TY - JOUR
T1 - Multiscale modeling and uncertainty quantification in nanoparticle-mediated drug/gene delivery
AU - Li, Ying
AU - Stroberg, Wylie
AU - Lee, Tae Rin
AU - Kim, Han Sung
AU - Man, Han
AU - Ho, Dean
AU - Decuzzi, Paolo
AU - Liu, Wing Kam
N1 - Funding Information:
W.K.L. acknowledges the support by NSF. This research used resources of the QUEST cluster at Northwestern University and the Argonne Leadership Computing Facility at Argonne National Laboratory, which is supported by the Office of Science of the U.S. Department of Energy under contract DE-AC02-06CH11357. P.D. acknowledges the partial support by the Cancer Prevention Research Institute of Texas (CPRIT RP110262) and the USA National Cancer Institute (U54CA143837 and U54CA151668). Y.L. acknowledges the financial support provided by Ryan Fellowship and Royal E. Cabell Terminal Year Fellowship at Northwestern University, and the helpful discussions with Prof. Igal Szleifer, Dr. Rikkert Nap and Liangliang Hao.
PY - 2014/3
Y1 - 2014/3
N2 - Nanoparticle (NP)-mediated drug/gene delivery involves phenomena at broad range spatial and temporal scales. The interplay between these phenomena makes the NP-mediated drug/gene delivery process very complex. In this paper, we have identified four key steps in the NPmediated drug/gene delivery: (i) design and synthesis of delivery vehicle/platform; (ii) microcirculation of drug carriers (NPs) in the blood flow; (iii) adhesion of NPs to vessel wall during the microcirculation and (iv) endocytosis and exocytosis of NPs. To elucidate the underlying physical mechanisms behind these four key steps, we have developed a multiscale computational framework, by combining all-atomistic simulation, coarse-grained molecular dynamics and the immersed molecular electrokinetic finite element method (IMEFEM). The multiscale computational framework has been demonstrated to successfully capture the binding between nanodiamond, polyethylenimine and small inference RNA, margination of NP in the microcirculation, adhesion of NP to vessel wall under shear flow, as well as the receptor-mediated endocytosis of NPs. Moreover, the uncertainties in the microcirculation of NPs has also been quantified through IMEFEM with a Bayesian updating algorithm. The paper ends with a critical discussion of future opportunities and key challenges in the multiscale modeling of NPmediated drug/gene delivery. The present multiscale modeling framework can help us to optimize and design more efficient drug carriers in the future.
AB - Nanoparticle (NP)-mediated drug/gene delivery involves phenomena at broad range spatial and temporal scales. The interplay between these phenomena makes the NP-mediated drug/gene delivery process very complex. In this paper, we have identified four key steps in the NPmediated drug/gene delivery: (i) design and synthesis of delivery vehicle/platform; (ii) microcirculation of drug carriers (NPs) in the blood flow; (iii) adhesion of NPs to vessel wall during the microcirculation and (iv) endocytosis and exocytosis of NPs. To elucidate the underlying physical mechanisms behind these four key steps, we have developed a multiscale computational framework, by combining all-atomistic simulation, coarse-grained molecular dynamics and the immersed molecular electrokinetic finite element method (IMEFEM). The multiscale computational framework has been demonstrated to successfully capture the binding between nanodiamond, polyethylenimine and small inference RNA, margination of NP in the microcirculation, adhesion of NP to vessel wall under shear flow, as well as the receptor-mediated endocytosis of NPs. Moreover, the uncertainties in the microcirculation of NPs has also been quantified through IMEFEM with a Bayesian updating algorithm. The paper ends with a critical discussion of future opportunities and key challenges in the multiscale modeling of NPmediated drug/gene delivery. The present multiscale modeling framework can help us to optimize and design more efficient drug carriers in the future.
KW - Coarsegrained molecular dynamics
KW - Drug delivery
KW - Fluid-structure interaction
KW - Immersed molecular electrokinetic finite element
KW - Molecular mean-field theory
KW - Multiscale modeling
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U2 - 10.1007/s00466-013-0953-5
DO - 10.1007/s00466-013-0953-5
M3 - Article
AN - SCOPUS:84898597398
SN - 0178-7675
VL - 53
SP - 511
EP - 537
JO - Computational Mechanics
JF - Computational Mechanics
IS - 3
ER -