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Pawelec KM, Schoborg TA, Shapiro EM. Computed tomography technologies to measure key structural features of polymeric biomedical implants from bench to bedside. J Biomed Mater Res A 2024; 112:1893-1901. [PMID: 38728118 PMCID: PMC11368623 DOI: 10.1002/jbm.a.37735] [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: 02/02/2024] [Revised: 04/11/2024] [Accepted: 04/30/2024] [Indexed: 05/12/2024]
Abstract
Implanted polymeric devices, designed to encourage tissue regeneration, require porosity. However, characterizing porosity, which affects many functional device properties, is non-trivial. Computed tomography (CT) is a quick, versatile, and non-destructive way to gain 3D structural information, yet various CT technologies, such as benchtop, preclinical and clinical systems, all have different capabilities. As system capabilities determine the structural information that can be obtained, seamless monitoring of key device features through all stages of clinical translation must be engineered intentionally. Therefore, in this study we tested feasibility of obtaining structural information in pre-clinical systems and high-resolution micro-CT (μCT) under physiological conditions. To overcome the low CT contrast of polymers in hydrated environments, radiopaque nanoparticle contrast agent was incorporated into porous devices. The size of resolved features in porous structures is highly dependent on the resolution (voxel size) of the scan. As the voxel size of the CT scan increased (lower resolution) from 5 to 50 μm, the measured pore size was overestimated, and percentage porosity was underestimated by nearly 50%. With the homogeneous introduction of nanoparticles, changes to device structure could be quantified in the hydrated state, including at high-resolution. Biopolymers had significant structural changes post-hydration, including a mean increase of 130% in pore wall thickness that could potentially impact biological response. By incorporating imaging capabilities into polymeric devices, CT can be a facile way to monitor devices from initial design stages through to clinical translation.
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Affiliation(s)
- Kendell M Pawelec
- Michigan State University, Dept Radiology, East Lansing, MI 48824
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Todd A Schoborg
- University of Wyoming, Dept of Molecular Biology, Laramie, WY 82071
| | - Erik M Shapiro
- Michigan State University, Dept Radiology, East Lansing, MI 48824
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA
- Michigan State University, Dept of Physiology, East Lansing, MI 48824, USA
- Michigan State University, Dept of Chemical Engineering and Material Science, East Lansing, MI 48824, USA
- Michigan State University, Dept of Biomedical Engineering, East Lansing, MI 48824, USA
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Pawelec KM, Hix JML, Troia A, Kiupel M, Shapiro EM. Material Composition and Implantation Site Affect in vivo Device Degradation Rate. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.09.612079. [PMID: 39314464 PMCID: PMC11419000 DOI: 10.1101/2024.09.09.612079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Successful tissue engineering requires biomedical devices that initially stabilize wounds, then degrade as tissue is regenerated. However, the material degradation rates reported in literature are often conflicting. Incorporation of in situ monitoring functionality into implanted devices would allow real time assessment of degradation and potential failure. This necessitates introduction of contrast agent as most biomedical devices are composed of polymeric materials with no inherent contrast in medical imaging modalities. In the present study, computed tomography (CT)-visible radiopaque composites were created by adding 5-20wt% tantalum oxide (TaOx) nanoparticles into polymers with distinct degradation profiles: polycaprolactone (PCL), poly(lactide-co-glycolide) (PLGA) 85:15 and PLGA 50:50, representing slow, medium and fast degrading materials respectively. Radiopaque phantoms, mimicking porous tissue engineering devices, were implanted into mice intramuscularly or intraperitoneally, and monitored via CT over 20 weeks. Changes in phantom volume, including collapse and swelling, were visualized over time. Phantom degradation profile was determined by polymer matrix, regardless of nanoparticle addition and foreign body response was dictated by the implant site. In addition, degradation kinetics were significantly affected in mid-degrading materials, transitioning from linear degradation intramuscularly to exponential degradation intraperitoneally, due to differences in inflammatory responses and fluid flow. Nanoparticle excretion from degraded phantoms lagged behind polymer, and future studies will modulate nanoparticle clearance. Utilizing in situ monitoring, this study seeks to unify literature and facilitate better tissue engineering devices, by highlighting the relative effect of composition and implant site on important materials properties.
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Affiliation(s)
- K M Pawelec
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - J M L Hix
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - A Troia
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA
| | - M Kiupel
- Department of Pathobiology and Diagnostic Investigation, Michigan State University, East Lansing, MI 48824, USA
| | - E M Shapiro
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, USA
- Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI 48824, USA
- Department of Physiology, Michigan State University, East Lansing, MI 48824, USA
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Pawelec KM, Hix JML, Troia A, MacRenaris KW, Kiupel M, Shapiro EM. In vivo micro-computed tomography evaluation of radiopaque, polymeric device degradation in normal and inflammatory environments. Acta Biomater 2024; 181:222-234. [PMID: 38648912 PMCID: PMC11144086 DOI: 10.1016/j.actbio.2024.04.031] [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: 02/01/2024] [Revised: 03/26/2024] [Accepted: 04/18/2024] [Indexed: 04/25/2024]
Abstract
Polymeric biomedical implants are an important clinical tool, but degradation remains difficult to determine post-implantation. Computed tomography (CT) could be a powerful tool for device monitoring, but polymers require incorporation of radiopaque contrast agents to be distinguishable from tissue. In addition, immune response to radiopaque devices must be characterized as it modulates device function. Radiopaque devices and films were produced by incorporating 0-20 wt% TaOx nanoparticles into polymers: polycaprolactone (PCL) and poly(lactide-co-glycolide) (PLGA). In vitro inflammatory responses of mouse bone marrow-derived macrophages to polymer matrix incorporating TaOx nanoparticles was determined by monitoring cytokine secretion. Nanoparticle addition stimulated a slight inflammatory reaction, increasing TNFα secretion, mediated by changes in polymer matrix properties. Subsequently, devices (PLGA 50:50 + 20 wt% TaOx) were implanted subcutaneously in a mouse model of chronic inflammation, that featured a sustained increase in inflammatory response local to the implant site over 12 weeks. No changes to device degradation rates or foreign body response were noted between a normal and chronically stimulated inflammatory environment. Serial CT device monitoring post-implantation provided a detailed timeline of device collapse, with no rapid, spontaneous release of nanoparticles that occluded matrix visualization. Importantly, repeat CT sessions did not ablate the immune system or alter degradation kinetics. Thus, polymer devices incorporating radiopaque nanoparticles can be used for in situ monitoring and be readily combined with other medical imaging techniques, for a dynamic view biomaterial and tissue interactions. STATEMENT OF SIGNIFICANCE: A growing number of implantable devices are in use in the clinic, exposing patients to inherent risks of implant movement, collapse, and infection. The ability to monitor implanted devices would enable faster diagnosis of failure and open the door for personalized rehabilitation therapies - both of which could vastly improve patient outcomes. Unfortunately, polymeric materials which make up most biomedical devices are not radiologically distinguishable from tissue post-implantation. The introduction of radiopaque nanoparticles into polymers allows for serial monitoring via computed tomography, without affecting device degradation. Here we demonstrate for the first time that nanoparticles do not undergo burst release from devices post-implantation and that inflammatory responses - a key determinant of device function in vivo - are also unaffected by nanoparticle addition.
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Affiliation(s)
- Kendell M Pawelec
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA; Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA.
| | - Jeremy M L Hix
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA; Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Arianna Troia
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA
| | - Keith W MacRenaris
- Quantitative Bio Element Analysis and Mapping (QBEAM) Center, Michigan State University, East Lansing, MI 48824, USA
| | - Matti Kiupel
- Department of Pathobiology and Diagnostic Investigation, Michigan State University, East Lansing, MI 48824, USA
| | - Erik M Shapiro
- Department of Radiology, Michigan State University, East Lansing, MI 48824, USA; Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48824, USA; Department of Physiology, Michigan State University, East Lansing, MI 48824, USA; Department of Chemical Engineering and Material Science, Michigan State University, East Lansing, MI 48824, USA; Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, USA.
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Delemeester M, Pawelec KM, Hix JML, Siegenthaler JR, Lissy M, Douek P, Houmeau A, Si-Mohamed S, Shapiro EM. Device Design and Diagnostic Imaging of Radiopaque 3D Printed Tissue Engineering Scaffolds. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.26.582070. [PMID: 38464166 PMCID: PMC10925229 DOI: 10.1101/2024.02.26.582070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
3D printed biomaterial implants are revolutionizing personalized medicine for tissue repair, especially in orthopedics. In this study, a radiopaque Bi 2 O 3 doped polycaprolactone ( PCL ) composite is developed and implemented to enable the use of diagnostic X-ray technologies, especially photon counting X-ray computed tomography ( PCCT ), for comprehensive in vivo device monitoring. PCL filament with homogeneous Bi 2 O 3 nanoparticle ( NP ) dispersion (0.8 to 11.7 wt%) are first fabricated. Tissue engineered scaffolds ( TES ) are then 3D printed with the composite filament, optimizing printing parameters for small feature size and severely overhung geometries. These composite TES are characterized via micro-computed tomography ( µ CT ), tensile testing, and a cytocompatibility study, with Bi 2 O 3 mass fractions as low as 2 wt% providing excellent radiographic distinguishability, improved tensile properties, and equivalent cytocompatibility of neat PCL. The excellent radiographic distinguishability is validated in situ by imaging 4 and 7 wt% TES in a mouse model with µCT, showing excellent agreement with in vitro measurements. Subsequently, CT image-derived swine menisci are 3D printed with composite filament and re-implanted in their corresponding swine legs ex vivo . Re-imaging the swine legs via clinical CT allows facile identification of device location and alignment. Finally, the emergent technology of PCCT unambiguously distinguishes implanted menisci in situ.
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Pawelec KM, Hix JML, Troia A, Kiupel M, Shapiro E. In vivo Biomedical Imaging of Immune Tolerant, Radiopaque Nanoparticle-Embedded Polymeric Device Degradation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.26.564238. [PMID: 37961412 PMCID: PMC10634892 DOI: 10.1101/2023.10.26.564238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Biomedical implants remain an important clinical tool for restoring patient mobility and quality of life after trauma. While polymers are often used for devices, their degradation profile remains difficult to determine post-implantation. CT monitoring could be a powerful tool for in situ monitoring of devices, but polymers require the introduction of radiopaque contrast agents, like nanoparticles, to be distinguishable from native tissue. As device function is mediated by the immune system, use of radiopaque nanoparticles for serial monitoring therefore requires a minimal impact on inflammatory response. Radiopaque polymer composites were produced by incorporating 0-20wt% TaOx nanoparticles into synthetic polymers: polycaprolactone (PCL) and poly(lactide-co-glycolide) (PLGA). In vitro inflammatory response to TaOx was determined by monitoring mouse bone marrow derived macrophages on composite films. Nanoparticle addition stimulated only a slight inflammatory reaction, namely increased TNFα secretion, mediated by changes to the polymer matrix properties. When devices (PLGA 50:50 + 20wt% TaOx) were implanted subcutaneously in a mouse model of chronic inflammation, no changes to device degradation were noted although macrophage number was increased over 12 weeks. Serial CT monitoring of devices post-implantation provided a detailed timeline of device structural collapse, with no burst release of the nanoparticles from the implant. Changes to the device were not significantly altered with monitoring, nor was the immune system ablated when checked via blood cell count and histology. Thus, polymer devices incorporating radiopaque TaOx NPs can be used for in situ CT monitoring, and can be readily combined with multiple medical imaging techniques, for a truly dynamic view biomaterials interaction with tissues throughout regeneration, paving the way for a more structured approach to biomedical device design.
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Affiliation(s)
- Kendell M Pawelec
- Department of Radiology, Michigan State University, East Lansing, MI 48823, USA
| | - Jeremy M L Hix
- Department of Radiology, Michigan State University, East Lansing, MI 48823, USA
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48823, USA
| | - Arianna Troia
- Department of Radiology, Michigan State University, East Lansing, MI 48823, USA
| | - Matti Kiupel
- Department of Pathobiology and Diagnostic Investigation, Michigan State University, East Lansing, MI 48823, USA
| | - Erik Shapiro
- Department of Radiology, Michigan State University, East Lansing, MI 48823, USA
- Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI 48823, USA
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Pawelec KM, Hix JML, Shapiro EM. Functional attachment of primary neurons and glia on radiopaque implantable biomaterials for nerve repair. NANOMEDICINE : NANOTECHNOLOGY, BIOLOGY, AND MEDICINE 2023; 52:102692. [PMID: 37328139 PMCID: PMC10527527 DOI: 10.1016/j.nano.2023.102692] [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: 02/27/2023] [Revised: 05/05/2023] [Accepted: 05/24/2023] [Indexed: 06/18/2023]
Abstract
Repairing peripheral nerve injuries remains a challenge, even with use of auxiliary implantable biomaterial conduits. After implantation the location or function of polymeric devices cannot be assessed via clinical imaging modalities. Adding nanoparticle contrast agents into polymers can introduce radiopacity enabling imaging using computed tomography. Radiopacity must be balanced with changes in material properties impacting device function. In this study radiopaque composites were made from polycaprolactone and poly(lactide-co-glycolide) 50:50 and 85:15 with 0-40 wt% tantalum oxide (TaOx) nanoparticles. To achieve radiopacity, ≥5 wt% TaOx was required, with ≥20 wt% TaOx reducing mechanical properties and causing nanoscale surface roughness. Composite films facilitated nerve regeneration in an in vitro co-culture of adult glia and neurons, measured by markers for myelination. The ability of radiopaque films to support regeneration was driven by the properties of the polymer, with 5-20 wt% TaOx balancing imaging functionality with biological response and proving that in situ monitoring is feasible.
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Affiliation(s)
- Kendell M Pawelec
- Michigan State University, Dept Radiology, East Lansing, MI 48823, United States of America.
| | - Jeremy M L Hix
- Michigan State University, Dept Radiology, East Lansing, MI 48823, United States of America; Michigan State University, Institute for Quantitative Health Science and Engineering (IQ), East Lansing, MI 48823, United States of America
| | - Erik M Shapiro
- Michigan State University, Dept Radiology, East Lansing, MI 48823, United States of America.
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Pawelec KM, Tu E, Chakravarty S, Hix JML, Buchanan L, Kenney L, Buchanan F, Chatterjee N, Das S, Alessio A, Shapiro EM. Incorporating Tantalum Oxide Nanoparticles into Implantable Polymeric Biomedical Devices for Radiological Monitoring. Adv Healthc Mater 2023; 12:e2203167. [PMID: 36848875 PMCID: PMC10460461 DOI: 10.1002/adhm.202203167] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 02/19/2023] [Indexed: 03/01/2023]
Abstract
Longitudinal radiological monitoring of biomedical devices is increasingly important, driven by the risk of device failure following implantation. Polymeric devices are poorly visualized with clinical imaging, hampering efforts to use diagnostic imaging to predict failure and enable intervention. Introducing nanoparticle contrast agents into polymers is a potential method for creating radiopaque materials that can be monitored via computed tomography. However, the properties of composites may be altered with nanoparticle addition, jeopardizing device functionality. Thus, the material and biomechanical responses of model nanoparticle-doped biomedical devices (phantoms), created from 0-40 wt% tantalum oxide (TaOx ) nanoparticles in polycaprolactone and poly(lactide-co-glycolide) 85:15 and 50:50, representing non, slow, and fast degrading systems, respectively, are investigated. Phantoms degrade over 20 weeks in vitro in simulated physiological environments: healthy tissue (pH 7.4), inflammation (pH 6.5), and lysosomal conditions (pH 5.5), while radiopacity, structural stability, mechanical strength, and mass loss are monitored. The polymer matrix determines overall degradation kinetics, which increases with lower pH and higher TaOx content. Importantly, all radiopaque phantoms could be monitored for a full 20 weeks. Phantoms implanted in vivo and serially imaged demonstrate similar results. An optimal range of 5-20 wt% TaOx nanoparticles balances radiopacity requirements with implant properties, facilitating next-generation biomedical devices.
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Affiliation(s)
- Kendell M. Pawelec
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
| | - Ethan Tu
- Department of Biomedical EngineeringMichigan State University775 Woodlot DrEast LansingMI48824USA
| | - Shatadru Chakravarty
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
- Present address:
TechInsightsSuite 500, 1891 Robertson RdNepeanONK2H 5B7Canada
| | - Jeremy M. L. Hix
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
- Institute for Quantitative Health Science and Engineering (IQ)Michigan State University775 Woodlot DrEast LansingMI48824USA
| | - Lane Buchanan
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
| | - Legend Kenney
- Department of Biomedical EngineeringMichigan State University775 Woodlot DrEast LansingMI48824USA
| | - Foster Buchanan
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
- Present address:
Lake Erie College of Osteopathic Medicine1858 W Grandview BlvdEriePA16509USA
| | - Nandini Chatterjee
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
| | - Subhashri Das
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
| | - Adam Alessio
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
- Department of Biomedical EngineeringMichigan State University775 Woodlot DrEast LansingMI48824USA
- Department of Computational Mathematics Science EngineeringMichigan State University428 S. Shaw LnEast LansingMI48824USA
| | - Erik M. Shapiro
- Department of RadiologyMichigan State University846 Service RdEast LansingMI48824USA
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Pawelec KM, Tu E, Chakravarty S, Hix JM, Buchanan L, Kenney L, Buchanan F, Chatterjee N, Das S, Alessio A, Shapiro EM. Incorporating Radiopacity into Implantable Polymeric Biomedical Devices for Clinical Radiological Monitoring. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.06.523025. [PMID: 36711467 PMCID: PMC9881976 DOI: 10.1101/2023.01.06.523025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Longitudinal radiological monitoring of biomedical devices is increasingly important, driven by risk of device failure following implantation. Polymeric devices are poorly visualized with clinical imaging, hampering efforts to use diagnostic imaging to predict failure and enable intervention. Introducing nanoparticle contrast agents into polymers is a potential method for creating radiopaque materials that can be monitored via computed tomography. However, properties of composites may be altered with nanoparticle addition, jeopardizing device functionality. This, we investigated material and biomechanical response of model nanoparticle-doped biomedical devices (phantoms), created from 0-40wt% TaO x nanoparticles in polycaprolactone, poly(lactide-co-glycolide) 85:15 and 50:50, representing non-, slow and fast degrading systems, respectively. Phantoms degraded over 20 weeks in vitro, in simulated physiological environments: healthy tissue (pH 7.4), inflammation (pH 6.5), and lysosomal conditions (pH 5.5), while radiopacity, structural stability, mechanical strength and mass loss were monitored. The polymer matrix determined overall degradation kinetics, which increased with lower pH and higher TaO x content. Importantly, all radiopaque phantoms could be monitored for a full 20-weeks. Phantoms implanted in vivo and serially imaged, demonstrated similar results. An optimal range of 5-20wt% TaO x nanoparticles balanced radiopacity requirements with implant properties, facilitating next-generation biomedical devices.
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Affiliation(s)
| | - Ethan Tu
- Michigan State University, Dept Biomedical Engineering, East Lansing, MI 48823
| | | | - Jeremy Ml Hix
- Michigan State University, Dept Radiology, East Lansing, MI 48823
- Michigan State University, Institute for Quantitative Health Science and Engineering (IQ), East Lansing, MI 48823
| | - Lane Buchanan
- Michigan State University, Dept Radiology, East Lansing, MI 48823
| | - Legend Kenney
- Michigan State University, Dept Biomedical Engineering, East Lansing, MI 48823
| | - Foster Buchanan
- Michigan State University, Dept Radiology, East Lansing, MI 48823
| | | | - Subhashri Das
- Michigan State University, Dept Radiology, East Lansing, MI 48823
| | - Adam Alessio
- Michigan State University, Dept Radiology, East Lansing, MI 48823
- Michigan State University, Dept Biomedical Engineering, East Lansing, MI 48823
- Michigan State University, Dept of Computational Mathematics Science Engineering, East Lansing, MI 48823
| | - Erik M Shapiro
- Michigan State University, Dept Radiology, East Lansing, MI 48823
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Li L, Gil CJ, Finamore TA, Evans CJ, Tomov ML, Ning L, Theus A, Kabboul G, Serpooshan V, Roeder RK. Methacrylate‐Modified Gold Nanoparticles Enable Noninvasive Monitoring of Photocrosslinked Hydrogel Scaffolds. ADVANCED NANOBIOMED RESEARCH 2022; 2. [DOI: 10.1002/anbr.202200022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Affiliation(s)
- Lan Li
- Department of Aerospace and Mechanical Engineering Bioengineering Graduate Program University of Notre Dame Notre Dame IN 46556 USA
- Notre Dame Center for Nanoscience and Technology (NDnano) Materials Science and Engineering Graduate Program University of Notre Dame Notre Dame IN 46556 USA
| | - Carmen J. Gil
- Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology Atlanta GA 30332 USA
| | - Tyler A. Finamore
- Department of Aerospace and Mechanical Engineering Bioengineering Graduate Program University of Notre Dame Notre Dame IN 46556 USA
| | - Connor J. Evans
- Department of Aerospace and Mechanical Engineering Bioengineering Graduate Program University of Notre Dame Notre Dame IN 46556 USA
| | - Martin L. Tomov
- Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology Atlanta GA 30332 USA
| | - Liqun Ning
- Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology Atlanta GA 30332 USA
| | - Andrea Theus
- Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology Atlanta GA 30332 USA
| | - Gabriella Kabboul
- Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology Atlanta GA 30332 USA
| | - Vahid Serpooshan
- Wallace H. Coulter Department of Biomedical Engineering Georgia Institute of Technology Atlanta GA 30332 USA
- Department of Pediatrics Emory University School of Medicine Emory University Atlanta GA 30322 USA
| | - Ryan K. Roeder
- Department of Aerospace and Mechanical Engineering Bioengineering Graduate Program University of Notre Dame Notre Dame IN 46556 USA
- Notre Dame Center for Nanoscience and Technology (NDnano) Materials Science and Engineering Graduate Program University of Notre Dame Notre Dame IN 46556 USA
- Department of Aerospace and Mechanical Engineering Bioengineering Graduate Program University of Notre Dame 148 Multidisciplinary Research Building Notre Dame IN 46556 USA
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