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Rezaei B, Tay ZW, Mostufa S, Manzari ON, Azizi E, Ciannella S, Moni HEJ, Li C, Zeng M, Gómez-Pastora J, Wu K. Magnetic nanoparticles for magnetic particle imaging (MPI): design and applications. NANOSCALE 2024; 16:11802-11824. [PMID: 38809214 DOI: 10.1039/d4nr01195c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2024]
Abstract
Recent advancements in medical imaging have brought forth various techniques such as magnetic resonance imaging (MRI), computed tomography (CT), positron emission tomography (PET), and ultrasound, each contributing to improved diagnostic capabilities. Most recently, magnetic particle imaging (MPI) has become a rapidly advancing imaging modality with profound implications for medical diagnostics and therapeutics. By directly detecting the magnetization response of magnetic tracers, MPI surpasses conventional imaging modalities in sensitivity and quantifiability, particularly in stem cell tracking applications. Herein, this comprehensive review explores the fundamental principles, instrumentation, magnetic nanoparticle tracer design, and applications of MPI, offering insights into recent advancements and future directions. Novel tracer designs, such as zinc-doped iron oxide nanoparticles (Zn-IONPs), exhibit enhanced performance, broadening MPI's utility. Spatial encoding strategies, scanning trajectories, and instrumentation innovations are elucidated, illuminating the technical underpinnings of MPI's evolution. Moreover, integrating machine learning and deep learning methods enhances MPI's image processing capabilities, paving the way for more efficient segmentation, quantification, and reconstruction. The potential of superferromagnetic iron oxide nanoparticle chains (SFMIOs) as new MPI tracers further advanced the imaging quality and expanded clinical applications, underscoring the promising future of this emerging imaging modality.
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Affiliation(s)
- Bahareh Rezaei
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX 79409, USA.
| | - Zhi Wei Tay
- National Institute of Advanced Industrial Science and Technology (AIST), Health and Medical Research Institute, Tsukuba, Ibaraki 305-8564, Japan
| | - Shahriar Mostufa
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX 79409, USA.
| | - Omid Nejati Manzari
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX 79409, USA.
| | - Ebrahim Azizi
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX 79409, USA.
| | - Stefano Ciannella
- Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA
| | - Hur-E-Jannat Moni
- Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA
| | - Changzhi Li
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX 79409, USA.
| | - Minxiang Zeng
- Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA
| | | | - Kai Wu
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX 79409, USA.
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Toomajian V, Tundo A, Ural EE, Greeson EM, Contag CH, Makela AV. Magnetic Particle Imaging Reveals that Iron-Labeled Extracellular Vesicles Accumulate in Brains of Mice with Metastases. ACS APPLIED MATERIALS & INTERFACES 2024; 16:30860-30873. [PMID: 38860682 PMCID: PMC11194773 DOI: 10.1021/acsami.4c04920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 05/27/2024] [Accepted: 05/29/2024] [Indexed: 06/12/2024]
Abstract
The incidence of breast cancer remains high worldwide and is associated with a significant risk of metastasis to the brain that can be fatal; this is due, in part, to the inability of therapeutics to cross the blood-brain barrier (BBB). Extracellular vesicles (EVs) have been found to cross the BBB and further have been used to deliver drugs to tumors. EVs from different cell types appear to have different patterns of accumulation and retention as well as the efficiency of bioactive cargo delivery to recipient cells in the body. Engineering EVs as delivery tools to treat brain metastases, therefore, will require an understanding of the timing of EV accumulation and their localization relative to metastatic sites. Magnetic particle imaging (MPI) is a sensitive and quantitative imaging method that directly detects superparamagnetic iron. Here, we demonstrate MPI as a novel tool to characterize EV biodistribution in metastatic disease after labeling EVs with superparamagnetic iron oxide (SPIO) nanoparticles. Iron-labeled EVs (FeEVs) were collected from iron-labeled parental primary 4T1 tumor cells and brain-seeking 4T1BR5 cells, followed by injection into the mice with orthotopic tumors or brain metastases. MPI quantification revealed that FeEVs were retained for longer in orthotopic mammary carcinomas compared to SPIOs. MPI signal due to iron could only be detected in brains of mice bearing brain metastases after injection of FeEVs, but not SPIOs, or FeEVs when mice did not have brain metastases. These findings indicate the potential use of EVs as a therapeutic delivery tool in primary and metastatic tumors.
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Affiliation(s)
- Victoria
A. Toomajian
- Institute
for Quantitative Health Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States
- Department
of Biomedical Engineering, Michigan State
University, East Lansing, Michigan 48824, United States
| | - Anthony Tundo
- Institute
for Quantitative Health Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States
| | - Evran E. Ural
- Institute
for Quantitative Health Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States
- Department
of Biomedical Engineering, Michigan State
University, East Lansing, Michigan 48824, United States
| | - Emily M. Greeson
- Institute
for Quantitative Health Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States
- Department
of Microbiology, Genetics & Immunology, Michigan State University, East
Lansing, Michigan 48824, United States
| | - Christopher H. Contag
- Institute
for Quantitative Health Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States
- Department
of Biomedical Engineering, Michigan State
University, East Lansing, Michigan 48824, United States
- Department
of Microbiology, Genetics & Immunology, Michigan State University, East
Lansing, Michigan 48824, United States
| | - Ashley V. Makela
- Institute
for Quantitative Health Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States
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Pandey K, Verma DK, Singh A, Saha S. Architecture dependent transport behavior of iron (0) entrapped biodegradable polymeric particles for groundwater remediation. CHEMOSPHERE 2024; 357:141892. [PMID: 38615952 DOI: 10.1016/j.chemosphere.2024.141892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 12/18/2023] [Accepted: 04/01/2024] [Indexed: 04/16/2024]
Abstract
Polylactic acid based spherical particles with three architectural variations (Isotropic (P1), Semi porous (P2), and Janus (P3)) were employed to encapsulate zero valent iron nanoparticles (ZVINPs), and their performance was extensively evaluated in our previous studies. However, little was known about their transportability through saturated porous media of varying grain size kept under varying ionic strength. In this particular study, we aimed to investigate the architectural effect of polymeric particles (P1-P3) on their mobility through the sand column of varying grain size in presence of mono, di, and tri-valent ions of varying concentrations (25-200 mM (millimoles)). As per column breakthrough experiments (BTCs) using various types of sands, amphiphilic Janus type (P3) particles exhibited the maximum transportability among all the tested particles, irrespective of the nature of the sand. Owing to the narrower travel path, sands with lower porosity (31%) delayed the plateau by shifting it to a higher pore volume with a minimum retention of iron (C/Co: 0.94 for P3) in the column. The impact of mono (Na+, K+), di (Ca2+, Mg2+), and trivalent (Al3+) ions on their transportability was progressively increased from P3 to P1, especially at higher ionic concentrations (200 mM), with P3 being the most mobile particles (C/Co:0.54 for Al3+). Among all the ions, Al3+ exhibited maximum hindrance to their mobility through the sand column. This could be due to their strong charge screening effect coupled with cation bridging complex formation with moving particles. Experimental results obtained from BTCs were found to be well-fitted with a theoretical model based on advection-dispersion equation, showing minimum retention for P3 particles. Overall, it can be inferred that encapsulation of ZVINPs inside Janus particles (P3) with a right balance of amphiphilicity and highly negative surface charge would be required to achieve considerable transportability through sand aquifers to target contaminants in polluted groundwater existing under harsh conditions (high ionic concentrations).
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Affiliation(s)
- Kalpana Pandey
- Department of Material Science and Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, India
| | - Devendra Kumar Verma
- Department of Physics, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India
| | - Awaneesh Singh
- Department of Physics, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India
| | - Sampa Saha
- Department of Material Science and Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, India.
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Xie X, Zhai J, Zhou X, Guo Z, Lo PC, Zhu G, Chan KWY, Yang M. Magnetic Particle Imaging: From Tracer Design to Biomedical Applications in Vasculature Abnormality. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2306450. [PMID: 37812831 DOI: 10.1002/adma.202306450] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 09/14/2023] [Indexed: 10/11/2023]
Abstract
Magnetic particle imaging (MPI) is an emerging non-invasive tomographic technique based on the response of magnetic nanoparticles (MNPs) to oscillating drive fields at the center of a static magnetic gradient. In contrast to magnetic resonance imaging (MRI), which is driven by uniform magnetic fields and projects the anatomic information of the subjects, MPI directly tracks and quantifies MNPs in vivo without background signals. Moreover, it does not require radioactive tracers and has no limitations on imaging depth. This article first introduces the basic principles of MPI and important features of MNPs for imaging sensitivity, spatial resolution, and targeted biodistribution. The latest research aiming to optimize the performance of MPI tracers is reviewed based on their material composition, physical properties, and surface modifications. While the unique advantages of MPI have led to a series of promising biomedical applications, recent development of MPI in investigating vascular abnormalities in cardiovascular and cerebrovascular systems, and cancer are also discussed. Finally, recent progress and challenges in the clinical translation of MPI are discussed to provide possible directions for future research and development.
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Affiliation(s)
- Xulin Xie
- Department of Precision Diagnostic and Therapeutic Technology, City University of Hong Kong Shenzhen Futian Research Institute, Shenzhen, 518057, China
- Department of Biomedical Sciences, and Tung Biomedical Sciences Centre, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong SAR, 999077, China
| | - Jiao Zhai
- Department of Precision Diagnostic and Therapeutic Technology, City University of Hong Kong Shenzhen Futian Research Institute, Shenzhen, 518057, China
- Department of Biomedical Sciences, and Tung Biomedical Sciences Centre, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong SAR, 999077, China
| | - Xiaoyu Zhou
- Department of Precision Diagnostic and Therapeutic Technology, City University of Hong Kong Shenzhen Futian Research Institute, Shenzhen, 518057, China
- Department of Biomedical Sciences, and Tung Biomedical Sciences Centre, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong SAR, 999077, China
| | - Zhengjun Guo
- Department of Biomedical Sciences, and Tung Biomedical Sciences Centre, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong SAR, 999077, China
- Department of Oncology, the Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
| | - Pui-Chi Lo
- Department of Precision Diagnostic and Therapeutic Technology, City University of Hong Kong Shenzhen Futian Research Institute, Shenzhen, 518057, China
- Department of Biomedical Sciences, and Tung Biomedical Sciences Centre, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong SAR, 999077, China
| | - Guangyu Zhu
- Department of Chemistry, City University of Hong Kong, Hong Kong SAR, 999077, China
| | - Kannie W Y Chan
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong SAR, 999077, China
| | - Mengsu Yang
- Department of Precision Diagnostic and Therapeutic Technology, City University of Hong Kong Shenzhen Futian Research Institute, Shenzhen, 518057, China
- Department of Biomedical Sciences, and Tung Biomedical Sciences Centre, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong SAR, 999077, China
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Ulanova M, Gloag L, Kim CK, Bongers A, Kim Duong HT, Gooding JJ, Tilley RD, Sachdev PS, Braidy N. Biocompatibility and proteomic profiling of DMSA-coated iron nanocubes in a human glioblastoma cell line. Nanomedicine (Lond) 2024; 19:303-323. [PMID: 38270934 DOI: 10.2217/nnm-2023-0304] [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] [Indexed: 01/26/2024] Open
Abstract
Background: Superparamagnetic iron core iron oxide shell nanocubes have previously shown superior performance in magnetic resonance imaging T2 contrast enhancement compared with spherical nanoparticles. Methods: Iron core iron oxide shell nanocubes were synthesized, stabilized with dimercaptosuccinic acid (DMSA-NC) and physicochemically characterized. MRI contrast enhancement and biocompatibility were assessed in vitro. Results: DMSA-NC showed a transverse relaxivity of 122.59 mM-1·s-1 Fe. Treatment with DMSA-NC did not induce cytotoxicity or oxidative stress in U-251 cells, and electron microscopy demonstrated DMSA-NC localization within endosomes and lysosomes in cells following internalization. Global proteomics revealed dysregulation of iron storage, transport, transcription and mRNA processing proteins. Conclusion: DMSA-NC is a promising T2 MRI contrast agent which, in this preliminary investigation, demonstrates favorable biocompatibility with an astrocyte cell model.
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Affiliation(s)
- Marina Ulanova
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Lucy Gloag
- School of Mathematical & Physical Science, Faculty of Science, University of Technology Sydney, Sydney, New South Wales, 2007, Australia
| | - Chul-Kyu Kim
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Andre Bongers
- Mark Wainwright Analytical Centre, University of New South Wales, Sydney, New South Wales, 2052, Australia
- Prince of Wales Clinical School, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, 2052, Australia
- National Imaging Facility, University of Queensland, St Lucia, Queensland, 4072, Australia
| | - Hong Thien Kim Duong
- School of Chemistry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - J Justin Gooding
- School of Chemistry, University of New South Wales, Sydney, New South Wales, 2052, Australia
- Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Richard D Tilley
- Mark Wainwright Analytical Centre, University of New South Wales, Sydney, New South Wales, 2052, Australia
- School of Chemistry, University of New South Wales, Sydney, New South Wales, 2052, Australia
- Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
- Neuropsychiatric Institute, Euroa Centre, Prince of Wales Hospital, Sydney, New South Wales, 2031, Australia
| | - Nady Braidy
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
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Velazquez-Albino AC, Nozka A, Melnyk A, Good HJ, Rinaldi-Ramos CM. Post-synthesis Oxidation of Superparamagnetic Iron Oxide Nanoparticles to Enhance Magnetic Particle Imaging Performance. ACS APPLIED NANO MATERIALS 2024; 7:279-291. [PMID: 38606282 PMCID: PMC11008578 DOI: 10.1021/acsanm.3c04442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/13/2024]
Abstract
This study investigates the impact of post-synthesis oxidation on the performance of superparamagnetic iron oxide nanoparticles (SPIONs) in magnetic particle imaging (MPI), an emerging technology with applications in diagnostic imaging and theranostics. SPIONs synthesized from iron oleate were subjected to a post-synthesis oxidation treatment with a 1% Oxygen in Argon mixture. MPI performance, gauged via signal intensity and resolution using a MOMENTUM™ scanner, was correlated to the nanoparticles' physical and magnetic properties. Post-synthesis oxidation did not alter physical attributes like size and shape, but significantly enhanced magnetic properties. Saturation magnetization increased from 52% to 93% of the bulk value for magnetite, leading to better MPI performance in terms of signal intensity and resolution. However, the observed MPI performance did not fully align with predictions based on the ideal Langevin model, indicating the need for considering factors like relaxation and shape anisotropy. The findings underscore the potential of post-synthesis oxidation as a method to fine-tune magnetic properties of SPIONs and improve MPI performance, and the need for reproducible synthesis methods that afford finely tuned control of nanoparticle size, shape, and magnetic properties.
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Affiliation(s)
| | - Aniela Nozka
- Department of Bioengineering, Clemson University, Clemson, SC 29634
| | - Andrii Melnyk
- Department of Chemical Engineering, University of Florida, Gainesville, FL 32611
| | - Hayden J Good
- Department of Chemical Engineering, University of Florida, Gainesville, FL 32611
| | - Carlos M Rinaldi-Ramos
- Department of Chemical Engineering, University of Florida, Gainesville, FL 32611
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL 32611-6131
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Ulanova M, Gloag L, Bongers A, Kim CK, Duong HTK, Kim HN, Gooding JJ, Tilley RD, Biazik J, Wen W, Sachdev PS, Braidy N. Evaluation of Dimercaptosuccinic Acid-Coated Iron Nanoparticles Immunotargeted to Amyloid Beta as MRI Contrast Agents for the Diagnosis of Alzheimer's Disease. Cells 2023; 12:2279. [PMID: 37759500 PMCID: PMC10527350 DOI: 10.3390/cells12182279] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 08/28/2023] [Accepted: 09/06/2023] [Indexed: 09/29/2023] Open
Abstract
Nanoparticle-based magnetic contrast agents have opened the potential for magnetic resonance imaging (MRI) to be used for early non-invasive diagnosis of Alzheimer's disease (AD). Accumulation of amyloid pathology in the brain has shown association with cognitive decline and tauopathy; hence, it is an effective biomarker for the early detection of AD. The aim of this study was to develop a biocompatible magnetic nanoparticle targeted to amyloid beta (Aβ) plaques to increase the sensitivity of T2-weighted MRI for imaging of amyloid pathology in AD. We presented novel iron core-iron oxide nanoparticles stabilized with a dimercaptosuccinic acid coating and functionalized with an anti-Aβ antibody. Nanoparticle biocompatibility and cellular internalization were evaluated in vitro in U-251 glioblastoma cells using cellular assays, proteomics, and transmission electron microscopy. Iron nanoparticles demonstrated no significant in vitro cytotoxicity, and electron microscopy results showed their movement through the endocytic cycle within the cell over a 24 h period. In addition, immunostaining and bio-layer interferometry confirmed the targeted nanoparticle's binding affinity to amyloid species. The iron nanoparticles demonstrated favourable MRI contrast enhancement; however, the addition of the antibody resulted in a reduction in the relaxivity of the particles. The present work shows promising preliminary results in the development of a targeted non-invasive method of early AD diagnosis using contrast-enhanced MRI.
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Affiliation(s)
- Marina Ulanova
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW 2052, Australia; (M.U.); (C.-K.K.); (W.W.); (P.S.S.)
| | - Lucy Gloag
- Faculty of Science, School of Mathematical and Physical Science, University of Technology Sydney, Sydney, NSW 2007, Australia;
| | - Andre Bongers
- Mark Wainwright Analytical Centre, University of New South Wales, Sydney, NSW 2052, Australia; (A.B.); (R.D.T.); (J.B.)
- Faculty of Medicine, Prince of Wales Clinical School, University of New South Wales, Sydney, NSW 2052, Australia
| | - Chul-Kyu Kim
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW 2052, Australia; (M.U.); (C.-K.K.); (W.W.); (P.S.S.)
| | - Hong Thien Kim Duong
- School of Chemistry, University of New South Wales, Sydney, NSW 2052, Australia; (H.T.K.D.); (J.J.G.)
| | - Ha Na Kim
- Molecular Surface Interaction Laboratory, Mark Wainwright Analytical Centre, University of New South Wales, Sydney, NSW 2052, Australia;
| | - John Justin Gooding
- School of Chemistry, University of New South Wales, Sydney, NSW 2052, Australia; (H.T.K.D.); (J.J.G.)
- Australian Centre for NanoMedicine, University of New South Wales, Sydney, NSW 2052, Australia
| | - Richard D. Tilley
- Mark Wainwright Analytical Centre, University of New South Wales, Sydney, NSW 2052, Australia; (A.B.); (R.D.T.); (J.B.)
- School of Chemistry, University of New South Wales, Sydney, NSW 2052, Australia; (H.T.K.D.); (J.J.G.)
- Australian Centre for NanoMedicine, University of New South Wales, Sydney, NSW 2052, Australia
| | - Joanna Biazik
- Mark Wainwright Analytical Centre, University of New South Wales, Sydney, NSW 2052, Australia; (A.B.); (R.D.T.); (J.B.)
| | - Wei Wen
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW 2052, Australia; (M.U.); (C.-K.K.); (W.W.); (P.S.S.)
| | - Perminder S. Sachdev
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW 2052, Australia; (M.U.); (C.-K.K.); (W.W.); (P.S.S.)
- Neuropsychiatric Institute, Euroa Centre, Prince of Wales Hospital, Sydney, NSW 2031, Australia
| | - Nady Braidy
- Centre for Healthy Brain Ageing, University of New South Wales, Sydney, NSW 2052, Australia; (M.U.); (C.-K.K.); (W.W.); (P.S.S.)
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Magnetic Particle Imaging in Vascular Imaging, Immunotherapy, Cell Tracking, and Noninvasive Diagnosis. Mol Imaging 2023. [DOI: 10.1155/2023/4131117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2023] Open
Abstract
Magnetic particle imaging (MPI) is a new tracer-based imaging modality that is useful in diagnosing various pathophysiology related to the vascular system and for sensitive tracking of cytotherapies. MPI uses nonradioactive and easily assimilated nanometer-sized iron oxide particles as tracers. MPI images the nonlinear Langevin behavior of the iron oxide particles and has allowed for the sensitive detection of iron oxide-labeled therapeutic cells in the body. This review will provide an overview of MPI technology, the tracer, and its use in vascular imaging and cytotherapies using molecular targets.
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Krishnan G, Cousins A, Pham N, Milanova V, Nelson M, Krishnan S, van den Berg NS, Shetty A, Rosenthal EL, Wormald P, Thierry B, Foreman A, Krishnan S. Preclinical feasibility of robot-assisted sentinel lymph node biopsy using multi-modality magnetic and fluorescence guidance in the head and neck. Head Neck 2022; 44:2696-2707. [PMID: 36082404 PMCID: PMC9825899 DOI: 10.1002/hed.27177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 07/08/2022] [Accepted: 08/16/2022] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Sentinel lymph node biopsy (SLNB) is a staging procedure dependent on accurate mapping of draining lymphatics via tracers. Robot-assisted SLNB enables access to multiple neck levels with a single incision and intraoperative fluorescence guidance to the SLN. METHODS Lymphatic mapping in swine was done using a magnetic tracer and fluorescent dye, injected into the tongue. MRI preoperatively mapped lymphatic spread of the magnetic tracer. Dissection was performed using a da Vinci Xi robot guided by fluorescence-imaging of the dye. RESULTS Robot-assisted SLNB was successfully performed in all animals (n = 5). A novel MRI protocol differentiated SLNs (n = 6) from lower echelon nodes (n = 11) based on flow progression. Fluorescence imaging provided valuable intraoperative guidance and correlated with magnetic-positive nodes. CONCLUSIONS This study demonstrates preclinical feasibility of a robot-assisted approach to SLNB using magnetic and fluorescent tracers in the head and neck, enabling both preoperative mapping and intraoperative guidance.
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Affiliation(s)
- Giri Krishnan
- Department of Otolaryngology, Head and Neck SurgeryThe University of AdelaideAdelaideSouth AustraliaAustralia
| | - Aidan Cousins
- Future Industries InstituteUniversity of South Australia, Mawson Lakes CampusAdelaideSouth AustraliaAustralia
| | - Nguyen Pham
- Key Centre for Polymers and Colloids, School of Chemistry and University of Sydney Nano InstituteThe University of SydneySydneyNew South WalesAustralia
| | - Valentina Milanova
- Future Industries InstituteUniversity of South Australia, Mawson Lakes CampusAdelaideSouth AustraliaAustralia
| | | | - Shridhar Krishnan
- Department of Oral and Maxillofacial SurgeryThe University of AdelaideAdelaideSouth AustraliaAustralia
| | - Nynke S. van den Berg
- Department of Otolaryngology—Division of Head and Neck SurgeryStanford University School of MedicineStanfordCaliforniaUSA
| | - Anil Shetty
- Ferronova Pty LtdAdelaideSouth AustraliaAustralia
| | - Eben L. Rosenthal
- Department of Otolaryngology—Division of Head and Neck SurgeryStanford University School of MedicineStanfordCaliforniaUSA
| | - Peter‐John Wormald
- Department of Otolaryngology, Head and Neck SurgeryThe University of AdelaideAdelaideSouth AustraliaAustralia
| | - Benjamin Thierry
- Future Industries InstituteUniversity of South Australia, Mawson Lakes CampusAdelaideSouth AustraliaAustralia
| | - Andrew Foreman
- Department of Otolaryngology, Head and Neck SurgeryThe University of AdelaideAdelaideSouth AustraliaAustralia
| | - Suren Krishnan
- Department of Otolaryngology, Head and Neck SurgeryThe University of AdelaideAdelaideSouth AustraliaAustralia
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10
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Duong HTK, Abdibastami A, Gloag L, Barrera L, Gooding JJ, Tilley RD. A guide to the design of magnetic particle imaging tracers for biomedical applications. NANOSCALE 2022; 14:13890-13914. [PMID: 36004758 DOI: 10.1039/d2nr01897g] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Magnetic Particle Imaging (MPI) is a novel and emerging non-invasive technique that promises to deliver high quality images, no radiation, high depth penetration and nearly no background from tissues. Signal intensity and spatial resolution in MPI are heavily dependent on the properties of tracers. Hence the selection of these nanoparticles for various applications in MPI must be carefully considered to achieve optimum results. In this review, we will provide an overview of the principle of MPI and the key criteria that are required for tracers in order to generate the best signals. Nanoparticle materials such as magnetite, metal ferrites, maghemite, zero valent iron@iron oxide core@shell, iron carbide and iron-cobalt alloy nanoparticles will be discussed as well as their synthetic pathways. Since surface modifications play an important role in enabling the use of these tracers for biomedical applications, coating options including the transfer from organic to inorganic media will also be discussed. Finally, we will discuss different biomedical applications and provide our insights into the most suitable tracer for each of these applications.
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Affiliation(s)
- H T Kim Duong
- School of Chemistry, UNSW Sydney, NSW 2052, Australia.
| | | | - Lucy Gloag
- School of Chemistry, UNSW Sydney, NSW 2052, Australia.
| | - Liam Barrera
- School of Chemistry, UNSW Sydney, NSW 2052, Australia.
| | - J Justin Gooding
- School of Chemistry, UNSW Sydney, NSW 2052, Australia.
- Australian Centre for NanoMedicine, University of New South Wales, NSW 2052, Australia
| | - Richard D Tilley
- School of Chemistry, UNSW Sydney, NSW 2052, Australia.
- Electron Microscope Unit, Mark Wainwright Analytical Centre, University of New South Wales, NSW 2052, Australia
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11
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Liu X, Wang N, Liu X, Deng R, Kang R, Xie L. Vascular Repair by Grafting Based on Magnetic Nanoparticles. Pharmaceutics 2022; 14:pharmaceutics14071433. [PMID: 35890328 PMCID: PMC9320478 DOI: 10.3390/pharmaceutics14071433] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 06/30/2022] [Accepted: 07/06/2022] [Indexed: 12/11/2022] Open
Abstract
Magnetic nanoparticles (MNPs) have attracted much attention in the past few decades because of their unique magnetic responsiveness. Especially in the diagnosis and treatment of diseases, they are mostly involved in non-invasive ways and have achieved good results. The magnetic responsiveness of MNPs is strictly controlled by the size, crystallinity, uniformity, and surface properties of the synthesized particles. In this review, we summarized the classification of MNPs and their application in vascular repair. MNPs mainly use their unique magnetic properties to participate in vascular repair, including magnetic stimulation, magnetic drive, magnetic resonance imaging, magnetic hyperthermia, magnetic assembly scaffolds, and magnetic targeted drug delivery, which can significantly affect scaffold performance, cell behavior, factor secretion, drug release, etc. Although there are still challenges in the large-scale clinical application of MNPs, its good non-invasive way to participate in vascular repair and the establishment of a continuous detection process is still the future development direction.
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Affiliation(s)
| | | | | | | | | | - Lin Xie
- Correspondence: (R.K.); (L.X.)
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12
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Harvell-Smith S, Tung LD, Thanh NTK. Magnetic particle imaging: tracer development and the biomedical applications of a radiation-free, sensitive, and quantitative imaging modality. NANOSCALE 2022; 14:3658-3697. [PMID: 35080544 DOI: 10.1039/d1nr05670k] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Magnetic particle imaging (MPI) is an emerging tracer-based modality that enables real-time three-dimensional imaging of the non-linear magnetisation produced by superparamagnetic iron oxide nanoparticles (SPIONs), in the presence of an external oscillating magnetic field. As a technique, it produces highly sensitive radiation-free tomographic images with absolute quantitation. Coupled with a high contrast, as well as zero signal attenuation at-depth, there are essentially no limitations to where that can be imaged within the body. These characteristics enable various biomedical applications of clinical interest. In the opening sections of this review, the principles of image generation are introduced, along with a detailed comparison of the fundamental properties of this technique with other common imaging modalities. The main feature is a presentation on the up-to-date literature for the development of SPIONs tailored for improved imaging performance, and developments in the current and promising biomedical applications of this emerging technique, with a specific focus on theranostics, cell tracking and perfusion imaging. Finally, we will discuss recent progress in the clinical translation of MPI. As signal detection in MPI is almost entirely dependent on the properties of the SPION employed, this work emphasises the importance of tailoring the synthetic process to produce SPIONs demonstrating specific properties and how this impacts imaging in particular applications and MPI's overall performance.
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Affiliation(s)
- Stanley Harvell-Smith
- Biophysics Group, Department of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK.
- UCL Healthcare Biomagnetic and Nanomaterials Laboratories, University College London, 21 Albemarle Street, London W1S 4BS, UK
| | - Le Duc Tung
- Biophysics Group, Department of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK.
- UCL Healthcare Biomagnetic and Nanomaterials Laboratories, University College London, 21 Albemarle Street, London W1S 4BS, UK
| | - Nguyen Thi Kim Thanh
- Biophysics Group, Department of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, UK.
- UCL Healthcare Biomagnetic and Nanomaterials Laboratories, University College London, 21 Albemarle Street, London W1S 4BS, UK
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13
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LaGrow AP, Famiani S, Sergides A, Lari L, Lloyd DC, Takahashi M, Maenosono S, Boyes ED, Gai PL, Thanh NTK. Environmental STEM Study of the Oxidation Mechanism for Iron and Iron Carbide Nanoparticles. MATERIALS 2022; 15:ma15041557. [PMID: 35208096 PMCID: PMC8877599 DOI: 10.3390/ma15041557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 02/01/2022] [Accepted: 02/04/2022] [Indexed: 11/22/2022]
Abstract
The oxidation of solution-synthesized iron (Fe) and iron carbide (Fe2C) nanoparticles was studied in an environmental scanning transmission electron microscope (ESTEM) at elevated temperatures under oxygen gas. The nanoparticles studied had a native oxide shell present, that formed after synthesis, an ~3 nm iron oxide (FexOy) shell for the Fe nanoparticles and ~2 nm for the Fe2C nanoparticles, with small void areas seen in several places between the core and shell for the Fe and an ~0.8 nm space between the core and shell for the Fe2C. The iron nanoparticles oxidized asymmetrically, with voids on the borders between the Fe core and FexOy shell increasing in size until the void coalesced, and finally the Fe core disappeared. In comparison, the oxidation of the Fe2C progressed symmetrically, with the core shrinking in the center and the outer oxide shell growing until the iron carbide had fully disappeared. Small bridges of iron oxide formed during oxidation, indicating that the Fe transitioned to the oxide shell surface across the channels, while leaving the carbon behind in the hollow core. The carbon in the carbide is hypothesized to suppress the formation of larger crystallites of iron oxide during oxidation, and alter the diffusion rates of the Fe and O during the reaction, which explains the lower sensitivity to oxidation of the Fe2C nanoparticles.
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Affiliation(s)
- Alec P. LaGrow
- International Iberian Nanotechnology Laboratory, 4715-330 Braga, Portugal
- Correspondence: (A.P.L.); (N.T.K.T.)
| | - Simone Famiani
- Biophysics Group, Department of Physics and Astronomy, University College London, London WC1E 6BT, UK; (S.F.); (A.S.)
- UCL Healthcare Biomagnetics and Nanomaterials Laboratories, London W1S 4BS, UK
| | - Andreas Sergides
- Biophysics Group, Department of Physics and Astronomy, University College London, London WC1E 6BT, UK; (S.F.); (A.S.)
- UCL Healthcare Biomagnetics and Nanomaterials Laboratories, London W1S 4BS, UK
| | - Leonardo Lari
- The York Nanocentre, University of York, York YO10 5DD, UK; (L.L.); (D.C.L.); (E.D.B.); (P.L.G.)
| | - David C. Lloyd
- The York Nanocentre, University of York, York YO10 5DD, UK; (L.L.); (D.C.L.); (E.D.B.); (P.L.G.)
| | - Mari Takahashi
- School of Material Science, Japan Advanced Institute of Science and Technology (JAIST), Ishikawa, Kanazawa 923-1292, Japan; (M.T.); (S.M.)
| | - Shinya Maenosono
- School of Material Science, Japan Advanced Institute of Science and Technology (JAIST), Ishikawa, Kanazawa 923-1292, Japan; (M.T.); (S.M.)
| | - Edward D. Boyes
- The York Nanocentre, University of York, York YO10 5DD, UK; (L.L.); (D.C.L.); (E.D.B.); (P.L.G.)
| | - Pratibha L. Gai
- The York Nanocentre, University of York, York YO10 5DD, UK; (L.L.); (D.C.L.); (E.D.B.); (P.L.G.)
| | - Nguyen Thi Kim Thanh
- Biophysics Group, Department of Physics and Astronomy, University College London, London WC1E 6BT, UK; (S.F.); (A.S.)
- UCL Healthcare Biomagnetics and Nanomaterials Laboratories, London W1S 4BS, UK
- Correspondence: (A.P.L.); (N.T.K.T.)
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14
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Jiao W, Zhang T, Peng M, Yi J, He Y, Fan H. Design of Magnetic Nanoplatforms for Cancer Theranostics. BIOSENSORS 2022; 12:38. [PMID: 35049666 PMCID: PMC8774163 DOI: 10.3390/bios12010038] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 01/07/2022] [Accepted: 01/09/2022] [Indexed: 05/04/2023]
Abstract
Cancer is the top cause of death globally. Developing smart nanomedicines that are capable of diagnosis and therapy (theranostics) in one-nanoparticle systems are highly desirable for improving cancer treatment outcomes. The magnetic nanoplatforms are the ideal system for cancer theranostics, because of their diverse physiochemical properties and biological effects. In particular, a biocompatible iron oxide nanoparticle based magnetic nanoplatform can exhibit multiple magnetic-responsive behaviors under an external magnetic field and realize the integration of diagnosis (magnetic resonance imaging, ultrasonic imaging, photoacoustic imaging, etc.) and therapy (magnetic hyperthermia, photothermal therapy, controlled drug delivery and release, etc.) in vivo. Furthermore, due to considerable variation among tumors and individual patients, it is a requirement to design iron oxide nanoplatforms by the coordination of diverse functionalities for efficient and individualized theranostics. In this article, we will present an up-to-date overview on iron oxide nanoplatforms, including both iron oxide nanomaterials and those that can respond to an externally applied magnetic field, with an emphasis on their applications in cancer theranostics.
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Affiliation(s)
- Wangbo Jiao
- Key Laboratory of Synthetic and Natural Functional Molecule Chemistry of the Ministry of Education, College of Chemistry and Materials Science, Northwest University, Xi’an 710069, China; (W.J.); (T.Z.); (M.P.)
| | - Tingbin Zhang
- Key Laboratory of Synthetic and Natural Functional Molecule Chemistry of the Ministry of Education, College of Chemistry and Materials Science, Northwest University, Xi’an 710069, China; (W.J.); (T.Z.); (M.P.)
| | - Mingli Peng
- Key Laboratory of Synthetic and Natural Functional Molecule Chemistry of the Ministry of Education, College of Chemistry and Materials Science, Northwest University, Xi’an 710069, China; (W.J.); (T.Z.); (M.P.)
| | - Jiabao Yi
- Global Innovative Centre for Advanced Nanomaterials, School of Engineering, The University of Newcastle, Newcastle, NSW 2308, Australia;
| | - Yuan He
- Key Laboratory of Synthetic and Natural Functional Molecule Chemistry of the Ministry of Education, College of Chemistry and Materials Science, Northwest University, Xi’an 710069, China; (W.J.); (T.Z.); (M.P.)
| | - Haiming Fan
- Key Laboratory of Synthetic and Natural Functional Molecule Chemistry of the Ministry of Education, College of Chemistry and Materials Science, Northwest University, Xi’an 710069, China; (W.J.); (T.Z.); (M.P.)
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15
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Wu YN, Yang LX, Wang PW, Braet F, Shieh DB. From Microenvironment Remediation to Novel Anti-Cancer Strategy: The Emergence of Zero Valent Iron Nanoparticles. Pharmaceutics 2022; 14:pharmaceutics14010099. [PMID: 35056996 PMCID: PMC8781124 DOI: 10.3390/pharmaceutics14010099] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 12/27/2021] [Accepted: 12/28/2021] [Indexed: 02/05/2023] Open
Abstract
Accumulated studies indicate that zero-valent iron (ZVI) nanoparticles demonstrate endogenous cancer-selective cytotoxicity, without any external electric field, lights, or energy, while sparing healthy non-cancerous cells in vitro and in vivo. The anti-cancer activity of ZVI-based nanoparticles was anti-proportional to the oxidative status of the materials, which indicates that the elemental iron is crucial for the observed cancer selectivity. In this thematic article, distinctive endogenous anti-cancer mechanisms of ZVI-related nanomaterials at the cellular and molecular levels are reviewed, including the related gene modulating profile in vitro and in vivo. From a material science perspective, the underlying mechanisms are also analyzed. In summary, ZVI-based nanomaterials demonstrated prominent potential in precision medicine to modulate both programmed cell death of cancer cells, as well as the tumor microenvironment. We believe that this will inspire advanced anti-cancer therapy in the future.
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Affiliation(s)
- Ya-Na Wu
- School of Dentistry & Institute of Oral Medicine, National Cheng Kung University Hospital, National Cheng Kung University, Tainan 701401, Taiwan; (Y.-N.W.); (P.-W.W.)
- The i-MANI Center of the National Core Facility for Biopharmaceuticals, Ministry of Science and Technology, Taipei 10622, Taiwan
| | - Li-Xing Yang
- Department of Photonics, National Cheng Kung University, Tainan 70101, Taiwan;
| | - Pei-Wen Wang
- School of Dentistry & Institute of Oral Medicine, National Cheng Kung University Hospital, National Cheng Kung University, Tainan 701401, Taiwan; (Y.-N.W.); (P.-W.W.)
| | - Filip Braet
- Australian Centre for Microscopy & Microanalysis, The University of Sydney, Sydney, NSW 2006, Australia;
- Faculty of Medicine and Health, School of Medical Sciences (Discipline of Anatomy and Histology), The University of Sydney, Sydney, NSW 2006, Australia
- Charles Perkins Centre (Cellular Imaging Facility), The University of Sydney, Sydney, NSW 2006, Australia
| | - Dar-Bin Shieh
- School of Dentistry & Institute of Oral Medicine, National Cheng Kung University Hospital, National Cheng Kung University, Tainan 701401, Taiwan; (Y.-N.W.); (P.-W.W.)
- Center of Applied Nanomedicine, National Cheng Kung University, Tainan 701401, Taiwan
- Core Facility Center, National Cheng Kung University, Tainan 701401, Taiwan
- Department of Stomatology, National Cheng Kung University Hospital, Tainan 704302, Taiwan
- Correspondence: ; Tel.: +886-6-2353535 (ext. 5410)
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16
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Mehdipour M, Gloag L, Lian J, Tilley RD, Gooding JJ. Zero-valent iron core-iron oxide shell nanoparticles coated with silica and gold with high saturation magnetization. Chem Commun (Camb) 2021; 57:13142-13145. [PMID: 34807966 DOI: 10.1039/d1cc05165b] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
A new type of gold-coated magnetic nanoparticle with strongly magnetic zero-valent iron core-iron oxide shell were synthesized. The small size of the magnetic cores and the zero-valent iron ensured superparamagnetic behaviour and high saturation magnetization of the overall nanoparticles. The nanoparticles showed stability against magnetic aggregation and good colloidal stability, which is important for many biomedical applications.
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Affiliation(s)
- Milad Mehdipour
- School of Chemistry, The University of New South Wales, Sydney, New South Wales, 2052, Australia.
| | - Lucy Gloag
- School of Chemistry, The University of New South Wales, Sydney, New South Wales, 2052, Australia.
| | - Jiaxin Lian
- School of Chemistry, The University of New South Wales, Sydney, New South Wales, 2052, Australia. .,Australian Centre for NanoMedicine, The University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Richard D Tilley
- School of Chemistry, The University of New South Wales, Sydney, New South Wales, 2052, Australia. .,Electron Microscope Unit, Mark Wainwright Analytical Centre, The University of New South Wales, Sydney, New South Wales, 2052, Australia.,Australian Centre for NanoMedicine, The University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - J Justin Gooding
- School of Chemistry, The University of New South Wales, Sydney, New South Wales, 2052, Australia. .,Australian Centre for NanoMedicine, The University of New South Wales, Sydney, New South Wales, 2052, Australia
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17
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Makela AV, Gaudet JM, Murrell DH, Mansfield JR, Wintermark M, Contag CH. Mind Over Magnets - How Magnetic Particle Imaging is Changing the Way We Think About the Future of Neuroscience. Neuroscience 2021; 474:100-109. [PMID: 33197498 DOI: 10.1016/j.neuroscience.2020.10.036] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 10/26/2020] [Accepted: 10/28/2020] [Indexed: 12/20/2022]
Abstract
Magnetic particle imaging (MPI) is an emerging imaging technique, which has the potential to provide the sensitivity, specificity and temporal resolution necessary for novel imaging advances in neurological applications. MPI relies on the detection of superparamagnetic iron-oxide nanoparticles, which allows for visualization and quantification of iron or iron-labeled cells throughout a subject. The combination of these qualities can be used to image many neurological conditions including cancer, inflammatory processes, vascular-related issues and could even focus on cell therapies and theranostics to treat these problems. This review will provide a basic introduction to MPI, discuss the current use of this technology to image neurological conditions, and touch on future applications including the potential for clinical translation.
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Affiliation(s)
- Ashley V Makela
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.
| | - Jeffrey M Gaudet
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA; Magnetic Insight Inc, Alameda, CA, USA
| | - Donna H Murrell
- London Regional Cancer Program, Western University, London, ON, Canada
| | | | - Max Wintermark
- Department of Radiology, Stanford University, Stanford, CA, USA
| | - Christopher H Contag
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA
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18
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Wen H, Luna-Romera JM, Riquelme JC, Dwyer C, Chang SLY. Statistically Representative Metrology of Nanoparticles via Unsupervised Machine Learning of TEM Images. NANOMATERIALS 2021; 11:nano11102706. [PMID: 34685147 PMCID: PMC8539342 DOI: 10.3390/nano11102706] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 09/07/2021] [Accepted: 10/06/2021] [Indexed: 11/16/2022]
Abstract
The morphology of nanoparticles governs their properties for a range of important applications. Thus, the ability to statistically correlate this key particle performance parameter is paramount in achieving accurate control of nanoparticle properties. Among several effective techniques for morphological characterization of nanoparticles, transmission electron microscopy (TEM) can provide a direct, accurate characterization of the details of nanoparticle structures and morphology at atomic resolution. However, manually analyzing a large number of TEM images is laborious. In this work, we demonstrate an efficient, robust and highly automated unsupervised machine learning method for the metrology of nanoparticle systems based on TEM images. Our method not only can achieve statistically significant analysis, but it is also robust against variable image quality, imaging modalities, and particle dispersions. The ability to efficiently gain statistically significant particle metrology is critical in advancing precise particle synthesis and accurate property control.
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Affiliation(s)
- Haotian Wen
- School of Materials Science and Engineering, University of New South Wales, Sydney, NSW 2052, Australia
- Correspondence: (H.W.); (S.L.Y.C.)
| | - José María Luna-Romera
- Software and Computing Systems, Universidad de Sevilla, 41004 Seville, Spain; (J.M.L.-R.); (J.C.R.)
| | - José C. Riquelme
- Software and Computing Systems, Universidad de Sevilla, 41004 Seville, Spain; (J.M.L.-R.); (J.C.R.)
| | - Christian Dwyer
- Electron Imaging and Spectroscopy Tools, Sydney, NSW 2219, Australia;
| | - Shery L. Y. Chang
- School of Materials Science and Engineering, University of New South Wales, Sydney, NSW 2052, Australia
- Mark Wainwright Analytical Centre, Electron Microscope Unit, University of New South Wales, Sydney, NSW 2052, Australia
- Correspondence: (H.W.); (S.L.Y.C.)
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19
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Lu C, Han L, Wang J, Wan J, Song G, Rao J. Engineering of magnetic nanoparticles as magnetic particle imaging tracers. Chem Soc Rev 2021; 50:8102-8146. [PMID: 34047311 DOI: 10.1039/d0cs00260g] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Magnetic particle imaging (MPI) has recently emerged as a promising non-invasive imaging technique because of its signal linearly propotional to the tracer mass, ability to generate positive contrast, low tissue background, unlimited tissue penetration depth, and lack of ionizing radiation. The sensitivity and resolution of MPI are highly dependent on the properties of magnetic nanoparticles (MNPs), and extensive research efforts have been focused on the design and synthesis of tracers. This review examines parameters that dictate the performance of MNPs, including size, shape, composition, surface property, crystallinity, the surrounding environment, and aggregation state to provide guidance for engineering MPI tracers with better performance. Finally, we discuss applications of MPI imaging and its challenges and perspectives in clinical translation.
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Affiliation(s)
- Chang Lu
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha 410082, P. R. China.
| | - Linbo Han
- College of Health Science and Environmental Engineering, Shenzhen Technology University, Shenzhen 518118, P. R. China
| | - Joanna Wang
- Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, 1201 Welch Road, Stanford, California 94305-5484, USA.
| | - Jiacheng Wan
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha 410082, P. R. China.
| | - Guosheng Song
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha 410082, P. R. China.
| | - Jianghong Rao
- Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, 1201 Welch Road, Stanford, California 94305-5484, USA.
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Abstract
PURPOSE OF REVIEW This review discusses recent developments in the application of magnetic particle imaging (MPI) to dementia research. RECENT FINDINGS MPI is a tracer method that is currently in the preclinical development stage. It provides high sensitivity for the detection and localization of magnetic nanoparticles with very high spatial and temporal resolution and a similar application spectrum as PET. Unlike MRI, the MPI signal is not contaminated by background signal from tissues and is highly quantifiable in terms of local tracer concentrations. These properties make the technology ideally suited for localization of specific targets or quantification of vascular parameters. MPI uses magnetic nanoparticles which can be modified by various coatings, and by adding ligands (i.e. peptides or antibodies) for specific targeting. This makes MPI an attractive tool for the potential detection of abnormal protein deposits, such as Aβ plaques, with greater specificity than MRI. Neural stem cells can also be labelled with these nanoparticles ex vivo to monitor their migration in vivo. SUMMARY The capabilities of MPI opens the potential for several applications of MPI in neurocognitive disorders, including vascular imaging, detection of amyloid plaques and potentially other pathological hallmarks of Alzheimer's disease and stem-cell tracking.
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