1
|
Hossain SS, Johnson MJ, Hughes TJR. A parametric study of the effect of 3D plaque shape on local hemodynamics and implications for plaque instability. Biomech Model Mechanobiol 2024; 23:1209-1227. [PMID: 38532042 PMCID: PMC11341608 DOI: 10.1007/s10237-024-01834-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Accepted: 02/20/2024] [Indexed: 03/28/2024]
Abstract
The vast majority of heart attacks occur when vulnerable plaques rupture, releasing their lipid content into the blood stream leading to thrombus formation and blockage of a coronary artery. Detection of these unstable plaques before they rupture remains a challenge. Hemodynamic features including wall shear stress (WSS) and wall shear stress gradient (WSSG) near the vulnerable plaque and local inflammation are known to affect plaque instability. In this work, a computational workflow has been developed to enable a comprehensive parametric study detailing the effects of 3D plaque shape on local hemodynamics and their implications for plaque instability. Parameterized geometric 3D plaque models are created within a patient-specific coronary artery tree using a NURBS (non-uniform rational B-splines)-based vascular modeling pipeline. Realistic blood flow features are simulated by using a Navier-Stokes solver within an isogeometric finite-element analysis framework. Near wall hemodynamic quantities such as WSS and WSSG are quantified, and vascular distribution of an inflammatory marker (VCAM-1) is estimated. Results show that proximally skewed eccentric plaques have the most vulnerable combination of high WSS and high positive spatial WSSG, and the presence of multiple lesions increases risk of rupture. The computational tool developed in this work, in conjunction with clinical data, -could help identify surrogate markers of plaque instability, potentially leading to a noninvasive clinical procedure for the detection of vulnerable plaques before rupture.
Collapse
Affiliation(s)
- Shaolie S Hossain
- Molecular Cardiology Research Laboratories, The Texas Heart Institute, 6770 Bertner Avenue, Houston, TX, 77030, USA.
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, TX, 78712, USA.
| | - Michael J Johnson
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, TX, 78712, USA
| | - Thomas J R Hughes
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, TX, 78712, USA
| |
Collapse
|
2
|
Goraya SA, Ding S, Miller RC, Arif MK, Kong H, Masud A. Modeling of spatiotemporal dynamics of ligand-coated particle flow in targeted drug delivery processes. Proc Natl Acad Sci U S A 2024; 121:e2314533121. [PMID: 38776373 PMCID: PMC11145262 DOI: 10.1073/pnas.2314533121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 04/18/2024] [Indexed: 05/25/2024] Open
Abstract
Nanoparticles tethered with vasculature-binding epitopes have been used to deliver the drug into injured or diseased tissues via the bloodstream. However, the extent that blood flow dynamics affects nanoparticle retention at the target site after adhesion needs to be better understood. This knowledge gap potentially underlies significantly different therapeutic efficacies between animal models and humans. An experimentally validated mathematical model that accurately simulates the effects of blood flow on nanoparticle adhesion and retention, thus circumventing the limitations of conventional trial-and-error-based drug design in animal models, is lacking. This paper addresses this technical bottleneck and presents an integrated mathematical method that derives heavily from a unique combination of a mechanics-based dispersion model for nanoparticle transport and diffusion in the boundary layers, an asperity model to account for surface roughness of endothelium, and an experimentally calibrated stochastic nanoparticle-cell adhesion model to describe nanoparticle adhesion and subsequent retention at the target site under external flow. PLGA-b-HA nanoparticles tethered with VHSPNKK peptides that specifically bind to vascular cell adhesion molecules on the inflamed vascular wall were investigated. The computational model revealed that larger particles perform better in adhesion and retention at the endothelium for the particle sizes suitable for drug delivery applications and within physiologically relevant shear rates. The computational model corresponded closely to the in vitro experiments which demonstrates the impact that model-based simulations can have on optimizing nanocarriers in vascular microenvironments, thereby substantially reducing in vivo experimentation as well as the development costs.
Collapse
Affiliation(s)
- Shoaib A. Goraya
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL61801
| | - Shengzhe Ding
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL61801
| | - Ryan C. Miller
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL61801
| | - Mariam K. Arif
- Feinberg School of Medicine, Northwestern University, Chicago, IL60611
| | - Hyunjoon Kong
- Department of Chemical and Biomolecular Engineering, University of Illinois Urbana-Champaign, Urbana, IL61801
- Department of Biomedical and Translational Sciences, Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Urbana, IL61801
| | - Arif Masud
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL61801
- Department of Biomedical and Translational Sciences, Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Urbana, IL61801
| |
Collapse
|
3
|
Johnson MJ, Abdelmalik MR, Baidoo FA, Badachhape A, Hughes TJ, Hossain SS. Image-guided subject-specific modeling of glymphatic transport and amyloid deposition. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING 2023; 417:116449. [PMID: 38249440 PMCID: PMC10798618 DOI: 10.1016/j.cma.2023.116449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/23/2024]
Abstract
The glymphatic system is a brain-wide system of perivascular networks that facilitate exchange of cerebrospinal fluid (CSF) and interstitial fluid (ISF) to remove waste products from the brain. A greater understanding of the mechanisms for glymphatic transport may provide insight into how amyloid beta (A β ) and tau agglomerates, key biomarkers for Alzheimer's disease and other neurodegenerative diseases, accumulate and drive disease progression. In this study, we develop an image-guided computational model to describe glymphatic transport and A β deposition throughout the brain. A β transport and deposition are modeled using an advection-diffusion equation coupled with an irreversible amyloid accumulation (damage) model. We use immersed isogeometric analysis, stabilized using the streamline upwind Petrov-Galerkin (SUPG) method, where the transport model is constructed using parameters inferred from brain imaging data resulting in a subject-specific model that accounts for anatomical geometry and heterogeneous material properties. Both short-term (30-min) and long-term (12-month) 3D simulations of soluble amyloid transport within a mouse brain model were constructed from diffusion weighted magnetic resonance imaging (DW-MRI) data. In addition to matching short-term patterns of tracer deposition, we found that transport parameters such as CSF flow velocity play a large role in amyloid plaque deposition. The computational tools developed in this work will facilitate investigation of various hypotheses related to glymphatic transport and fundamentally advance our understanding of its role in neurodegeneration, which is crucial for the development of preventive and therapeutic interventions.
Collapse
Affiliation(s)
- Michael J. Johnson
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, Texas 78712, USA
| | - Michael R.A. Abdelmalik
- Department of Mechanical Engineering, Eindhoven University of Technology, Gemini, Building number 15, Groene Loper, 5612 AE Eindhoven, The Netherlands
| | - Frimpong A. Baidoo
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, Texas 78712, USA
| | - Andrew Badachhape
- Department of Radiology, Baylor College of Medicine, 701 Fannin Street, Suite 47, Houston, Texas 77030, USA
| | - Thomas J.R. Hughes
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, Texas 78712, USA
| | - Shaolie S. Hossain
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 E. 24th St, Austin, Texas 78712, USA
- Molecular Cardiology Research Laboratories, The Texas Heart Institute, 6770 Bertner Avenue, Houston, Texas 77030, USA
| |
Collapse
|
4
|
Horn JD, Starosolski Z, Johnson MJ, Meoded A, Hossain SS. A Novel Method for Improving the Accuracy of MR-derived Patient-specific Vascular Models using X-ray Angiography. ENGINEERING WITH COMPUTERS 2022; 38:3879-3891. [PMID: 39155891 PMCID: PMC11329233 DOI: 10.1007/s00366-022-01685-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Accepted: 05/27/2022] [Indexed: 08/20/2024]
Abstract
MR imaging, a noninvasive radiation-free imaging modality commonly used during clinical follow up, has been widely utilized to reconstruct realistic 3D vascular models for patient-specific analysis. In recent work, we used patient-specific hemodynamic analysis of the circle of Willis to noninvasively assess stroke risk in pediatric Moyamoya disease (MMD)-a progressive steno-occlusive cerebrovascular disorder that leads to recurrent stroke. The objective was to identify vascular regions with critically high wall shear rate (WSR) that signifies elevated stroke risk. However, sources of error such as insufficient resolution of MR images can negatively impact vascular model accuracy, especially in areas of severe pathological narrowing, and thus diminish clinical relevance of simulation results, as local hemodynamics are sensitive to vessel geometry. To improve the accuracy of MR-derived vascular models, we have developed a novel method for adjusting model vessel geometry utilizing 2D X-ray angiography (XA), which is considered the gold standard for clinically assessing vessel caliber. In this workflow, "virtual angiographies" (VAs) of 3D MR-derived vascular models are conducted, producing 2D projections that are compared with corresponding XA images to guide the local adjustment of modeled vessels. This VA-comparison-adjustment loop is iterated until the two agree, as confirmed by an expert neuroradiologist. Using this method, we generated models of the circle of Willis of two patients with a history of unilateral stroke. Blood flow simulations were performed using a Navier-Stokes solver within an isogeometric analysis framework, and WSR distributions were quantified. Results for one patient show as much as 45% underestimation of local WSR in the stenotic left anterior cerebral artery (LACA), and up to a 56% underestimation in the right anterior cerebral artery when using the initial MR-derived model compared to the XA-adjusted model. To evaluate whether XA-based adjustment improves model accuracy, vessel cross-sectional areas of the pre- and post-adjustment models were compared to those seen in 3D CTA images of the same patient. CTA has superior resolution and signal-to-noise ratio compared to MR imaging but is not commonly used in the clinic due to radiation exposure concerns, especially in pediatric patients. While the vessels in the initial model had normalized root mean squared deviations (NRMSDs) ranging from 26% to 182% and 31% to 69% in two patients with respect to CTA, the adjusted vessel NRMSDs were comparatively smaller (32% to 53% and 11% to 42%). In the mildly stenotic LACA of patient 1, the NRMSDs for the pre- and post-adjusted models were 49% and 32%, respectively. These findings suggest that our XA-based adjustment method can considerably improve the accuracy of vascular models, and thus, stroke-risk prediction. An accurate, individualized assessment of stroke risk would be of substantial help in guiding the timing of preventive surgical interventions in pediatric MMD patients.
Collapse
Affiliation(s)
- John D. Horn
- Molecular Cardiology Research Laboratory, Texas Heart Institute, Houston, TX, USA
| | - Zbigniew Starosolski
- Department of Radiology, Texas Children’s Hospital, Houston, TX, USA
- Department of Radiology, Baylor College of Medicine, Houston, TX, USA
| | - Michael J. Johnson
- Oden Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA
| | - Avner Meoded
- Department of Radiology, Texas Children’s Hospital, Houston, TX, USA
- Department of Radiology, Baylor College of Medicine, Houston, TX, USA
| | - Shaolie S. Hossain
- Molecular Cardiology Research Laboratory, Texas Heart Institute, Houston, TX, USA
- Oden Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
5
|
Shamloo A, Boroumand A, Ebrahimi S, Kalantarnia F, Maleki S, Moradi H. Modeling of an Ultrasound System in Targeted Drug Delivery to Abdominal Aortic Aneurysm: A Patient-Specific in Silico Study Based on Ligand-Receptor Binding. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2022; 69:967-974. [PMID: 34958631 DOI: 10.1109/tuffc.2021.3138868] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Targeted drug delivery methods have shown a significant impact on enhancing drug delivery efficiency and reducing drug side effects. While various stimuli have been used to promote the drug delivery process, applying ultrasound (US) waves to control drug particles through the human body, noninvasively, has drawn the scientist's attention. However, microcarriers delivery reaches the aneurysmal artery by US waves that exert volumetric forces on blood, and drug carriers, which can therefore affect blood flow patterns and movement pathways of drug carriers, have not yet been studied. In this study, we developed a 3-D patient-specific model of abdominal aortic aneurysm (AAA) to evaluate the effect of US waves in enhancing the drug-containing microbubbles (MBs) adhered on the AAA lumen through ligand-receptor binding. Thus, a focused US (FUS) transducer with a resonance frequency of ~1.1 MHz was added to the geometry. Then, the surface density of MBs (SDM) adhered on the AAA lumen was calculated at peak acoustic pressure of ~1.1, ~2.2, and ~4.3 MPa. Results indicated that increasing the US pressure had a significant impact on improving the MBs adhered to the intended wall, whereby US waves with the maximum pressure of ~4.3 MPa could enhance ~1- [Formula: see text] MBs adhesion ~98% relative to not using the waves. While US waves have the advantage of more SDM adhered to the whole artery wall, they adversely affect the SDM adhered on the critical wall of the abdominal aorta. Furthermore, when the US strength goes up, a reduction occurs in the SDM adhered. This reduction is higher for smaller MBs, which is the mentioned MBs' size and US strength reduced SDM adhesion by about ~50% relative to systemic injection. Therefore, it can be concluded that drug delivery using the US field increases the SDM adhered to the whole AAA wall and decreases the SDM adhered to the critical wall of AAA.
Collapse
|
6
|
Hossain SS, Starosolski Z, Sanders T, Johnson MJ, Wu MCH, Hsu MC, Milewicz DM, Annapragada A. Image-based patient-specific flow simulations are consistent with stroke in pediatric cerebrovascular disease. Biomech Model Mechanobiol 2021; 20:2071-2084. [PMID: 34283347 PMCID: PMC8666092 DOI: 10.1007/s10237-021-01495-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 07/09/2021] [Indexed: 10/20/2022]
Abstract
Moyamoya disease (MMD) is characterized by narrowing of the distal internal carotid artery and the circle of Willis (CoW) and leads to recurring ischemic and hemorrhagic stroke. A retrospective review of data from 50 pediatric MMD patients revealed that among the 24 who had a unilateral stroke and were surgically treated, 11 (45.8%) had a subsequent, contralateral stroke. There is no reliable way to predict these events. After a pilot study in Acta-/- mice that have features of MMD, we hypothesized that local hemodynamics are predictive of contralateral strokes and sought to develop a patient-specific analysis framework to noninvasively assess this stroke risk. A pediatric MMD patient with an occlusion in the right middle cerebral artery and a right-sided stroke, who was surgically treated and then had a contralateral stroke, was selected for analysis. By using an unsteady Navier-Stokes solver within an isogeometric analysis framework, blood flow was simulated in the CoW model reconstructed from the patient's postoperative imaging data, and the results were compared with those from an age- and sex-matched control subject. A wall shear rate (WSR) > 60,000 s-1 (about 12 × higher than the coagulation threshold of 5000 s-1 and 9 × higher than control) was measured in the terminal left supraclinoid artery; its location coincided with that of the subsequent postsurgical left-sided stroke. A parametric study of disease progression revealed a strong correlation between the degree of vascular morphology altered by MMD and local hemodynamic environment. The results suggest that an occlusion in the CoW could lead to excessive contralateral WSRs, resulting in thromboembolic ischemic events, and that WSR could be a predictor of future stroke.
Collapse
Affiliation(s)
- Shaolie S Hossain
- Molecular Cardiology Research Laboratory, Texas Heart Institute, 6770 Bertner Avenue, Houston, TX, 77030, USA.
- Oden Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA.
| | - Zbigniew Starosolski
- Translational Imaging Group, Texas Children's Hospital, Houston, TX, USA
- Department of Radiology, Baylor College of Medicine, Houston, TX, USA
| | - Travis Sanders
- Oden Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA
| | - Michael J Johnson
- Oden Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA
| | - Michael C H Wu
- Department of Mechanical Engineering, Iowa State University, Ames, IA, USA
| | - Ming-Chen Hsu
- Department of Mechanical Engineering, Iowa State University, Ames, IA, USA
| | - Dianna M Milewicz
- Department of Internal Medicine, McGovern Medical School, University of Texas Health Science Center Houston, Houston, TX, USA
| | - Ananth Annapragada
- Translational Imaging Group, Texas Children's Hospital, Houston, TX, USA
- Department of Radiology, Baylor College of Medicine, Houston, TX, USA
| |
Collapse
|
7
|
Forouzandehmehr M, Koivumäki JT, Hyttinen J, Paci M. A mathematical model of hiPSC cardiomyocytes electromechanics. Physiol Rep 2021; 9:e15124. [PMID: 34825519 PMCID: PMC8617339 DOI: 10.14814/phy2.15124] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 10/18/2021] [Accepted: 11/02/2021] [Indexed: 01/21/2023] Open
Abstract
Human induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs) are becoming instrumental in cardiac research, human-based cell level cardiotoxicity tests, and developing patient-specific care. As one of the principal functional readouts is contractility, we propose a novel electromechanical hiPSC-CM computational model named the hiPSC-CM-CE. This model comprises a reparametrized version of contractile element (CE) by Rice et al., 2008, with a new passive force formulation, integrated into a hiPSC-CM electrophysiology formalism by Paci et al. in 2020. Our simulated results were validated against in vitro data reported for hiPSC-CMs at matching conditions from different labs. Specifically, key action potential (AP) and calcium transient (CaT) biomarkers simulated by the hiPSC-CM-CE model were within the experimental ranges. On the mechanical side, simulated cell shortening, contraction-relaxation kinetic indices (RT50 and RT25 ), and the amplitude of tension fell within the experimental intervals. Markedly, as an inter-scale analysis, correct classification of the inotropic effects due to non-cardiomyocytes in hiPSC-CM tissues was predicted on account of the passive force expression introduced to the CE. Finally, the physiological inotropic effects caused by Verapamil and Bay-K 8644 and the aftercontractions due to the early afterdepolarizations (EADs) were simulated and validated against experimental data. In the future, the presented model can be readily expanded to take in pharmacological trials and genetic mutations, such as those involved in hypertrophic cardiomyopathy, and study arrhythmia trigger mechanisms.
Collapse
Affiliation(s)
| | - Jussi T. Koivumäki
- Faculty of Medicine and Health TechnologyTampere UniversityTampereFinland
| | - Jari Hyttinen
- Faculty of Medicine and Health TechnologyTampere UniversityTampereFinland
| | - Michelangelo Paci
- Faculty of Medicine and Health TechnologyTampere UniversityTampereFinland
| |
Collapse
|
8
|
Ebrahimi S, Vatani P, Amani A, Shamloo A. Drug delivery performance of nanocarriers based on adhesion and interaction for abdominal aortic aneurysm treatment. Int J Pharm 2020; 594:120153. [PMID: 33301866 DOI: 10.1016/j.ijpharm.2020.120153] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Revised: 12/03/2020] [Accepted: 12/03/2020] [Indexed: 10/22/2022]
Abstract
Targeted drug delivery using nanocarriers (NCs) is one of the novel techniques that has recently been used to improve drug delivery to the Abdominal aortic aneurysm (AAA) disease. The purpose of this study is to evaluate the surface density of NCs (SDNC) adhered via ligand-receptor binding to the inner wall of AAA. For this purpose, fluid-structure interaction (FSI) analysis was first performed for the patient-specific and ideal AAA models. Then, by injecting NCs into the aortic artery, the values of SDNC adhered to and interacted with AAA wall were obtained. Two types of NCs, liposomes, and solid particles in four different diameters, were used to investigate the effect of the diameter and the type of NCs on the drug delivery. Additionally, the effect of the number of the injected NCs to the artery on the values of SDNC adhered to and interacted with AAA wall was investigated. The simulation results showed that the interaction and adhesion values of SDNC for Liposome nanoparticles were higher than the ones for the solid particles. Furthermore, as the diameter of NCs increases, the values of SDNC adhered to AAA wall increase, but the values of SDNC interacted with the inner wall of AAA decrease. In the low number of inserted NCs in the artery (1000 NCs), the interaction and adhesion values of SDNC were very slight, and by increasing the number of NCs inserted into the artery, the drug delivery was improved. By examining different AAA models, it was found that the complexity of the shape of AAA has a minor effect on the pattern of increase or decrease of the values of SDNC adhered to and interacted with AAA wall.This study's findings can improve the understanding of NCs design and propose the appropriate amount of their injection into various AAA models.
Collapse
Affiliation(s)
- Sina Ebrahimi
- School of Mechanical Engineering, Sharif University of Technology, Tehran, Iran
| | - Pouyan Vatani
- School of Mechanical Engineering, Sharif University of Technology, Tehran, Iran
| | - Ali Amani
- School of Mechanical Engineering, Sharif University of Technology, Tehran, Iran
| | - Amir Shamloo
- School of Mechanical Engineering, Sharif University of Technology, Tehran, Iran.
| |
Collapse
|
9
|
Di Francesco V, Gurgone D, Palomba R, Ferreira MFM, Catelani T, Cervadoro A, Maffia P, Decuzzi P. Modulating Lipoprotein Transcellular Transport and Atherosclerotic Plaque Formation in ApoE -/- Mice via Nanoformulated Lipid-Methotrexate Conjugates. ACS APPLIED MATERIALS & INTERFACES 2020; 12:37943-37956. [PMID: 32805983 PMCID: PMC7453397 DOI: 10.1021/acsami.0c12202] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 07/28/2020] [Indexed: 05/02/2023]
Abstract
Macrophage inflammation and maturation into foam cells, following the engulfment of oxidized low-density lipoproteins (oxLDL), are major hallmarks in the onset and progression of atherosclerosis. Yet, chronic treatments with anti-inflammatory agents, such as methotrexate (MTX), failed to modulate disease progression, possibly for the limited drug bioavailability and plaque deposition. Here, MTX-lipid conjugates, based on 1,2-distearoyl-sn-glycero-3-phosphoethanolamine (DSPE), were integrated in the structure of spherical polymeric nanoparticles (MTX-SPNs) or intercalated in the lipid bilayer of liposomes (MTX-LIP). Although, both nanoparticles were colloidally stable with an average diameter of ∼200 nm, MTX-LIP exhibited a higher encapsulation efficiency (>70%) and slower release rate (∼50% at 10 h) compared to MTX-SPN. In primary bone marrow derived macrophages (BMDMs), MTX-LIP modulated the transcellular transport of oxLDL more efficiently than free MTX mostly by inducing a 2-fold overexpression of ABCA1 (regulating oxLDL efflux), while the effect on CD36 and SRA-1 (regulating oxLDL influx) was minimal. Furthermore, in BMDMs, MTX-LIP showed a stronger anti-inflammatory activity than free MTX, reducing the expression of IL-1β by 3-fold, IL-6 by 2-fold, and also moderately of TNF-α. In 28 days high-fat-diet-fed apoE-/- mice, MTX-LIP reduced the mean plaque area by 2-fold and the hematic amounts of RANTES by half as compared to free MTX. These results would suggest that the nanoenhanced delivery to vascular plaques of the anti-inflammatory DSPE-MTX conjugate could effectively modulate the disease progression by halting monocytes' maturation and recruitment already at the onset of atherosclerosis.
Collapse
Affiliation(s)
- Valentina Di Francesco
- Laboratory
of Nanotechnology for Precision Medicine, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
- Department
of Informatics, Bioengineering, Robotics and System Engineering, University of Genoa, Via Opera Pia, 13, 16145 Genoa, Italy
| | - Danila Gurgone
- Centre
for Immunobiology, Institute of Infection, Immunity and Inflammation,
College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8TA, United Kingdom
- Department
of Pharmacy, University of Naples Federico
II, Naples 80131, Italy
| | - Roberto Palomba
- Laboratory
of Nanotechnology for Precision Medicine, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | | | - Tiziano Catelani
- Electron
Microscopy Facility, Istituto Italiano di
Tecnologia, via Morego
30, Genova 16163, Italy
| | - Antonio Cervadoro
- Laboratory
of Nanotechnology for Precision Medicine, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - Pasquale Maffia
- Centre
for Immunobiology, Institute of Infection, Immunity and Inflammation,
College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8TA, United Kingdom
- Department
of Pharmacy, University of Naples Federico
II, Naples 80131, Italy
- Institute
of Cardiovascular and Medical Sciences, College of Medical, Veterinary
and Life Sciences, University of Glasgow, Glasgow G12 8TA, United Kingdom
| | - Paolo Decuzzi
- Laboratory
of Nanotechnology for Precision Medicine, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| |
Collapse
|
10
|
Personalised deposition maps for micro- and nanoparticles targeting an atherosclerotic plaque: attributions to the receptor-mediated adsorption on the inflamed endothelial cells. Biomech Model Mechanobiol 2019; 18:813-828. [DOI: 10.1007/s10237-018-01116-y] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2018] [Accepted: 12/29/2018] [Indexed: 01/25/2023]
|
11
|
Gomez-Garcia MJ, Doiron AL, Steele RRM, Labouta HI, Vafadar B, Shepherd RD, Gates ID, Cramb DT, Childs SJ, Rinker KD. Nanoparticle localization in blood vessels: dependence on fluid shear stress, flow disturbances, and flow-induced changes in endothelial physiology. NANOSCALE 2018; 10:15249-15261. [PMID: 30066709 DOI: 10.1039/c8nr03440k] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Nanoparticles in the bloodstream are subjected to complex fluid forces as they move through the curves and branches of healthy or tumor vasculature. While nanoparticles are known to preferentially accumulate in angiogenic vessels, little is known about the flow conditions in these vessels and how these conditions may influence localization. Here, we report a methodology which combines confocal imaging of nanoparticle-injected transgenic zebrafish embryos, 3D modeling of the vasculature, particle mapping, and computational fluid dynamics, to quantitatively assess the effects of fluid forces on nanoparticle distribution in vivo. Six-fold lower accumulation was found in zebrafish arteries compared to the lower velocity veins. Nanoparticle localization varied inversely with shear stress. Highest accumulation was present in regions of disturbed flow found at branch points and curvatures in the vasculature. To further investigate cell-particle association under flow, human endothelial cells were exposed to nanoparticles under hemodynamic conditions typically found in human vessels. Physiological adaptations of endothelial cells to 20 hours of flow enhanced nanoparticle accumulation in regions of disturbed flow. Overall our results suggest that fluid shear stress magnitude, flow disturbances, and flow-induced changes in endothelial physiology modulate nanoparticle localization in angiogenic vessels.
Collapse
|
12
|
Joshi S, Cooke JRN, Chan DKW, Ellis JA, Hossain SS, Singh-Moon RP, Wang M, Bigio IJ, Bruce JN, Straubinger RM. Liposome size and charge optimization for intraarterial delivery to gliomas. Drug Deliv Transl Res 2018; 6:225-33. [PMID: 27091339 DOI: 10.1007/s13346-016-0294-y] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Nanoparticles such as liposomes may be used as drug delivery vehicles for brain tumor therapy. Particle geometry and electrostatic properties have been hypothesized to be important determinants of effective tumor targeting after intraarterial injection. In this study, we investigate the combined roles of liposome size and surface charge on the effectiveness of delivery to gliomas after intraarterial injection. Intracarotid injection of liposomes was performed in separate cohorts of both healthy and C6 glioma-bearing Sprague Dawley rats after induction of transient cerebral hypoperfusion. Large (200 nm) and small (60-80 nm) fluorescent dye-loaded liposomes that were either cationic or neutral in surface charge were utilized. Delivery effectiveness was quantitatively measured both with real-time, in vivo and postmortem diffuse reflectance spectroscopy. Semi-quantitative multispectral fluorescence imaging was also utilized to assess the pattern and extent of liposome targeting within tumors. Large cationic liposomes demonstrated the most effective hemispheric and glioma targeting of all the liposomes tested. Selective large cationic liposome retention at the site of glioma growth was observed. The liposome deposition pattern within tumors after intraarterial injection was variable with both core penetration and peripheral deposition observed in specific tumors. This study provides evidence that liposome size and charge are important determinants of effective brain and glioma targeting after intraarterial injection. Our results support the future development of 200-nm cationic liposomal formulations of candidate intraarterial anti-glioma agents for further pre-clinical testing.
Collapse
Affiliation(s)
- Shailendra Joshi
- Department of Anesthesiology, Columbia University Medical Center, 630 West 168th Street, P&S Box 46, New York, NY, 10032, USA.
| | - Johann R N Cooke
- Department of Anesthesiology, Columbia University Medical Center, 630 West 168th Street, P&S Box 46, New York, NY, 10032, USA
| | - Darren K W Chan
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, USA
| | - Jason A Ellis
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY, USA
| | - Shaolie S Hossain
- Department of Molecular Cardiology, Texas Heart Institute, Houston, TX, USA.,Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA
| | | | - Mei Wang
- Department of Anesthesiology, Columbia University Medical Center, 630 West 168th Street, P&S Box 46, New York, NY, 10032, USA
| | - Irving J Bigio
- Department of Electrical Engineering and Biomedical Engineering, Boston University, Boston, MA, USA
| | - Jeffrey N Bruce
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY, USA
| | - Robert M Straubinger
- Department of Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, USA.,Department of Pharmacology and Therapeutics, Roswell Park Cancer Institute, Buffalo, NY, USA
| |
Collapse
|
13
|
Abstract
Intra-arterial (IA) drug delivery has been proposed for the treatment of a wide range of brain diseases, including malignant brain tumors. However, pharmacokinetic optimization for IA drug delivery to the brain remains a challenge. In this report, we apply and expand the well-established Dedrick model of IA drug delivery to the brain and test the effects of modifying drug and delivery parameters. These simulations show that altering the properties of candidate drugs and physiological variables can have profound effects on regional deposition after IA injections. We show that drug and physiological optimization aimed at rapid drug extraction and sustained retention is necessary to maximize regional deposition after of IA injections.
Collapse
|
14
|
Stigliano C, Ramirez MR, Singh JV, Aryal S, Key J, Blanco E, Decuzzi P. Methotraxate-Loaded Hybrid Nanoconstructs Target Vascular Lesions and Inhibit Atherosclerosis Progression in ApoE -/- Mice. Adv Healthc Mater 2017; 6. [PMID: 28402587 DOI: 10.1002/adhm.201601286] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2016] [Revised: 01/23/2017] [Indexed: 01/01/2023]
Abstract
Atherosclerosis is an inflammatory disorder characterized by the progressive thickening of blood vessel walls eventually resulting in acute vascular syndromes. Here, intravenously injectable hybrid nanoconstructs are synthesized for tempering immune cell inflammation locally and systemically. Lipid and polymer chains are nanoprecipitated to form 100 nm spherical polymeric nanoconstructs (SPNs), loaded with methotrexate (MTX) and subsequently labeled with Cu64 and fluorescent probes for combined nuclear/optical imaging. Upon engulfment into macrophages, MTX SPNs intracellularly release their anti-inflammatory cargo significantly lowering the production of proinflammatory cytokine (interleukin 6 and tumor necrosis factor α) already at 0.06 mg mL-1 of MTX. In ApoE-/- mice, fed with high-fat diet up to 17 weeks, nuclear and optical imaging demonstrates specific accumulation of SPNs within lipid-rich plaques along the arterial tree. Histological analyses confirm SPN uptake into macrophages residing within atherosclerotic plaques. A 4-week treatment with biweekly administration of MTX SPNs is sufficient to reduce the plaque burden in ApoE-/- mice by 50%, kept on high-fat diet for 10 weeks. Systemic delivery of MTX to macrophages via multifunctional, hybrid nanoconstructs constitutes an effective strategy to inhibit atherosclerosis progression and induce, potentially, the resorption of vascular lesions.
Collapse
Affiliation(s)
- Cinzia Stigliano
- Department of Translational Imaging & Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
| | - Maricela R. Ramirez
- Department of Translational Imaging & Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
| | - Jaykrishna V. Singh
- Department of Translational Imaging & Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
| | - Santosh Aryal
- Department of Chemistry; Nanotechnology Innovation Center of Kansas State (NICKS); Kansas State University; Manhattan KS 66506 USA
| | - Jaehong Key
- Department of Biomedical Engineering; Yonsei University; Wonju Gangwon-do 220-710 Republic of Korea
| | - Elvin Blanco
- Department of Translational Imaging & Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
| | - Paolo Decuzzi
- Laboratory of Nanotechnology for Precision Medicine; Fondazione Istituto Italiano di Tecnologia; Via Morego 30 Genoa 16163 Italy
| |
Collapse
|
15
|
Nguyen J, Hossain SS, Cooke JRN, Ellis JA, Deci MB, Emala CW, Bruce JN, Bigio IJ, Straubinger RM, Joshi S. Flow arrest intra-arterial delivery of small TAT-decorated and neutral micelles to gliomas. J Neurooncol 2017; 133:77-85. [PMID: 28421460 DOI: 10.1007/s11060-017-2429-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2016] [Accepted: 04/09/2017] [Indexed: 01/03/2023]
Abstract
The cell-penetrating trans-activator of transcription (TAT) is a cationic peptide derived from human immunodeficiency virus-1. It has been used to facilitate macromolecule delivery to various cell types. This cationic peptide is capable of crossing the blood-brain barrier and therefore might be useful for enhancing the delivery of drugs that target brain tumors. Here we test the efficiency with which relatively small (20 nm) micelles can be delivered by an intra-arterial route specifically to gliomas. Utilizing the well-established method of flow-arrest intra-arterial injection we compared the degree of brain tumor deposition of cationic TAT-decorated micelles versus neutral micelles. Our in vivo and post-mortem analyses confirm glioma-specific deposition of both TAT-decorated and neutral micelles. Increased tumor deposition conferred by the positive charge on the TAT-decorated micelles was modest. Computational modeling suggested a decreased relevance of particle charge at the small sizes tested but not for larger particles. We conclude that continued optimization of micelles may represent a viable strategy for targeting brain tumors after intra-arterial injection. Particle size and charge are important to consider during the directed development of nanoparticles for intra-arterial delivery to brain tumors.
Collapse
Affiliation(s)
- Juliane Nguyen
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Shaolie S Hossain
- Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Cardiology, Texas Heart Institute, Houston, TX, USA
| | - Johann R N Cooke
- Department of Anesthesiology, Columbia University Medical Center, New York, NY, USA
| | - Jason A Ellis
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY, USA
| | - Michael B Deci
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Charles W Emala
- Department of Anesthesiology, Columbia University Medical Center, New York, NY, USA
| | - Jeffrey N Bruce
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY, USA
| | - Irving J Bigio
- Department of Electrical Engineering, Boston University, Boston, MA, USA
- Department of Biomedical Engineering, Boston University, Boston, MA, USA
| | - Robert M Straubinger
- Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
- Department of Pharmacology & Therapeutics, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Shailendra Joshi
- Department of Anesthesiology, Columbia University Medical Center, New York, NY, USA.
- Department of Anesthesiology, College of Physicians and Surgeons, Columbia University, 630 West 168th Street, P&S Box 46, New York, NY, 10032, USA.
| |
Collapse
|
16
|
|
17
|
Coclite A, Mollica H, Ranaldo S, Pascazio G, de Tullio MD, Decuzzi P. Predicting different adhesive regimens of circulating particles at blood capillary walls. MICROFLUIDICS AND NANOFLUIDICS 2017; 21:168. [PMID: 32009866 PMCID: PMC6959371 DOI: 10.1007/s10404-017-2003-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Accepted: 10/06/2017] [Indexed: 05/20/2023]
Abstract
A fundamental step in the rational design of vascular targeted particles is the firm adhesion at the blood vessel walls. Here, a combined lattice Boltzmann-immersed boundary model is presented for predicting the near-wall dynamics of circulating particles. A moving least squares algorithm is used to reconstruct the forcing term accounting for the immersed particle, whereas ligand-receptor binding at the particle-wall interface is described via forward and reverse probability distributions. First, it is demonstrated that the model predicts with good accuracy the rolling velocity of tumor cells over an endothelial layer in a microfluidic channel. Then, particle-wall interactions are systematically analyzed in terms of particle geometries (circular, elliptical with aspect ratios 2 and 3), surface ligand densities (0.3, 0.5, 0.7 and 0.9), ligand-receptor bond strengths (1 and 2) and Reynolds numbers (Re = 0.01, 0.1 and 1.0). Depending on these conditions, four different particle-wall interaction regimens are identified, namely not adhering, rolling, sliding and firmly adhering particles. The proposed computational strategy can be efficiently used for predicting the near-wall dynamics of particles with arbitrary geometries and surface properties and represents a fundamental tool in the rational design of particles for the specific delivery of therapeutic and imaging agents.
Collapse
Affiliation(s)
- A. Coclite
- Laboratory of Nanotechnology for Precision Medicine, nPMed, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
- Centro di Eccellenza in Meccanica Computazionale, CEMeC, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
| | - H. Mollica
- Laboratory of Nanotechnology for Precision Medicine, nPMed, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| | - S. Ranaldo
- Centro di Eccellenza in Meccanica Computazionale, CEMeC, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
- Dipartimento di Meccanica, Matematica e Management, DMMM, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
| | - G. Pascazio
- Centro di Eccellenza in Meccanica Computazionale, CEMeC, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
- Dipartimento di Meccanica, Matematica e Management, DMMM, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
| | - M. D. de Tullio
- Centro di Eccellenza in Meccanica Computazionale, CEMeC, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
- Dipartimento di Meccanica, Matematica e Management, DMMM, Politecnico di Bari, Via Re David, 200, 70125 Bari, Italy
| | - P. Decuzzi
- Laboratory of Nanotechnology for Precision Medicine, nPMed, Fondazione Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy
| |
Collapse
|
18
|
Decuzzi P. Facilitating the Clinical Integration of Nanomedicines: The Roles of Theoretical and Computational Scientists. ACS NANO 2016; 10:8133-8. [PMID: 27604416 DOI: 10.1021/acsnano.6b05536] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Since the launch of multiple research initiatives on nanotechnology applied to medicine in the early 2000s, a plethora of nanomedicines have been developed that exhibit great therapeutic efficacy in preclinical models but yet minimal impact in daily clinical practice. The successful and complete clinical fruition of nanomedicines requires addressing three major technical challenges: improving loading efficacy and on-command release, modulating recognition and sequestration by immune cells, and maximizing accumulation at biological targets. In this Perspective, I describe how theoretical and computational models can help address each of these challenges. This armamentarium represents an ideal tool for maximizing the therapeutic efficacy of nanomedicines, thus facilitating their integration into daily clinical operations.
Collapse
Affiliation(s)
- Paolo Decuzzi
- Laboratory of Nanotechnology for Precision Medicine, Fondazione Istituto Italiano di Tecnologia Via Morego 30, Genoa 16163, Italy
| |
Collapse
|
19
|
Nabil M, Zunino P. A computational study of cancer hyperthermia based on vascular magnetic nanoconstructs. ROYAL SOCIETY OPEN SCIENCE 2016; 3:160287. [PMID: 27703693 PMCID: PMC5043312 DOI: 10.1098/rsos.160287] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2016] [Accepted: 08/17/2016] [Indexed: 05/20/2023]
Abstract
The application of hyperthermia to cancer treatment is studied using a novel model arising from the fundamental principles of flow, mass and heat transport in biological tissues. The model is defined at the scale of the tumour microenvironment and an advanced computational scheme called the embedded multiscale method is adopted to solve the governing equations. More precisely, this approach involves modelling capillaries as one-dimensional channels carrying flow, and special mathematical operators are used to model their interaction with the surrounding tissue. The proposed computational scheme is used to analyse hyperthermic treatment of cancer based on systemically injected vascular magnetic nanoconstructs carrying super-paramagnetic iron oxide nanoparticles. An alternating magnetic field is used to excite the nanoconstructs and generate localized heat within the tissue. The proposed model is particularly adequate for this application, since it has a unique capability of incorporating microvasculature configurations based on physiological data combined with coupled capillary flow, interstitial filtration and heat transfer. A virtual tumour model is initialized and the spatio-temporal distribution of nanoconstructs in the vascular network is analysed. In particular, for a reference iron oxide concentration, temperature maps of several different hypothesized treatments are generated in the virtual tumour model. The observations of the current study might in future guide the design of more efficient treatments for cancer hyperthermia.
Collapse
Affiliation(s)
- Mahdi Nabil
- Department of Mechanical and Nuclear Engineering, The Pennsylvania State University, University Park, PA, USA
| | - Paolo Zunino
- Modeling and Scientific Computing (MOX), Department of Mathematics, Politecnico di Milano, Milano, Italy
- Author for correspondence: Paolo Zunino e-mail:
| |
Collapse
|
20
|
Piperigkou Z, Karamanou K, Engin AB, Gialeli C, Docea AO, Vynios DH, Pavão MSG, Golokhvast KS, Shtilman MI, Argiris A, Shishatskaya E, Tsatsakis AM. Emerging aspects of nanotoxicology in health and disease: From agriculture and food sector to cancer therapeutics. Food Chem Toxicol 2016; 91:42-57. [PMID: 26969113 DOI: 10.1016/j.fct.2016.03.003] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Revised: 03/02/2016] [Accepted: 03/03/2016] [Indexed: 02/07/2023]
Abstract
Nanotechnology is an evolving scientific field that has allowed the manufacturing of materials with novel physicochemical and biological properties, offering a wide spectrum of potential applications. Properties of nanoparticles that contribute to their usefulness include their markedly increased surface area in relation to mass, surface reactivity and insolubility, ability to agglomerate or change size in different media and enhanced endurance over conventional-scale substance. Here, we review nanoparticle classification and their emerging applications in several fields; from active food packaging to drug delivery and cancer research. Nanotechnology has exciting therapeutic applications, including novel drug delivery for the treatment of cancer. Additionally, we discuss that exposure to nanostructures incorporated to polymer composites, may result in potential human health risks. Therefore, the knowledge of processes, including absorption, distribution, metabolism and excretion, as well as careful toxicological assessment is critical in order to determine the effects of nanomaterials in humans and other biological systems. Expanding the knowledge of nanoparticle toxicity will facilitate designing of safer nanocomposites and their application in a beneficial manner.
Collapse
Affiliation(s)
- Zoi Piperigkou
- Biochemistry, Biochemical Analysis & Matrix Pathobiology Research Group, Laboratory of Biochemistry, Department of Chemistry, University of Patras, Patras, Greece; Foundation for Research and Technology-Hellas (FORTH), Patras, Greece
| | - Konstantina Karamanou
- Biochemistry, Biochemical Analysis & Matrix Pathobiology Research Group, Laboratory of Biochemistry, Department of Chemistry, University of Patras, Patras, Greece; Laboratório de Bioquímica e Biologia Cellular de Glicoconjugados, Universidade Federal do Rio de Janeiro, Brazil
| | - Ayse Basak Engin
- Gazi University, Faculty of Pharmacy, Department of Toxicology, Hipodrom, Ankara, Turkey
| | - Chrysostomi Gialeli
- Biochemistry, Biochemical Analysis & Matrix Pathobiology Research Group, Laboratory of Biochemistry, Department of Chemistry, University of Patras, Patras, Greece; Lund University, Department of Laboratory Medicine, Malmö University Hospital, Malmö, Sweden
| | - Anca Oana Docea
- Department of Toxicology, University of Medicine and Pharmacy, Faculty of Pharmacy, Craiova, Romania
| | - Demitrios H Vynios
- Biochemistry, Biochemical Analysis & Matrix Pathobiology Research Group, Laboratory of Biochemistry, Department of Chemistry, University of Patras, Patras, Greece
| | - Mauro S G Pavão
- Laboratório de Bioquímica e Biologia Cellular de Glicoconjugados, Universidade Federal do Rio de Janeiro, Brazil
| | - Kirill S Golokhvast
- Scientific Educational Center of Nanotechnology, Far Eastern Federal University, Engineering School, Vladivostok, Russia
| | - Mikhail I Shtilman
- Master School Biomaterials, D.I. Mendeleyev University of Chemical Technology, Moscow, Russia
| | - Athanassios Argiris
- University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | | | - Aristidis M Tsatsakis
- Center of Toxicology Science & Research, Medical School, University of Crete, Heraklion, Crete, Greece; Scientific Educational Center of Nanotechnology, Far Eastern Federal University, Engineering School, Vladivostok, Russia.
| |
Collapse
|
21
|
Hossain SS, Zhang Y, Fu X, Brunner G, Singh J, Hughes TJR, Shah D, Decuzzi P. Magnetic resonance imaging-based computational modelling of blood flow and nanomedicine deposition in patients with peripheral arterial disease. J R Soc Interface 2016; 12:rsif.2015.0001. [PMID: 25878124 DOI: 10.1098/rsif.2015.0001] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Peripheral arterial disease (PAD) is generally attributed to the progressive vascular accumulation of lipoproteins and circulating monocytes in the vessel walls leading to the formation of atherosclerotic plaques. This is known to be regulated by the local vascular geometry, haemodynamics and biophysical conditions. Here, an isogeometric analysis framework is proposed to analyse the blood flow and vascular deposition of circulating nanoparticles (NPs) into the superficial femoral artery (SFA) of a PAD patient. The local geometry of the blood vessel and the haemodynamic conditions are derived from magnetic resonance imaging (MRI), performed at baseline and at 24 months post intervention. A dramatic improvement in blood flow dynamics is observed post intervention. A 500% increase in peak flow rate is measured in vivo as a consequence of luminal enlargement. Furthermore, blood flow simulations reveal a 32% drop in the mean oscillatory shear index, indicating reduced disturbed flow post intervention. The same patient information (vascular geometry and blood flow) is used to predict in silico in a simulation of the vascular deposition of systemically injected nanomedicines. NPs, targeted to inflammatory vascular molecules including VCAM-1, E-selectin and ICAM-1, are predicted to preferentially accumulate near the stenosis in the baseline configuration, with VCAM-1 providing the highest accumulation (approx. 1.33 and 1.50 times higher concentration than that of ICAM-1 and E-selectin, respectively). Such selective deposition of NPs within the stenosis could be effectively used for the detection and treatment of plaques forming in the SFA. The presented MRI-based computational protocol can be used to analyse data from clinical trials to explore possible correlations between haemodynamics and disease progression in PAD patients, and potentially predict disease occurrence as well as the outcome of an intervention.
Collapse
Affiliation(s)
- Shaolie S Hossain
- Department of Translational Imaging, Houston Methodist Hospital Research Institute, Houston, TX, USA Department of Nanomedicine, Houston Methodist Hospital Research Institute, Houston, TX, USA
| | - Yongjie Zhang
- Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Xiaoyi Fu
- Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Gerd Brunner
- Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital Research Institute, Houston, TX, USA Division of Atherosclerosis and Vascular Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Jaykrishna Singh
- Department of Translational Imaging, Houston Methodist Hospital Research Institute, Houston, TX, USA Department of Nanomedicine, Houston Methodist Hospital Research Institute, Houston, TX, USA
| | - Thomas J R Hughes
- Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, TX, USA
| | - Dipan Shah
- Methodist DeBakey Heart and Vascular Center, Houston Methodist Hospital Research Institute, Houston, TX, USA
| | - Paolo Decuzzi
- Department of Translational Imaging, Houston Methodist Hospital Research Institute, Houston, TX, USA Department of Nanomedicine, Houston Methodist Hospital Research Institute, Houston, TX, USA
| |
Collapse
|
22
|
Ellis JA, Banu M, Hossain SS, Singh-Moon R, Lavine SD, Bruce JN, Joshi S. Reassessing the Role of Intra-Arterial Drug Delivery for Glioblastoma Multiforme Treatment. JOURNAL OF DRUG DELIVERY 2015; 2015:405735. [PMID: 26819758 PMCID: PMC4706947 DOI: 10.1155/2015/405735] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/06/2015] [Accepted: 11/16/2015] [Indexed: 12/16/2022]
Abstract
Effective treatment for glioblastoma (GBM) will likely require targeted delivery of several specific pharmacological agents simultaneously. Intra-arterial (IA) delivery is one technique for targeting the tumor site with multiple agents. Although IA chemotherapy for glioblastoma (GBM) has been attempted since the 1950s, the predicted benefits remain unproven in clinical practice. This review focuses on innovative approaches to IA drug delivery in treating GBM. Guided by novel in vitro and in vivo optical measurements, newer pharmacokinetic models promise to better define the complex relationship between background cerebral blood flow and drug injection parameters. Advanced optical technologies and tracers, unique nanoparticles designs, new cellular targets, and rational drug formulations are continuously modifying the therapeutic landscape for GBM. Personalized treatment approaches are emerging; however, such tailored approaches will largely depend on effective drug delivery techniques and on the ability to simultaneously deliver multidrug regimens. These new paradigms for tumor-selective drug delivery herald dramatic improvements in the effectiveness of IA chemotherapy for GBM. Therefore, within this context of so-called "precision medicine," the role of IA delivery for GBM is thoroughly reassessed.
Collapse
Affiliation(s)
- Jason A. Ellis
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY 10032, USA
| | - Matei Banu
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY 10032, USA
| | - Shaolie S. Hossain
- Department of Molecular Cardiology, Texas Heart Institute, Houston, TX 77030, USA
| | - Rajinder Singh-Moon
- School of Engineering and Applied Science, Columbia University, New York, NY 10032, USA
| | - Sean D. Lavine
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY 10032, USA
| | - Jeffrey N. Bruce
- Department of Neurological Surgery, Columbia University Medical Center, New York, NY 10032, USA
| | - Shailendra Joshi
- Department of Anesthesiology, Columbia University Medical Center, New York, NY 10032, USA
| |
Collapse
|
23
|
Sobczynski DJ, Fish MB, Fromen CA, Carasco-Teja M, Coleman RM, Eniola-Adefeso O. Drug carrier interaction with blood: a critical aspect for high-efficient vascular-targeted drug delivery systems. Ther Deliv 2015; 6:915-34. [PMID: 26272334 PMCID: PMC4618056 DOI: 10.4155/tde.15.38] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Vascular wall endothelial cells control several physiological processes and are implicated in many diseases, making them an attractive candidate for drug targeting. Vascular-targeted drug carriers (VTCs) offer potential for reduced side effects and improved therapeutic efficacy, however, only limited therapeutic success has been achieved to date. This is perhaps due to complex interactions of VTCs with blood components, which dictate VTC transport and adhesion to endothelial cells. This review focuses on VTC interaction with blood as well as novel 'bio-inspired' designs to mimic and exploit features of blood in VTC development. Advanced approaches for enhancing VTCs are discussed along with applications in regenerative medicine, an area of massive potential growth and expansion of VTC utility in the near future.
Collapse
Affiliation(s)
- Daniel J Sobczynski
- Department of Chemical Engineering, University of Michigan, Ann Arbor MI, USA 48109
| | - Margaret B Fish
- Department of Chemical Engineering, University of Michigan, Ann Arbor MI, USA 48109
| | - Catherine A Fromen
- Department of Chemical Engineering, University of Michigan, Ann Arbor MI, USA 48109
| | - Mariana Carasco-Teja
- Department of Chemical Engineering, University of Michigan, Ann Arbor MI, USA 48109
| | - Rhima M Coleman
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, USA 48109
| | - Omolola Eniola-Adefeso
- Department of Chemical Engineering, University of Michigan, Ann Arbor MI, USA 48109
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, USA 48109
| |
Collapse
|
24
|
Intraarterial drug delivery for glioblastoma mutiforme. J Neurooncol 2015; 124:333-43. [DOI: 10.1007/s11060-015-1846-6] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Accepted: 06/08/2015] [Indexed: 01/03/2023]
|
25
|
Joshi S, Singh-Moon RP, Ellis JA, Chaudhuri DB, Wang M, Reif R, Bruce JN, Bigio IJ, Straubinger RM. Cerebral hypoperfusion-assisted intra-arterial deposition of liposomes in normal and glioma-bearing rats. Neurosurgery 2015; 76:92-100. [PMID: 25525695 DOI: 10.1227/neu.0000000000000552] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Optimizing liposomal vehicles for targeted delivery to the brain has important implications for the treatment of brain tumors. The promise of efficient, brain-specific delivery of chemotherapeutic compounds via liposomal vehicles has yet to be achieved in clinical practice. Intra-arterial injection of specially designed liposomes may facilitate efficient delivery to the brain and to gliomas. OBJECTIVE To test the hypothesis that cationic liposomes may be effectively delivered to both normal and glioma-bearing brain tissue utilizing a strategy of intra-arterial injection during transient cerebral hypoperfusion. METHODS Cationic, anionic, and neutral liposomes were separately injected via the internal carotid artery of healthy rats during transient cerebral hypoperfusion. Rats bearing C6 gliomas were similarly injected with cationic liposomes. Liposomes were loaded with DilC18(5) dye whose concentrations can be measured by light absorbance and fluorescence methods. RESULTS After intra-arterial injection, a robust uptake of cationic in comparison with anionic and neutral liposomes into brain parenchyma was observed by diffuse reflectance spectroscopy. Postmortem multispectral fluorescence imaging revealed that liposomal cationic charge was associated with more efficient delivery to the brain. Cationic liposomes were also readily observed within glioma tissue after intra-arterial injection. However, over time, cationic liposomes were retained longer and at higher concentrations in the surrounding, peritumoral brain than in the tumor core. CONCLUSION This study demonstrates the feasibility of cationic liposome delivery to brain and glioma tissue after intra-arterial injection. Highly cationic liposomes directly delivered to the brain via an intracarotid route may represent an effective method for delivering antiglioma agents.
Collapse
Affiliation(s)
- Shailendra Joshi
- *Department of Anesthesiology, Columbia University, College of Physicians and Surgeons, New York, New York; ‡Department of Neurological Surgery, Columbia University Medical Center, New York, New York; §Department of Electrical Engineering, Boston University, Boston, Massachusetts; ¶Department of Bioengineering, University of Washington, Seattle, Washington; ‖Department of Biomedical Engineering, Boston University, Boston, Massachusetts #Department of Pharmaceutical Sciences, University at Buffalo, State University of New York, Buffalo, New York; **Department of Pharmacology & Therapeutics, Roswell Park Cancer Institute, Buffalo, New York
| | | | | | | | | | | | | | | | | |
Collapse
|
26
|
SPH simulations of WBC adhesion to the endothelium: the role of haemodynamics and endothelial binding kinetics. Biomech Model Mechanobiol 2015; 14:1317-33. [DOI: 10.1007/s10237-015-0676-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2014] [Accepted: 04/03/2015] [Indexed: 01/30/2023]
|
27
|
Cattaneo L, Zunino P. A computational model of drug delivery through microcirculation to compare different tumor treatments. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING 2014; 30:1347-71. [PMID: 25044965 DOI: 10.1002/cnm.2661] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2014] [Revised: 05/06/2014] [Accepted: 06/30/2014] [Indexed: 05/05/2023]
Abstract
Starting from the fundamental laws of filtration and transport in biological tissues, we develop a computational model to capture the interplay between blood perfusion, fluid exchange with the interstitial volume, mass transport in the capillary bed, through the capillary walls and into the surrounding tissue. These phenomena are accounted at the microscale level, where capillaries and interstitial volume are viewed as two separate regions. The capillaries are described as a network of vessels carrying blood flow. We apply the model to study drug delivery to tumors. The model can be adapted to compare various treatment options. In particular, we consider delivery using drug bolus injection and nanoparticle injection into the blood stream. The computational approach is suitable for a systematic quantification of the treatment performance, enabling the analysis of interstitial drug concentration levels, metabolization rates and cell surviving fractions. Our study suggests that for the treatment based on bolus injection, the drug dose is not optimally delivered to the tumor interstitial volume. Using nanoparticles as intermediate drug carriers overrides the shortcomings of the previous delivery approach. This work shows that the proposed theoretical and computational framework represents a promising tool to compare the efficacy of different cancer treatments.
Collapse
Affiliation(s)
- L Cattaneo
- MOX, Department of Mathematics "Francesco Brioschi", Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy
| | | |
Collapse
|
28
|
Cationic surface charge enhances early regional deposition of liposomes after intracarotid injection. J Neurooncol 2014; 120:489-97. [PMID: 25195130 DOI: 10.1007/s11060-014-1584-1] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Accepted: 08/10/2014] [Indexed: 12/21/2022]
Abstract
Rapid first pass uptake of drugs is necessary to increase tissue deposition after intraarterial (IA) injection. Here we tested whether brain tissue deposition of a nanoparticulate liposomal carrier could be enhanced by coordinated manipulation of liposome surface charge and physiological parameters, such as IA injection during transient cerebral hypoperfusion (TCH). Different degrees of blood-brain barrier disruption were induced by focused ultrasound in three sets of Sprague-Dawley rats. Brain tissue retention was then compared for anionic, cationic, and charge-neutral liposomes after IA injection combined with TCH. The liposomes contained a non-exchangeable carbocyanine membrane optical label that could be quantified using diffuse reflectance spectroscopy (DRS) or visualized by multispectral imaging. Real-time concentration-time curves in brain were obtained after each liposomal injection. Having observed greater tissue retention of cationic liposomes compared to other liposomes in all three groups, we tested uptake of cationic liposomes in C6 tumor bearing rats. DRS and multispectral imaging of postmortem sections revealed increased liposomal uptake by the C6 brain tumor as compared to non-tumor contralateral hemisphere. We conclude that regional deposition of liposomes can be enhanced without BBB disruption using IA injection of cationic liposomal formulations in healthy and C6 tumor bearing rats.
Collapse
|
29
|
Bao G, Bazilevs Y, Chung JH, Decuzzi P, Espinosa HD, Ferrari M, Gao H, Hossain SS, Hughes TJR, Kamm RD, Liu WK, Marsden A, Schrefler B. USNCTAM perspectives on mechanics in medicine. J R Soc Interface 2014; 11:20140301. [PMID: 24872502 PMCID: PMC4208360 DOI: 10.1098/rsif.2014.0301] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Accepted: 05/07/2014] [Indexed: 01/09/2023] Open
Abstract
Over decades, the theoretical and applied mechanics community has developed sophisticated approaches for analysing the behaviour of complex engineering systems. Most of these approaches have targeted systems in the transportation, materials, defence and energy industries. Applying and further developing engineering approaches for understanding, predicting and modulating the response of complicated biomedical processes not only holds great promise in meeting societal needs, but also poses serious challenges. This report, prepared for the US National Committee on Theoretical and Applied Mechanics, aims to identify the most pressing challenges in biological sciences and medicine that can be tackled within the broad field of mechanics. This echoes and complements a number of national and international initiatives aiming at fostering interdisciplinary biomedical research. This report also comments on cultural/educational challenges. Specifically, this report focuses on three major thrusts in which we believe mechanics has and will continue to have a substantial impact. (i) Rationally engineering injectable nano/microdevices for imaging and therapy of disease. Within this context, we discuss nanoparticle carrier design, vascular transport and adhesion, endocytosis and tumour growth in response to therapy, as well as uncertainty quantification techniques to better connect models and experiments. (ii) Design of biomedical devices, including point-of-care diagnostic systems, model organ and multi-organ microdevices, and pulsatile ventricular assistant devices. (iii) Mechanics of cellular processes, including mechanosensing and mechanotransduction, improved characterization of cellular constitutive behaviour, and microfluidic systems for single-cell studies.
Collapse
Affiliation(s)
- Gang Bao
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Yuri Bazilevs
- Department of Structural Engineering, University of California, San Diego, CA, USA
| | - Jae-Hyun Chung
- Mechanical Engineering, University of Washington, Seattle, WA 98195, USA
| | - Paolo Decuzzi
- Department of Translational Imaging, The Methodist Hospital Research Institute in Houston, Houston, TX 77030, USA
| | - Horacio D Espinosa
- Department of Mechanical Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Mauro Ferrari
- Department of Translational Imaging, The Methodist Hospital Research Institute in Houston, Houston, TX 77030, USA
| | - Huajian Gao
- School of Engineering, Brown University, Providence, RI 02912, USA
| | - Shaolie S Hossain
- Molecular Cardiology, Texas Heart Institute, 6770 Bertner Avenue, MC 2-255, Houston, TX 77030, USA
| | - Thomas J R Hughes
- Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, TX 78712-1229, USA
| | - Roger D Kamm
- Mechanical Engineering, Biological Engineering, Massachusetts Institute of Technology, 77 Mass Avenue, Cambridge, MA, USA
| | - Wing Kam Liu
- Department of Mechanical Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Alison Marsden
- Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA, USA
| | - Bernhard Schrefler
- Centre for Mechanics of Biological Materials, University of Padova, Padova, Italy
| |
Collapse
|