Computational model for nanocarrier binding to endothelium validated using in vivo, in vitro, and atomic force microscopy experiments.
A computational methodology based on Metropolis Monte Carlo (MC) and the weighted histogram analysis method (WHAM) has been developed to calculate the absolute binding free energy between functionalized nanocarriers (NC) and endothelial cell (EC) surfaces. The calculated NC binding free energy landscapes yield binding affinities that agree quantitatively when directly compared against analogous measurements of specific antibody-coated NCs (100 nm in diameter) to intracellular adhesion molecule-1 (ICAM-1) expressing EC surface in in vitro cell-culture experiments. The effect of antibody surface coverage (σ(s)) of NC on binding simulations reveals a threshold σ(s) value below which the NC binding affinities reduce drastically and drop lower than that of single anti-ICAM-1 molecule to ICAM-1. The model suggests that the dominant effect of changing σ(s) around the threshold is through a change in multivalent interactions; however, the loss in translational and rotational entropies are also important. Consideration of shear flow and glycocalyx does not alter the computed threshold of antibody surface coverage. The computed trend describing the effect of σ(s) on NC binding agrees remarkably well with experimental results of in vivo targeting of the anti-ICAM-1 coated NCs to pulmonary endothelium in mice. Model results are further validated through close agreement between computed NC rupture-force distribution and measured values in atomic force microscopy (AFM) experiments. The three-way quantitative agreement with AFM, in vitro (cell-culture), and in vivo experiments establishes the mechanical, thermodynamic, and physiological consistency of our model. Hence, our computational protocol represents a quantitative and predictive approach for model-driven design and optimization of functionalized nanocarriers in targeted vascular drug delivery.
Liu
Jin
J
Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA.
Weller
Gregory E R
GE
Zern
Blaine
B
Ayyaswamy
Portonovo S
PS
Eckmann
David M
DM
Muzykantov
Vladimir R
VR
Radhakrishnan
Ravi
R
D000818:Animals; D000906:Antibodies / Q000008:administration & dosage / Q000378:metabolism; D055592:Biophysical Phenomena; D004337:Drug Carriers / Q000378:metabolism*; D016503:Drug Delivery Systems; D042783:Endothelial Cells / Q000378:metabolism*; D005260:Female; D019276:Glycocalyx / Q000378:metabolism; D066298:In Vitro Techniques; D018799:Intercellular Adhesion Molecule-1 / Q000276:immunology / Q000378:metabolism; D008168:Lung / Q000098:blood supply / Q000378:metabolism; D051379:Mice; D008810:Mice, Inbred C57BL; D018625:Microscopy, Atomic Force; D008954:Models, Biological; D009010:Monte Carlo Method; D054118:Nanospheres; D013816:Thermodynamics
D000906:Antibodies; D004337:Drug Carriers; D018799:Intercellular Adhesion Molecule-1
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