
Title Specificities of Human CD4+ T Cell Responses to an Inactivated Flavivirus Vaccine and Infection: Correlation with Structure and Epitope Prediction DOI 10.1128/jvi.00196-14 Type Journal Article Author Schwaiger J Journal Journal of Virology Pages 7828-7842 Link Publication -
2010
Title A Comparative Approach Linking Molecular Dynamics of Altered Peptide Ligands and MHC with In Vivo Immune Responses DOI 10.1371/journal.pone.0011653 Type Journal Article Author Knapp B Journal PLoS ONE Link Publication -
2011
Title Is an Intuitive Convergence Definition of Molecular Dynamics Simulations Solely Based on the Root Mean Square Deviation Possible? DOI 10.1089/cmb.2010.0237 Type Journal Article Author Knapp B Journal Journal of Computational Biology Pages 997-1005 Link Publication -
2013
Title Corrigendum: Differential geometric analysis of alterations in MH a-helices DOI 10.1002/jcc.23453 Type Journal Article Author Hischenhuber B Journal Journal of Computational Chemistry Pages 2834-2834 Link Publication