Abstract
The imaging of shear-mediated dynamic platelet behavior interacting with surface-immobilized von Willebrand factor (vWF) has tremendous potential in characterizing changes in platelet function for clinical diagnostics purposes. However, the imaging output, a series of images representing platelets adhering and rolling on the surface, poses unique, non-trivial challenges for software algorithms that reconstruct the positional trajectories of platelets. We report on an algorithm that tracks platelets using the output of such flow run experiments, taking into account common artifacts encountered by previously-published methods, and we derive seven key metrics of platelet dynamics that can be used to characterize platelet function. Extensive testing of our method using simulated platelet flow run data was carried out to validate our tracking method and derived metrics in capturing key platelet-vWF interaction-dynamics properties. Our results show that while the number of platelets present on the imaged area is the leading cause of errors, flow run data from two experiments using whole blood samples showed that our method and metrics can detect platelet property changes/differences that are concordant with the expected biological outcome, such as inhibiting key platelet receptors such as P2Y1, glycoprotein (GP)Ib and GPIIb/IIIa. These findings support the use of our methodologies to characterize platelet function among a wide range of healthy and disease cohorts.
Similar content being viewed by others
References
Andrews, R. K., J. López, and M. C. Berndt. Molecular mechanisms of platelet adhesion and activation. Int. J. Biochem. Cell Biol. 29:91–105, 1997.
Andrews, R. K., Y. Shen, E. E. Gardiner, J. F. Dong, J. A. López, and M. C. Berndt. The glycoprotein Ib-IX-V complex in platelet adhesion and signaling. Thromb. Haemost. 82:357–364, 1999.
Bryckaert, M., J.-P. Rosa, C. V. Denis, and P. J. Lenting. Of von Willebrand factor and platelets. Cell. Mol. Life Sci. 72:307–326, 2015.
Chenouard, N., et al. Objective comparison of particle tracking methods. Nat. Methods 11:281–289, 2014.
dos Meyer Santos, S., U. Klinkhardt, R. Schneppenheim, and S. Harder. Using ImageJ for the quantitative analysis of flow-based adhesion assays in real-time under physiologic flow conditions. Platelets 21:60–66, 2010.
Gelles, J., B. J. Schnapp, and M. P. Sheetz. Tracking kinesin-driven movements with nanometre-scale precision. Nature 331:450–453, 1988.
Ghosh, R. N., and W. W. Webb. Automated detection and tracking of individual and clustered cell surface low density lipoprotein receptor molecules. Biophys. J. 66:1301–1318, 1994.
Ikeda, Y., M. Handa, K. Kawano, T. Kamata, M. Murata, Y. Araki, H. Anbo, Y. Kawai, K. Watanabe, and I. Itagaki. The role of von Willebrand factor and fibrinogen in platelet aggregation under varying shear stress. J. Clin. Invest. 87:1234–1240, 1991.
Jackson, S. P. The growing complexity of platelet aggregation. Blood 109:5087–5095, 2007.
Kent, N. J., L. Basabe-Desmonts, G. Meade, B. D. MacCraith, B. G. Corcoran, D. Kenny, and A. J. Ricco. Microfluidic device to study arterial shear-mediated platelet-surface interactions in whole blood: reduced sample volumes and well-characterised protein surfaces. Biomed. Microdevices 12:987–1000, 2010.
Kroll, M. H., J. D. Hellums, L. V. McIntire, I. A. Schafer, and J. L. Moake. Platelets and shear stress. Blood 88:1525–1541, 1996.
Kulkarni, S., S. M. Dopheide, C. L. Yap, C. Ravanat, M. Freund, P. Mangin, K. A. Heel, A. Street, I. S. Harper, F. Lanza, and S. P. Jackson. A revised model of platelet aggregation. J. Clin. Invest. 105:783–791, 2000.
Lincoln, B., A. J. Ricco, N. J. Kent, L. Basabe-Desmonts, L. P. Lee, B. D. MacCraith, D. Kenny, and G. Meade. Integrated system investigating shear-mediated platelet interactions with von Willebrand factor using microliters of whole blood. Anal. Biochem. 405:174–183, 2010.
Lopez-Alonso, A., B. Jose, M. Somers, K. Egan, D. P. Foley, A. J. Ricco, S. Ramström, L. Basabe-Desmonts, and D. Kenny. Individual platelet adhesion assay: measuring platelet function and antiplatelet therapies in whole blood via digital quantification of cell adhesion. Anal. Chem. 85:6497–6504, 2013.
Mazzucato, M., M. R. Cozzi, P. Pradella, Z. M. Ruggeri, and L. De Marco. Distinct roles of ADP receptors in von Willebrand factor-mediated platelet signaling and activation under high flow. Blood 104:3221–3227, 2004.
Otsu, N. A threshold selection method from gray-level histograms. IEEE Trans. Syst. Man. Cybern. 9:62–66, 1979.
Perl, A., D. N. Reinhoudt, and J. Huskens. Microcontact printing: limitations and achievements. Adv. Mater. 21:2257–2268, 2009.
R Development Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL http://www.R-project.org/. R Found. Stat. Comput. Vienna, Austria., 2012.
Radmacher, M., M. Fritz, C. M. Kacher, J. P. Cleveland, and P. K. Hansma. Measuring the viscoelastic properties of human platelets with the atomic force microscope. Biophys. J. 70:556–567, 1996.
Ruggeri, Z. M. Platelets in atherothrombosis. Nat. Med. 8:1227–1234, 2002.
Ruhnau, P., C. Guetter, T. Putze, and C. Schnörr. A variational approach for particle tracking velocimetry. Meas. Sci. Technol. 16:1449–1458, 2005.
Savage, B., F. Almus-Jacobs, and Z. M. Ruggeri. Specific synergy of multiple substrate-receptor interactions in platelet thrombus formation under flow. Cell 94:657–666, 1998.
Savage, B., E. Saldívar, and Z. M. Ruggeri. Initiation of platelet adhesion by arrest onto fibrinogen or translocation on von Willebrand factor. Cell 84:289–297, 1996.
Saxton, M. J., and K. Jacobson. Single-particle tracking: applications to membrane dynamics. Annu. Rev. Biophys. Biomol. Struct. 26:373–399, 1997.
Wickham, H. ggplot2: Elegant Graphics for Data Analysis. New York: Springer, 2009.
Work, S. S., and D. M. Warshaw. Computer-assisted tracking of actin filament motility. Anal. Biochem. 202:275–285, 1992.
Acknowledgments
This material is based upon work supported by Science Foundation Ireland under Grant No.10/CE/B1821.
Conflict of Interest
A Ralph, M. Somers, J. Cowman, B. Voisin, E. Hogan, H. Dunne, E. Dunne, B. Byrne, N. Kent, A. Ricco, D. Kenny, and S. Wong declare that they have no conflict of interest.
Statement of Human Studies
This study was approved by the Medical Research Ethics Committee of the Royal College of Surgeons in Ireland and complied with the Declaration of Helsinki.
Statement of Animal Studies
No animal studies were carried out by the authors for this article.
Author information
Authors and Affiliations
Corresponding author
Additional information
Associate Editors Baruch Barry Lieber and Ajit P. Yoganathan oversaw the review of this article.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Ralph, A., Somers, M., Cowman, J. et al. Computational Tracking of Shear-Mediated Platelet Interactions with von Willebrand Factor. Cardiovasc Eng Tech 7, 389–405 (2016). https://doi.org/10.1007/s13239-016-0282-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13239-016-0282-x