Abstract
Advanced simulations within biophysical applications ask for advanced algorithms and implementations which are running efficiently on massively parallel high performance computers. The software framework UG fulfills these preconditions. Therefore, we present insight into the experimental basics, the modelling and simulation details, and the biophysical meaning of the estimation of the diffusion constant of a major player in the replication of the genetic information of the Hepatitis C virus (HCV), namely the NS5A viral protein. NS5A movement is restricted to the surface of the Endoplasmatic Reticulum (ER, a medusa-hair like important cell compartment). Hence, the dynamics of NS5A are described by surface PDEs (sPDE) which mimic experimental FRAP (fluorescence recovery after photobleaching) time series data. The sPDE computations were performed with UG upon large unstructured grids representing realistic reconstructed ER surfaces. We explain the context of the parameter estimations which asked for a substantial amount of single sPDE evaluations which we performed on the HLRS Stuttgart Hermit and Hornet supercomputers for various experimental data sets and for various geometric setups. This enabled us to derive valid final values for the diffusion constant of NS5A on the ER surface. The estimated diffusion constant values are intended to enter spatio-temporal resolved models of HCV replication dynamics at a cellular level.
The authors “E. Herrmann and G. Wittum” contributed equally.
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Notes
- 1.
some geometries need more, some less, caused by the different node number of the reconstructed geometries.
References
Belda, O., Targett-Adams, P.: Small molecule inhibitors of the hepatitis c virus-encoded ns5a protein. Virus Res. 170(1–2), 1–14 (2012). Review
Binder, M., Sulaimanov, N., Clausznitzer, D., Schulze, M., Hüber, C.M., Lenz, S.M., Schlöder, J.P., Trippler, M., Bartenschlager, R., Lohmann, V., Kaderali, L.: Replication vesicles are load- and choke-points in the hepatitis c virus lifecycle. PLoS Pathog. 9(8), e1003561 (2013)
Björck, A.: Numerical Methods for Least Squares Problems. SIAM, Philadelphia (1996)
Chatel-Chaix, L., Bartenschlager, R.: Dengue virus and hepatitis c virus-induced replication and assembly compartments: The enemy inside - caught in the web. J. Virol. 88(11), 5907–5911 (2014)
Dahari, H., Ribeiro, R.M., Rice, C.M., Perelson, A.S.: Mathematical modeling of subgenomic hepatitis c virus replication in huh-7 cells. J. Virol. 81(2), 750–760 (2007)
Dahari, H., Sainz Jr. B., Perelson, A.S., Uprichard, S.L.: Modeling subgenomic hepatitis c virus rna kinetics during treatment with alpha interferon. J. Virol. 83(13), 6383–6390 (2009)
Friedman, J.R., Voeltz, G.K.: The er in 3d: a multifunctional dynamic membrane network. Trends Cell Biol. 21(12), 709 (2011). Review
Guedj, J., Rong, L., Dahari, H., Perelson, A.S.: A perspective on modelling hepatitis c virus infection. J. Viral Hepat. 17(12), 825–833 (2010). Review
Heppner, I., Lampe, M., Nägel, A., Reiter, S., Rupp, M., Vogel, A., Wittum, G.: Software framework ug4: parallel multigrid on the hermit supercomputer. In: Wolfgang E. Nagel, Dietmar H. Kröner, Michael M. Resch (eds.) High Performance Computing in Science and Engineering ’12. Springer, Berlin (2013)
Idea, I., Zhanga, L., Chena, M., Inchauspeb, G., Bahlc, C., Sasagurid, Y., Padmanabhana, R.: Characterization of the nuclear localization signal and subcellular distribution of hepatitis c virus nonstructural protein ns5a. Gene 182(1–2), 203–211 (1996)
Jones, D.M., Gretton, S.N., McLauchlan, J., Targett-Adams, P.: Mobility analysis of an ns5a-gfp fusion protein in cells actively replicating hepatitis c virus subgenomic rna. J. Gen. Virol. 88(2), 470–475 (2007)
Jungblut, D., Queisser, G., Wittum, G: Inertia based filtering of high resolution images using a gpu cluster. Comput. Vis. Sci. 14, 181–186 (2011)
Kano, H, van der Voort, H.T.M., Schrader, M., van Kempen, G.M.P., Hell S.W.: Avalanche photodiode detection with object scanning and image restoration provides 2-4 fold resolution increase in two-photon fluorescence microscopy. BioImaging 4, 87–197 (1996)
Keum, S.J., Park, S.M., Park, J.H., Jung, J.H., Shin, E.J., Jang, S.K.: The specific infectivity of hepatitis c virus changes through its life cycle. Virology 433, 462–470 (2012)
Knodel, M.M., Nägel, A., Reiter, S., Rupp, M., Vogel, A., Targett-Adams, P., Herrmann, E., Wittum, G.: Multigrid analysis of spatially resolved hepatitis c virus protein properties. CVS - Proceedings of the European Multigrid Conference (2014, submitted to)
Knodel, M.M., Reiter, S., Rupp, M., Vogel, A., Targett-Adams, P., Herrmann, E., Wittum, G.: Mechanistic dynamics of hepatitis c virus replication in single liver cells: Simple full 3d (surface) pde models (2015, in preparation)
Knodel, M.M., Nägel, A., Reiter, S., Rupp, M., Vogel, A., Targett-Adams, P., McLauchlan, J., Herrmann, E., Wittum, G.: Quantitative analysis of hepatitis c ns5a viral protein dynamics on the er surface (2015, submitted)
Kohli, A., Shaffer, A., Sherman, A., Kottilil, S.: Treatment of hepatitis c: a systematic review. J. Am. Med. Assoc. 312(6), 631–640 (2014)
Moradpour, D., Penin, F., Rice, C.M.: Replication of hepatitis c virus. Nat. Rev. Microbiol. 5, 453–463 (2007)
Mottola, G., Cardinali, G., Ceccacci, A., Trozzi, C., Bartholomew, L., Torrisi, R., Pedrazzini, E., Bonatti, S., Migliaccio, G.: Hepatitis c virus nonstructural proteins are localized in a modified endoplasmic reticulum of cells expressing viral subgenomic replicons. Virology 293(1), 31–43 (2002)
Paul, D., Bartenschlager, R.: Architecture and biogenesis of plus- strand rna virus replication factories. Wo. J. Virol. 2(2), 1-000 (2013)
Reiss, S., Rebhan, I., Backes, P., Romero-Brey, I., Erfle, H., Matula, P., Kaderali, L., Pönisch, M., Blankenburg, H., Hiet, M.S., Longerich, T., Diehl, S., Ramirez, F., Balla, T., Rohr, K., Kaul, A., Bühler, S., Pepperkok, R., Lengauer, T., Albrecht, M., Eils, R., Schirmacher, P., Lohmann, V., Bartenschlager, R.: Recruitment and activation of a lipid kinase by hepatitis c virus ns5a is essential for integrity of the membranous replication compartment. Cell Host Microbe 9(1), 32–45 (2011)
Reits, E.A.J., Neefjes, J.J.: From fixed to frap: measuring protein mobility and activity in living cells. Nat. Cell Biol. 3, E145 - E147 (2001)
Reiter, S., Vogel, A., Heppner, I., Rupp, M., Wittum, G.: A massively parallel geometric multigrid solver on hierarchically distributed grids. Comput. Vis. Sci. 16(4), 151–164 (2013)
Romero-Brey, I., Merz, A., Chiramel, A., Lee, J.Y., Chlanda, P., Haselman, U., Santarella-Mellwig, R., Habermann, A., Hoppe, S., Kallis, S., Walther, P., Antony, C., Krijnse-Locker, J., Bartenschlager, R.: Three-dimensional architecture and biogenesis of membrane structures associated with hepatitis c virus replication. PLoS Pathog. 8(12), e1003056 (2012)
Scientific Volume Imaging B.V., Hilversum, Netherlands. Huygens compute engine. Software (2014). http://www.svi.nl/HuygensSoftware
Targett-Adams, P., Boulant, S., McLauchlan, J.: Visualization of double-stranded rna in cells supporting hepatitis c virus rna replication. J Virol. 82(5), 2182–2195 (2008)
Targett-Adams, P., Graham, E.J., Middleton, J., Palmer, A., Shaw, S.M., Lavender, H., Brain, P., Tran, T.D., Jones, L.H., Wakenhut, F., Stammen, B., Pryde, D., Pickford, C., Westby, M.: Small molecules targeting hepatitis c virus-encoded ns5a cause subcellular redistribution of their target: insights into compound modes of action. J. Virol. 85(13), 6353–6368 (2011)
Vogel, A., Reiter, S., Rupp, M., Nägel, A., Wittum, G.: Ug 4: Comput. Vis. Sci. 16(4), 165–179 (2013)
van der Voort, H.T.M., Brakenhoff, G.J.: 3-d image formation in high-aperture fluorescence confocal microscopy: a numerical analysis. J. Microsc. 158(1), 43–54 (1990)
Wilby, K.J., Partovi, N., Ford, J.A., Greanya, E., Yoshida, E.M.: Review of boceprevir and telaprevir for the treatment of chronic hepatitis c. Can. J. Gastroenterol. 26(4), 205–210 (2012)
Wölk, B., Büchele, B., Moradpour, D., Rice, C.M.: A dynamic view of hepatitis c virus replication complexes. J. Virol. 82(21), 10519–10531 (2008)
Acknowledgements
This work has been supported by the Goethe-Universität Frankfurt. We thank K. Xylouris (G-CSC) for very fruitful discussions on the evaluation of the simulation results, R. Dutta-Roy (Karolinska Institute, Stockholm, Sweden) for profound explanations of FRAP experimental setup and data analysis and Wouter van Beerendonk (Huygens SVI, Netherlands) for his very friendly support in Huygens usage, backgrounds, and licensing. The HLRS Stuttgart is acknowledged for the supplied computing time on the Hermit and Hornet supercomputers. John McLauchlan, Glasgow University, is acknowledged for providing the FRAP time series data [11] as experimental basis of the parameter estimation procedures.
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Knodel, M.M. et al. (2016). On Estimation of a Viral Protein Diffusion Constant on the Curved Intracellular ER Surface. In: Nagel, W., Kröner, D., Resch, M. (eds) High Performance Computing in Science and Engineering ’15. Springer, Cham. https://doi.org/10.1007/978-3-319-24633-8_41
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DOI: https://doi.org/10.1007/978-3-319-24633-8_41
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