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Kurman Y, Lahav N, Schuetz R, Shultzman A, Roques-Carmes C, Lifshits A, Zaken S, Lenkiewicz T, Strassberg R, Be’er O, Bekenstein Y, Kaminer I. Purcell-enhanced x-ray scintillation. SCIENCE ADVANCES 2024; 10:eadq6325. [PMID: 39485836 PMCID: PMC11529716 DOI: 10.1126/sciadv.adq6325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 09/30/2024] [Indexed: 11/03/2024]
Abstract
Scintillation materials convert high-energy radiation to optical light through a complex multistage process. The last stage of the process is spontaneous light emission, which usually governs and limits the scintillator emission rate and light yield. For decades, scintillator research focused on developing faster-emitting materials or external photonic coatings for improving light yields. Here, we experimentally demonstrate a fundamentally different approach: enhancing the scintillation rate and yield via the Purcell effect, utilizing optical environment engineering to boost spontaneous emission. This enhancement is universally applicable to any scintillating material and dopant when the material's nanoscale geometry is engineered. We design a thin multilayer nanophotonic scintillator, demonstrating Purcell-enhanced scintillation with 50% enhancement in emission rate and 80% enhancement in light yield. The emission is robust to fabrication disorder, further highlighting its potential for x-ray applications. Our results show prospects for bridging nanophotonics and scintillator science toward reduced radiation dosage and increased resolution for high-energy particle detection.
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Affiliation(s)
- Yaniv Kurman
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Neta Lahav
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Department of Materials Science and Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Roman Schuetz
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Avner Shultzman
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | | | - Alon Lifshits
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Segev Zaken
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Tom Lenkiewicz
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Rotem Strassberg
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Orr Be’er
- Department of Materials Science and Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Yehonadav Bekenstein
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Department of Materials Science and Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
| | - Ido Kaminer
- Department of Electrical and Computer Engineering, Technion - Israel Institute of Technology, 32000 Haifa, Israel
- Solid State Institute, Technion - Israel Institute of Technology, 32000 Haifa, Israel
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2
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Corey ZJ, Lu P, Zhang G, Sharma Y, Rutherford BX, Dhole S, Roy P, Wang Z, Wu Y, Wang H, Chen A, Jia Q. Structural and Optical Properties of High Entropy (La,Lu,Y,Gd,Ce)AlO 3 Perovskite Thin Films. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2202671. [PMID: 36026570 PMCID: PMC9561869 DOI: 10.1002/advs.202202671] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Revised: 07/12/2022] [Indexed: 06/15/2023]
Abstract
Mixtures of Ce-doped rare-earth aluminum perovskites are drawing a significant amount of attention as potential scintillating devices. However, the synthesis of complex perovskite systems leads to many challenges. Designing the A-site cations with an equiatomic ratio allows for the stabilization of a single-crystal phase driven by an entropic regime. This work describes the synthesis of a highly epitaxial thin film of configurationally disordered rare-earth aluminum perovskite oxide (La0.2 Lu0.2 Y0.2 Gd0.2 Ce0.2 )AlO3 and characterizes the structural and optical properties. The thin films exhibit three equivalent epitaxial domains having an orthorhombic structure resulting from monoclinic distortion of the perovskite cubic cell. An excitation of 286.5 nm from Gd3+ and energy transfer to Ce3+ with 405 nm emission are observed, which represents the potential for high-energy conversion. These experimental results also offer the pathway to tunable optical properties of high-entropy rare-earth epitaxial perovskite films for a range of applications.
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Affiliation(s)
- Zachary J. Corey
- Department of Materials Design and InnovationUniversity at BuffaloBuffaloNY14260USA
- Center for Integrated Nanotechnologies (CINT)Los Alamos National LaboratoryLos AlamosNM87545USA
| | - Ping Lu
- Sandia National LaboratoriesAlbuquerqueNM87185USA
| | - Guangran Zhang
- Kazuo Inamori School of EngineeringNew York State College of CeramicsAlfred UniversityAlfredNY14802USA
| | - Yogesh Sharma
- Center for Integrated Nanotechnologies (CINT)Los Alamos National LaboratoryLos AlamosNM87545USA
| | - Bethany X. Rutherford
- Center for Integrated Nanotechnologies (CINT)Los Alamos National LaboratoryLos AlamosNM87545USA
- Department Electrical and Computer EngineeringSchool of Materials EngineeringPurdue UniversityWest LafayetteIN47907USA
| | - Samyak Dhole
- Department of Materials Design and InnovationUniversity at BuffaloBuffaloNY14260USA
| | - Pinku Roy
- Department of Materials Design and InnovationUniversity at BuffaloBuffaloNY14260USA
- Center for Integrated Nanotechnologies (CINT)Los Alamos National LaboratoryLos AlamosNM87545USA
| | - Zhehui Wang
- Physics DivisionLos Alamos National LaboratoryLos AlamosNM87545USA
| | - Yiquan Wu
- Kazuo Inamori School of EngineeringNew York State College of CeramicsAlfred UniversityAlfredNY14802USA
| | - Haiyan Wang
- Department Electrical and Computer EngineeringSchool of Materials EngineeringPurdue UniversityWest LafayetteIN47907USA
| | - Aiping Chen
- Center for Integrated Nanotechnologies (CINT)Los Alamos National LaboratoryLos AlamosNM87545USA
| | - Quanxi Jia
- Department of Materials Design and InnovationUniversity at BuffaloBuffaloNY14260USA
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3
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Lin Z, Lv S, Yang Z, Qiu J, Zhou S. Structured Scintillators for Efficient Radiation Detection. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2102439. [PMID: 34761546 PMCID: PMC8805559 DOI: 10.1002/advs.202102439] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 10/04/2021] [Indexed: 05/02/2023]
Abstract
Scintillators, which can convert high-energy ionizing radiation into visible light, have been serving as the core component in radiation detectors for more than a century of history. To address the increasing application demands along with the concern on nuclear security, various strategies have been proposed to develop a next-generation scintillator with a high performance in past decades, among which the novel approach via structure control has received great interest recently due to its high feasibility and efficiency. Herein, the concept of "structure engineering" is proposed for the exploration of this type of scintillators. Via internal or external structure design with size ranging from micro size to macro size, this promising strategy cannot only improve scintillator performance, typically radiation stopping power and light yield, but also extend its functionality for specific applications such as radiation imaging and therapy, opening up a new range of material candidates. The research and development of various types of structured scintillators are reviewed. The current state-of-the-art progresses on structure design, fabrication techniques, and the corresponding applications are discussed. Furthermore, an outlook focusing on the current challenges and future development is proposed.
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Affiliation(s)
- Ziyu Lin
- State Key Laboratory of Luminescent Materials and DevicesSchool of Materials Science and EngineeringSouth China University of TechnologyGuangdong Provincial Key Laboratory of Fiber Laser Materials and Applied TechniquesGuangdong Engineering Technology Research and Development Center of Special Optical Fiber Materials and DevicesGuangzhou510640China
| | - Shichao Lv
- State Key Laboratory of Luminescent Materials and DevicesSchool of Materials Science and EngineeringSouth China University of TechnologyGuangdong Provincial Key Laboratory of Fiber Laser Materials and Applied TechniquesGuangdong Engineering Technology Research and Development Center of Special Optical Fiber Materials and DevicesGuangzhou510640China
| | - Zhongmin Yang
- State Key Laboratory of Luminescent Materials and DevicesSchool of Materials Science and EngineeringSouth China University of TechnologyGuangdong Provincial Key Laboratory of Fiber Laser Materials and Applied TechniquesGuangdong Engineering Technology Research and Development Center of Special Optical Fiber Materials and DevicesGuangzhou510640China
| | - Jianrong Qiu
- College of Optical Science and EngineeringZhejiang UniversityHangzhou310027China
| | - Shifeng Zhou
- State Key Laboratory of Luminescent Materials and DevicesSchool of Materials Science and EngineeringSouth China University of TechnologyGuangdong Provincial Key Laboratory of Fiber Laser Materials and Applied TechniquesGuangdong Engineering Technology Research and Development Center of Special Optical Fiber Materials and DevicesGuangzhou510640China
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Gupta SK, Mao Y. Recent advances, challenges, and opportunities of inorganic nanoscintillators. FRONTIERS OF OPTOELECTRONICS 2020; 13:156-187. [PMID: 36641550 PMCID: PMC9743955 DOI: 10.1007/s12200-020-1003-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Accepted: 03/19/2020] [Indexed: 05/11/2023]
Abstract
This review article highlights the exploration of inorganic nanoscintillators for various scientific and technological applications in the fields of radiation detection, bioimaging, and medical theranostics. Various aspects of nanoscintillators pertaining to their fundamental principles, mechanism, structure, applications are briefly discussed. The mechanisms of inorganic nanoscintillators are explained based on the fundamental principles, instrumentation involved, and associated physical and chemical phenomena, etc. Subsequently, the promise of nanoscintillators over the existing single-crystal scintillators and other types of scintillators is presented, enabling their development for multifunctional applications. The processes governing the scintillation mechanisms in nanodomains, such as surface, structure, quantum, and dielectric confinement, are explained to reveal the underlying nanoscale scintillation phenomena. Additionally, suitable examples are provided to explain these processes based on the published data. Furthermore, we attempt to explain the different types of inorganic nanoscintillators in terms of the powder nanoparticles, thin films, nanoceramics, and glasses to ensure that the effect of nanoscience in different nanoscintillator domains can be appreciated. The limitations of nanoscintillators are also highlighted in this review article. The advantages of nanostructured scintillators, including their property-driven applications, are also explained. This review article presents the considerable application potential of nanostructured scintillators with respect to important aspects as well as their physical and application significance in a concise manner.
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Affiliation(s)
- Santosh K Gupta
- Radiochemistry Division, Bhabha Atomic Research Centre, Trombay, Mumbai, 400085, India
| | - Yuanbing Mao
- Department of Chemistry, Illinois Institute of Technology, Chicago, IL, 60616, USA.
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Liu Z, Lan X. Microfluidic radiobioassays: a radiometric detection tool for understanding cellular physiology and pharmacokinetics. LAB ON A CHIP 2019; 19:2315-2339. [PMID: 31222194 DOI: 10.1039/c9lc00159j] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
The investigation of molecular uptake and its kinetics in cells is valuable for understanding the cellular physiological status, the observation of drug interventions, and the development of imaging agents and pharmaceuticals. Microfluidic radiobioassays, or microfluidic radiometric bioassays, constitute a radiometric imaging-on-a-chip technology for the assay of biological samples using radiotracers. From 2006 to date, microfluidic radiobioassays have shown advantages in many applications, including radiotracer characterization, enzyme activity radiobioassays, fast drug evaluation, single-cell imaging, facilitation of dynamic positron emission tomography (PET) imaging, and cellular pharmacokinetics (PK)/pharmacodynamics (PD) studies. These advantages lie in the minimized and integrated detection scheme, allowing real-time tracking of dynamic uptake, high sensitivity radiotracer imaging, and quantitative interpretation of imaging results. In this review, the basics of radiotracers, various radiometric detection methods, and applications of microfluidic radiobioassays will be introduced and summarized, and the potential applications and future directions of microfluidic radiobioassays will be forecasted.
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Affiliation(s)
- Zhen Liu
- Department of Nuclear Medicine, Wuhan Union Hospital, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1277 Jiefang Ave, Wuhan, Hubei Province 430022, China.
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Radio-, Thermo- and Photoluminescence Properties of Lu2O3:Eu and Lu2O3:Tb Nanopowder and Film Scintillators. CRYSTALS 2019. [DOI: 10.3390/cryst9030148] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
This work is dedicated to the preparation and characterization of the radio-, thermo-, and photoluminescent properties of Lu2O3:Eu and Lu2O3:Tb nanopowder (NPs) scintillators, prepared by means of hydrothermal processing, and their film analogues made of these NPs by the spin coating method. The luminescent properties of NPs and films were characterized by cathodoluminescence (CL), photoluminescence (PL), X-ray excited radioluminescence (RL), and thermoluminescence (TL) at low and high temperatures. In Lu2O3:Eu NPs and films, mostly the luminescence of Eu3+ ions occupying the C2 site of the host, with the most intensive peaks at 611.6 nm and a decay time of 1.5 ms, was observed. On the contrary, two types of Tb3+ centers in the C2 and C3i sites with the main emission lines at 542.4 and 544.0 nm and the corresponding 4f→5d excitation bands at 270 and 305 nm and decay times of t1/e = 2.17 and 3.96 ms were observed in the case of Lu2O3:Tb NPs and films. Indications were noted that Tb3+ in the C3i symmetry position was most active in the CL spectra of Lu2O3:Tb NPs and a respective film. Thermoluminescent peaks at 110 °C and 170 °C for Lu2O3:Eu NPs and at 75 °C and 120 °C in Lu2O3:Tb NPs were observed corresponding to the hole and electron traps, respectively. Significantly different onsets of temperature quenching of Eu3+ and Tb3+ luminescence in Lu2O3:Eu and Lu2O3:Tb NPs were found at ~90 °C and ~320 °C, respectively.
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7
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Avram D, Tiseanu I, Vasile BS, Florea M, Tiseanu C. Near infrared emission properties of Er doped cubic sesquioxides in the second/third biological windows. Sci Rep 2018; 8:18033. [PMID: 30575789 PMCID: PMC6303399 DOI: 10.1038/s41598-018-36639-y] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2018] [Accepted: 11/21/2018] [Indexed: 11/17/2022] Open
Abstract
In the recent years, there is an extensive effort concentrated towards the development of nanoparticles with near-infrared emission within the so called second or third biological windows induced by excitation outside 800-1000 nm range corresponding to the traditional Nd (800 nm) and Yb (980 nm) sensitizers. Here, we present a first report on the near-infrared (900-1700 nm) emission of significant member of cubic sesquioxides, Er-Lu2O3 nanoparticles, measured under both near-infrared up-conversion and low energy X-ray excitations. The nanoparticle compositions are optimized by varying Er concentration and Li addition. It is found that, under ca. 1500 nm up-conversion excitation, the emission is almost monochromatic (>93%) and centered at 980 nm while over 80% of the X-ray induced emission is concentrated around 1500 nm. The mechanisms responsible for the up-conversion emission of Er - Lu2O3 are identified by help of the up-conversion emission and excitation spectra as well as emission decays considering multiple excitation/emission transitions across visible to near-infrared ranges. Comparison between the emission properties of Er-Lu2O3 and Er-Y2O3 induced by optical and X-ray excitation is also presented. Our results suggest that the further optimized Er-doped cubic sesquioxides represent promising candidates for bioimaging and photovoltaic applications.
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Affiliation(s)
- Daniel Avram
- National Institute for Laser, Plasma and Radiation Physics, P.O. Box MG-36, RO 76900, Bucharest, Magurele, Romania
- University of Bucharest, Faculty of Physics, 405 Atomistilor Street, 077125, Magurele, Ilfov, Romania
| | - Ion Tiseanu
- National Institute for Laser, Plasma and Radiation Physics, P.O. Box MG-36, RO 76900, Bucharest, Magurele, Romania
| | - Bogdan S Vasile
- University POLITEHNICA from Bucharest, National Research Center for Food Safety, 313 Splaiul Independentei Street, RO 060042, Bucharest, Romania
| | - Mihaela Florea
- National Institute of Materials Physics, 405A Atomistilor Street, 077125, Magurele, Ilfov, Romania
| | - Carmen Tiseanu
- National Institute for Laser, Plasma and Radiation Physics, P.O. Box MG-36, RO 76900, Bucharest, Magurele, Romania.
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8
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Sengupta D, Kim TJ, Almasi S, Miller S, Marton Z, Nagarkar V, Pratx G. Development and characterization of a scintillating cell imaging dish for radioluminescence microscopy. Analyst 2018; 143:1862-1869. [PMID: 29543293 PMCID: PMC6035884 DOI: 10.1039/c8an00106e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Radioluminescence microscopy is an emerging modality that can be used to image radionuclide probes with micron-scale resolution. This technique is particularly useful as a way to probe the metabolic behavior of single cells and to screen and characterize radiopharmaceuticals, but the quality of the images is critically dependent on the scintillator material used to image the cells. In this paper, we detail the development of a microscopy dish made of a thin-film scintillating material, Lu2O3:Eu, that could be used as the blueprint for a future consumable product. After developing a simple quality control method based on long-lived alpha and beta sources, we characterize the radioluminescence properties of various thin-film scintillator samples. We find consistent performance for most samples, but also identify a few samples that do not meet the specifications, thus stressing the need for routine quality control prior to biological experiments. In addition, we test and quantify the transparency of the material, and demonstrate that transparency correlates with thickness. Finally, we evaluate the biocompatibility of the material and show that the microscopy dish can produce radioluminescent images of live single cells.
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Affiliation(s)
- Debanti Sengupta
- Radiation Oncology, Stanford University, 300 Pasteur Dr, Stanford, California, USA.
| | - Tae Jin Kim
- Radiation Oncology, Stanford University, 300 Pasteur Dr, Stanford, California, USA.
| | - Sepideh Almasi
- Radiation Oncology, Stanford University, 300 Pasteur Dr, Stanford, California, USA.
| | - Stuart Miller
- Radiation Monitoring Devices Inc, Watertown, Massachusetts, USA
| | - Zsolt Marton
- Radiation Monitoring Devices Inc, Watertown, Massachusetts, USA
| | - Vivek Nagarkar
- Radiation Monitoring Devices Inc, Watertown, Massachusetts, USA
| | - Guillem Pratx
- Radiation Oncology, Stanford University, 300 Pasteur Dr, Stanford, California, USA.
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Wang Q, Sengupta D, Kim TJ, Pratx G. In silico optimization of radioluminescence microscopy. JOURNAL OF BIOPHOTONICS 2018; 11:10.1002/jbio.201700138. [PMID: 28945305 PMCID: PMC5839938 DOI: 10.1002/jbio.201700138] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2017] [Revised: 09/19/2017] [Accepted: 09/21/2017] [Indexed: 06/07/2023]
Abstract
Radioluminescence microscopy (RLM) is a high-resolution method for imaging radionuclide uptake in live cells within a fluorescence microscopy environment. Although RLM currently provides sufficient spatial resolution and sensitivity for cell imaging, it has not been systematically optimized. This study seeks to optimize the parameters of the system by computational simulation using a combination of numerical models for the system's various components: Monte-Carlo simulation for radiation transport, 3D optical point-spread function for the microscope, and stochastic photosensor model for the electron multiplying charge coupled device (EMCCD) camera. The relationship between key parameters and performance metrics relevant to image quality is examined. Results show that Lu2 O3 :Eu yields the best performance among 5 different scintillator materials, and a thickness: 8 μm can best balance spatial resolution and sensitivity. For this configuration, a spatial resolution of ~20 μm and sensitivity of 40% can be achieved for all 3 magnifications investigated, provided that the user adjusts pixel binning and electron multiplying (EM) gain accordingly. Hence the primary consideration for selecting the magnification should be the desired field of view and magnification for concurrent optical microscopy studies. In conclusion, this study estimates the optimal imaging performance achievable with RLM and promotes further development for more robust imaging of cellular processes using radiotracers.
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Affiliation(s)
- Qian Wang
- Department of Radiation Oncology, Stanford University, California
94305, United States
| | - Debanti Sengupta
- Department of Radiation Oncology, Stanford University, California
94305, United States
| | - Tae Jin Kim
- Department of Radiation Oncology, Stanford University, California
94305, United States
| | - Guillem Pratx
- Department of Radiation Oncology, Stanford University, California
94305, United States
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Ha NS, Sadeghi S, van Dam RM. Recent Progress toward Microfluidic Quality Control Testing of Radiopharmaceuticals. MICROMACHINES 2017; 8:E337. [PMID: 30400527 PMCID: PMC6190332 DOI: 10.3390/mi8110337] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/27/2017] [Revised: 11/08/2017] [Accepted: 11/18/2017] [Indexed: 01/18/2023]
Abstract
Radiopharmaceuticals labeled with short-lived positron-emitting or gamma-emitting isotopes are injected into patients just prior to performing positron emission tomography (PET) or single photon emission tomography (SPECT) scans, respectively. These imaging modalities are widely used in clinical care, as well as in the development and evaluation of new therapies in clinical research. Prior to injection, these radiopharmaceuticals (tracers) must undergo quality control (QC) testing to ensure product purity, identity, and safety for human use. Quality tests can be broadly categorized as (i) pharmaceutical tests, needed to ensure molecular identity, physiological compatibility and that no microbiological, pyrogenic, chemical, or particulate contamination is present in the final preparation; and (ii) radioactive tests, needed to ensure proper dosing and that there are no radiochemical and radionuclidic impurities that could interfere with the biodistribution or imaging. Performing the required QC tests is cumbersome and time-consuming, and requires an array of expensive analytical chemistry equipment and significant dedicated lab space. Calibrations, day of use tests, and documentation create an additional burden. Furthermore, in contrast to ordinary pharmaceuticals, each batch of short-lived radiopharmaceuticals must be manufactured and tested within a short period of time to avoid significant losses due to radioactive decay. To meet these challenges, several efforts are underway to develop integrated QC testing instruments that automatically perform and document all of the required tests. More recently, microfluidic quality control systems have been gaining increasing attention due to vastly reduced sample and reagent consumption, shorter analysis times, higher detection sensitivity, increased multiplexing, and reduced instrumentation size. In this review, we describe each of the required QC tests and conventional testing methods, followed by a discussion of efforts to directly miniaturize the test or examples in the literature that could be implemented for miniaturized QC testing.
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Affiliation(s)
- Noel S Ha
- Department of Bioengineering, Henry Samueli School of Engineering and Applied Science, University of California Los Angeles, Los Angeles, CA 90095, USA.
- Crump Institute for Molecular Imaging and Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
| | - Saman Sadeghi
- Crump Institute for Molecular Imaging and Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
| | - R Michael van Dam
- Department of Bioengineering, Henry Samueli School of Engineering and Applied Science, University of California Los Angeles, Los Angeles, CA 90095, USA.
- Crump Institute for Molecular Imaging and Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
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Lv S, Cao M, Li C, Li J, Qiu J, Zhou S. In-Situ Phase Transition Control in the Supercooled State for Robust Active Glass Fiber. ACS APPLIED MATERIALS & INTERFACES 2017; 9:20664-20670. [PMID: 28562010 DOI: 10.1021/acsami.7b05317] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The construction of a dopant-activated photonic composite is of great technological importance for various applications, including smart lighting, optical amplification, laser, and optical detection. The bonding arrangement around the introduced dopants largely determines the properties, yet it remains a daunting challenge to manipulate the local state of the matrix (i.e., phase) inside the transparent composite in a controllable manner. Here we demonstrate that the relaxation of the supercooled state enables in-situ phase transition control in glass. Benefiting from the unique local atom arrangement manner, the strategy offers the possibility for simultaneously tuning the chemical environment of the incorporated dopant and engineering the dopant-host interaction. This allows us to effectively activate the dopant with high efficiency (calculated as ∼100%) and profoundly enhance the dopant-host energy-exchange interaction. Our results highlight that the in-situ phase transition control in glass may provide new opportunities for fabrication of unusual photonic materials with intense broadband emission at ∼1100 nm and development of the robust optical detection unit with high compactness and broadband photon-harvesting capability (from X-ray to ultraviolet light).
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Affiliation(s)
- Shichao Lv
- State Key Laboratory of Luminescent Materials and Devices, School of Materials Science and Engineering, South China University of Technology , Guangzhou 510640, China
- Guangdong Provincial Key Laboratory of Fiber Laser Materials and Applied Techniques, Special Glass Fiber and Device Engineering Technology Research and Development Center of Guangdong Province , Guangzhou 510640, China
| | - Maoqing Cao
- Key Laboratory of Transparent Opto-functional Inorganic Materials, Shanghai Institute of Ceramics, Chinese Academy of Sciences , Shanghai 200050, China
| | - Chaoyu Li
- Key Laboratory of Transparent Opto-functional Inorganic Materials, Shanghai Institute of Ceramics, Chinese Academy of Sciences , Shanghai 200050, China
| | - Jiang Li
- Key Laboratory of Transparent Opto-functional Inorganic Materials, Shanghai Institute of Ceramics, Chinese Academy of Sciences , Shanghai 200050, China
| | - Jianrong Qiu
- College of Optical Science and Engineering, State Key Laboratory of Modern Optical Instrumentation, Zhejiang University , Hangzhou 310027, China
| | - Shifeng Zhou
- State Key Laboratory of Luminescent Materials and Devices, School of Materials Science and Engineering, South China University of Technology , Guangzhou 510640, China
- Guangdong Provincial Key Laboratory of Fiber Laser Materials and Applied Techniques, Special Glass Fiber and Device Engineering Technology Research and Development Center of Guangdong Province , Guangzhou 510640, China
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12
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Gallina ME, Kim TJ, Shelor M, Vasquez J, Mongersun A, Kim M, Tang SKY, Abbyad P, Pratx G. Toward a Droplet-Based Single-Cell Radiometric Assay. Anal Chem 2017; 89:6472-6481. [PMID: 28562033 PMCID: PMC5480233 DOI: 10.1021/acs.analchem.7b00414] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
![]()
Radiotracers are
widely used to track molecular processes, both in vitro and in vivo, with high sensitivity
and specificity. However, most radionuclide detection methods have
spatial resolution inadequate for single-cell analysis. A few existing
methods can extract single-cell information from radioactive decays,
but the stochastic nature of the process precludes high-throughput
measurement (and sorting) of single cells. In this work, we introduce
a new concept for translating radioactive decays occurring stochastically
within radiolabeled single-cells into an integrated, long-lasting
fluorescence signal. Single cells are encapsulated in radiofluorogenic
droplets containing molecular probes sensitive to byproducts of ionizing
radiation (primarily reactive oxygen species, or ROS). Different probes
were examined in bulk solutions, and dihydrorhodamine 123 (DHRh 123)
was selected as the lead candidate due to its sensitivity and reproducibility.
Fluorescence intensity of DHRh 123 in bulk increased at a rate of
54% per Gy of X-ray radiation and 15% per MBq/ml of 2-deoxy-2-[18F]-fluoro-d-glucose ([18F]FDG). Fluorescence
imaging of microfluidic droplets showed the same linear response,
but droplets were less sensitive overall than the bulk ROS sensor
(detection limit of 3 Gy per droplet). Finally, droplets encapsulating
radiolabeled cancer cells allowed, for the first time, the detection
of [18F]FDG radiotracer uptake in single cells through
fluorescence activation. With further improvements, we expect this
technology to enable quantitative measurement and selective sorting
of single cells based on the uptake of radiolabeled small molecules.
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Affiliation(s)
- Maria Elena Gallina
- Division of Medical Physics, Department of Radiation Oncology, Stanford University , 300 Pasteur Drive, Palo Alto, California 94305, United States
| | - Tae Jin Kim
- Division of Medical Physics, Department of Radiation Oncology, Stanford University , 300 Pasteur Drive, Palo Alto, California 94305, United States
| | - Mark Shelor
- University of California-Merced , Department of Bioengineering, 5200 North Lake Road, Merced, California 95343, United States
| | - Jaime Vasquez
- University of California-San Francisco , School of Pharmacy, 600 16th Street, San Francisco, California, 94158, United States
| | - Amy Mongersun
- Department of Chemistry and Biochemistry, Santa Clara University , Daly Science 123500 El Camino Real, Santa Clara, California 95053, United States
| | - Minkyu Kim
- Department of Mechanical Engineering, Stanford University , 418 Panama Mall, Stanford, California 94305, United States
| | - Sindy K Y Tang
- Department of Mechanical Engineering, Stanford University , 418 Panama Mall, Stanford, California 94305, United States
| | - Paul Abbyad
- Department of Chemistry and Biochemistry, Santa Clara University , Daly Science 123500 El Camino Real, Santa Clara, California 95053, United States
| | - Guillem Pratx
- Division of Medical Physics, Department of Radiation Oncology, Stanford University , 300 Pasteur Drive, Palo Alto, California 94305, United States
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13
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Kim TJ, Türkcan S, Pratx G. Modular low-light microscope for imaging cellular bioluminescence and radioluminescence. Nat Protoc 2017; 12:1055-1076. [PMID: 28426025 DOI: 10.1038/nprot.2017.008] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Low-light microscopy methods are receiving increased attention as new applications have emerged. One such application is to allow longitudinal imaging of light-sensitive cells with no phototoxicity and no photobleaching of fluorescent biomarkers. Another application is for imaging signals that are inherently dim and undetectable using standard microscopy techniques, such as bioluminescence, chemiluminescence or radioluminescence. In this protocol, we provide instructions on how to build a modular low-light microscope (1-4 d) by coupling two microscope objective lenses, back to back from each other, using standard optomechanical components. We also provide directions on how to image dim signals such as those of radioluminescence (1-1.5 h), bioluminescence (∼30 min) and low-excitation fluorescence (∼15 min). In particular, radioluminescence microscopy is explained in detail, as it is a newly developed technique that enables the study of small-molecule transport (e.g., radiolabeled drugs, metabolic precursors and nuclear medicine contrast agents) by single cells without perturbing endogenous biochemical processes. In this imaging technique, a scintillator crystal (e.g., CdWO4) is placed in close proximity to the radiolabeled cells, where it converts the radioactive decays into optical flashes detectable using a sensitive camera. Using the image reconstruction toolkit provided in this protocol, the flashes can be reconstructed to yield high-resolution images of the radiotracer distribution. With appropriate timing, the three aforementioned imaging modalities may be performed together on a population of live cells, allowing the user to perform parallel functional studies of cell heterogeneity at the single-cell level.
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Affiliation(s)
- Tae Jin Kim
- Department of Radiation Oncology, Division of Medical Physics, Stanford University School of Medicine, Palo Alto, California, USA
| | - Silvan Türkcan
- Department of Radiation Oncology, Division of Medical Physics, Stanford University School of Medicine, Palo Alto, California, USA
| | - Guillem Pratx
- Department of Radiation Oncology, Division of Medical Physics, Stanford University School of Medicine, Palo Alto, California, USA
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14
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Wang Q, Sengupta D, Kim TJ, Pratx G. Performance evaluation of 18 F radioluminescence microscopy using computational simulation. Med Phys 2017; 44:1782-1795. [PMID: 28273348 DOI: 10.1002/mp.12198] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Revised: 02/09/2017] [Accepted: 02/21/2017] [Indexed: 01/12/2023] Open
Abstract
PURPOSE Radioluminescence microscopy can visualize the distribution of beta-emitting radiotracers in live single cells with high resolution. Here, we perform a computational simulation of 18 F positron imaging using this modality to better understand how radioluminescence signals are formed and to assist in optimizing the experimental setup and image processing. METHODS First, the transport of charged particles through the cell and scintillator and the resulting scintillation is modeled using the GEANT4 Monte-Carlo simulation. Then, the propagation of the scintillation light through the microscope is modeled by a convolution with a depth-dependent point-spread function, which models the microscope response. Finally, the physical measurement of the scintillation light using an electron-multiplying charge-coupled device (EMCCD) camera is modeled using a stochastic numerical photosensor model, which accounts for various sources of noise. The simulated output of the EMCCD camera is further processed using our ORBIT image reconstruction methodology to evaluate the endpoint images. RESULTS The EMCCD camera model was validated against experimentally acquired images and the simulated noise, as measured by the standard deviation of a blank image, was found to be accurate within 2% of the actual detection. Furthermore, point source simulations found that a reconstructed spatial resolution of 18.5 μm can be achieved near the scintillator. As the source is moved away from the scintillator, spatial resolution degrades at a rate of 3.5 μm per μm distance. These results agree well with the experimentally measured spatial resolution of 30-40 μm (live cells). The simulation also shows that the system sensitivity is 26.5%, which is also consistent with our previous experiments. Finally, an image of a simulated sparse set of single cells is visually similar to the measured cell image. CONCLUSIONS Our simulation methodology agrees with experimental measurements taken with radioluminescence microscopy. This in silico approach can be used to guide further instrumentation developments and to provide a framework for improving image reconstruction.
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Affiliation(s)
- Qian Wang
- Department of Radiation Oncology, Stanford University, Stanford, CA, 94304, USA
| | - Debanti Sengupta
- Department of Radiation Oncology, Stanford University, Stanford, CA, 94304, USA
| | - Tae Jin Kim
- Department of Radiation Oncology, Stanford University, Stanford, CA, 94304, USA
| | - Guillem Pratx
- Department of Radiation Oncology, Stanford University, Stanford, CA, 94304, USA
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15
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Shaffer TM, Drain CM, Grimm J. Optical Imaging of Ionizing Radiation from Clinical Sources. J Nucl Med 2016; 57:1661-1666. [PMID: 27688469 DOI: 10.2967/jnumed.116.178624] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Accepted: 09/03/2016] [Indexed: 12/11/2022] Open
Abstract
Nuclear medicine uses ionizing radiation for both in vivo diagnosis and therapy. Ionizing radiation comes from a variety of sources, including x-rays, beam therapy, brachytherapy, and various injected radionuclides. Although PET and SPECT remain clinical mainstays, optical readouts of ionizing radiation offer numerous benefits and complement these standard techniques. Furthermore, for ionizing radiation sources that cannot be imaged using these standard techniques, optical imaging offers a unique imaging alternative. This article reviews optical imaging of both radionuclide- and beam-based ionizing radiation from high-energy photons and charged particles through mechanisms including radioluminescence, Cerenkov luminescence, and scintillation. Therapeutically, these visible photons have been combined with photodynamic therapeutic agents preclinically for increasing therapeutic response at depths difficult to reach with external light sources. Last, new microscopy methods that allow single-cell optical imaging of radionuclides are reviewed.
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Affiliation(s)
- Travis M Shaffer
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Chemistry, Hunter College of City University of New York, New York, New York.,Department of Chemistry, Graduate Center of City University of New York, New York, New York
| | - Charles Michael Drain
- Department of Chemistry, Hunter College of City University of New York, New York, New York.,Department of Chemistry, Graduate Center of City University of New York, New York, New York
| | - Jan Grimm
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York .,Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Pharmacology, Weill Cornell Medical College, New York, New York; and.,Department of Radiology, Weill Cornell Medical College, New York, New York
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16
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Endoscopic detection of cancer with lensless radioluminescence imaging and machine vision. Sci Rep 2016; 6:30737. [PMID: 27477912 PMCID: PMC4967900 DOI: 10.1038/srep30737] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 06/30/2016] [Indexed: 11/29/2022] Open
Abstract
Complete removal of residual tumor tissue during surgical resection improves patient outcomes. However, it is often difficult for surgeons to delineate the tumor beyond its visible boundary. This has led to the development of intraoperative detectors that can image radiotracers accumulated within tumors, thus facilitating the removal of residual tumor tissue during surgical procedures. We introduce a beta imaging system that converts the beta radiation from the radiotracer into photons close to the decay origin through a CdWO4 scintillator and does not use any optical elements. The signal is relayed onto an EMCCD chip through a wound imaging fiber. The sensitivity of the device allows imaging of activity down to 100 nCi and the system has a resolution of at least 500 μm with a field of view of 4.80 × 6.51 mm. Advances in handheld beta cameras have focused on hardware improvements, but we apply machine vision to the recorded images to extract more information. We automatically classify sample regions in human renal cancer tissue ex-vivo into tumor or benign tissue based on image features. Machine vision boosts the ability of our system to distinguish tumor from healthy tissue by a factor of 9 ± 3 and can be applied to other beta imaging probes.
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17
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Sengupta D, Pratx G. Single-Cell Characterization of 18F-FLT Uptake with Radioluminescence Microscopy. J Nucl Med 2016; 57:1136-40. [PMID: 27081170 DOI: 10.2967/jnumed.115.167734] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Accepted: 03/11/2016] [Indexed: 11/16/2022] Open
Abstract
UNLABELLED The radiotracer 3'-deoxy-3'-(18)F-fluorothymidine ((18)F-FLT) is commonly used to measure cell proliferation in vivo. As a marker of cell proliferation, (18)F-FLT is expected to be differentially taken up by arrested and actively dividing cells, but PET measures only aggregate uptake by tumor cells and therefore the single-cell distribution of (18)F-FLT is unknown. We used a novel in vitro radioluminescence microscopy technique to measure the differential distribution of (18)F-FLT radiotracer with single-cell precision. METHODS Using radioluminescence microscopy, we imaged the absolute uptake of (18)F-FLT in live MDA-MB-231 cells grown under different serum conditions. We then compared (18)F-FLT uptake with a standard measure of cell proliferation, using fluorescence microscopy of 5-ethynyl-2'-deoxyuridine incorporation in fixed cells. RESULTS According to 5-ethynyl-2'-deoxyuridine staining, few cells (1%) actively cycled under serum deprivation whereas most of them (71%) did under 20% serum. The distribution of (18)F-FLT reflected this dynamic. At 0% serum, uptake of (18)F-FLT was heterogeneous but relatively low. At 20% serum, a subpopulation of (18)F-FLT-avid cells, representing 61% of the total population, emerged. Uptake of (18)F-FLT in this population was 5-fold higher than in the remainder of the cells. Such a dichotomous distribution is not typically observed with other radiotracers, such as (18)F-FDG. CONCLUSION These results suggest that increased (18)F-FLT uptake by proliferating cells is due to a greater fraction of (18)F-FLT-avid cells rather than a change in (18)F-FLT uptake by individual cells. This finding is consistent with the fact that (18)F-FLT uptake is mediated by thymidine kinase 1 expression, which is higher in actively dividing cells. Overall, these findings suggest that, within the same patient, changes in (18)F-FLT uptake reflect changes in the number of actively dividing cells, provided other parameters remain the same.
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Affiliation(s)
- Debanti Sengupta
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Guillem Pratx
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
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18
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Sengupta D, Pratx G. Imaging metabolic heterogeneity in cancer. Mol Cancer 2016; 15:4. [PMID: 26739333 PMCID: PMC4704434 DOI: 10.1186/s12943-015-0481-3] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Accepted: 12/10/2015] [Indexed: 01/01/2023] Open
Abstract
As our knowledge of cancer metabolism has increased, it has become apparent that cancer metabolic processes are extremely heterogeneous. The reasons behind this heterogeneity include genetic diversity, the existence of multiple and redundant metabolic pathways, altered microenvironmental conditions, and so on. As a result, methods in the clinic and beyond have been developed in order to image and study tumor metabolism in the in vivo and in vitro regimes. Both regimes provide unique advantages and challenges, and may be used to provide a picture of tumor metabolic heterogeneity that is spatially and temporally comprehensive. Taken together, these methods may hold the key to appropriate cancer diagnoses and treatments in the future.
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Affiliation(s)
- Debanti Sengupta
- Stanford University School of Medicine, A226 Building A, 1050 Arastradero Road, Palo Alto, CA, 94304, USA
| | - Guillem Pratx
- Stanford University School of Medicine, A226 Building A, 1050 Arastradero Road, Palo Alto, CA, 94304, USA.
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19
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Abstract
![]()
The
resistance of a tumor to a drug is the result of bulk properties
of the tumor tissue as well as phenotypic variations displayed by
single cells. Here, we show that radioisotopic detection methods,
commonly used for tracking the tissue distribution of drug compounds,
can be extended to the single-cell level to image the same molecule
over a range of physical scales. The anticancer drug rituximab was
labeled with short-lived radionuclides (89Zr/64Cu) and its accumulation at the organ level was imaged using PET
in a humanized transgenic mouse model of non-Hodgkin’s lymphoma.
To capture the distribution of the drug at a finer scale, tissue sections
and single living cells were imaged using radioluminescence microscopy
(RLM), a novel method that can detect radionuclides with single-cell
resolution. In vivo PET images (24 h postinjection) showed that [89Zr]rituximab targeted the intended site of human CD20 expression,
the spleen. Within this organ, RLM was used to resolve radiotracer
accumulation in the splenic red pulp. In a separate study, RLM highlighted
marked differences between single cells, with binding of the radiolabeled
antibody ranging from background levels to 1200 radionuclides per
cell. Overall, RLM images demonstrated significantly higher spatial
resolution and sensitivity than conventional storage-phosphor autoradiography.
In conclusion, this combination of PET and RLM provides a unique opportunity
for exploring the molecular mechanism of drugs by tracking the same
molecule over multiple physical scales, ranging from single living
cells to organs substructures and entire living subjects.
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Affiliation(s)
- Arutselvan Natarajan
- Department of Radiology, Stanford University School of Medicine , 318 Campus Drive, Stanford, California 94305-5427, United States
| | - Silvan Türkcan
- Department of Radiation Oncology, Stanford University School of Medicine 1050 Arastradero Rd, Palo Alto, California 94304-5591, United States
| | - Sanjiv S Gambhir
- Department of Radiology, Stanford University School of Medicine , 318 Campus Drive, Stanford, California 94305-5427, United States
| | - Guillem Pratx
- Department of Radiation Oncology, Stanford University School of Medicine 1050 Arastradero Rd, Palo Alto, California 94304-5591, United States
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20
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Kim TJ, Tuerkcan S, Ceballos A, Pratx G. Modular platform for low-light microscopy. BIOMEDICAL OPTICS EXPRESS 2015; 6:4585-4598. [PMID: 26601020 PMCID: PMC4646564 DOI: 10.1364/boe.6.004585] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Revised: 10/11/2015] [Accepted: 10/19/2015] [Indexed: 06/01/2023]
Abstract
Cell imaging using low-light techniques such as bioluminescence, radioluminescence, and low-excitation fluorescence has received increased attention, particularly due to broad commercialization of highly sensitive detectors. However, the dim signals are still regarded as difficult to image using conventional microscopes, where the only low-light microscope in the market is primarily optimized for bioluminescence imaging. Here, we developed a novel modular microscope that is cost-effective and suitable for imaging different low-light luminescence modes. Results show that this microscope system features excellent aberration correction capabilities and enhanced image resolution, where bioluminescence, radioluminescence and epifluorescence images were captured and compared with the commercial bioluminescence microscope.
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Affiliation(s)
- Tae Jin Kim
- Department of Radiation Oncology (Medical Physics), Stanford University, 1050 Arastradero Rd., Palo Alto, CA, 94304, USA
| | - Silvan Tuerkcan
- Department of Radiation Oncology (Medical Physics), Stanford University, 1050 Arastradero Rd., Palo Alto, CA, 94304, USA
| | - Andrew Ceballos
- Department of Electrical Engineering, Stanford University, 350 Serra Mall, Stanford, CA, 94305, USA
| | - Guillem Pratx
- Department of Radiation Oncology (Medical Physics), Stanford University, 1050 Arastradero Rd., Palo Alto, CA, 94304, USA
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