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Diamandis E, Müller SJ, Khadhraoui E, Klebingat S, Einspänner E, Durisin M, Albrecht A, Behme D. Accelerated flat panel computed tomography for pre-operative temporal bone imaging: Image quality and dosimetry comparison to conventional high resolution multislice computed tomography. Neuroradiology 2025:10.1007/s00234-025-03592-3. [PMID: 40131430 DOI: 10.1007/s00234-025-03592-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Accepted: 03/09/2025] [Indexed: 03/27/2025]
Abstract
PURPOSE High-resolution multislice CT (HR-MSCT) and cone beam CT (CBCT) are commonly used for preoperative temporal bone imaging, with HR-MSCT often preferred due to its shorter scan duration and lower susceptibility to motion artifacts. However, recent advancements in accelerated flat panel CT (Acc-FPCT) available with the latest generation angiography systems have addressed traditional limitations of CBCT by significantly decreasing scan time. This cadaver-based study evaluates the diagnostic performance and radiation dose of Acc-FPCT compared to HR-MSCT in preoperative temporal bone imaging. METHODS Six different Acc-FPCT protocols were acquired on five whole-head cadaveric specimens (ten temporal bones). Three neuroradiologists experienced in temporal bone imaging assessed the image quality of Acc-FPCT protocols in comparison to that of HR-MSCT for the visualization of 31 landmarks of middle and inner ear using a 5-point Likert scale. We also compared radiation dose parameters (CT dose index and dose length product) among the protocols. RESULTS Two high-Resolution Acc-FPCT protocols were found to be superior to HR-MSCT by all raters (p < 0.001). There were no significant differences between the two HR-FPCT protocols (p = 0.25). The remaining Acc-FPCT protocols were rated significantly inferior to HR-MSCT. The inter-rater reliability was excellent (ICC (2,k) = 0.925; CI [0.92-0.93]). The dose length product was significantly lower in all Acc-FPCT protocols compared to HR-MSCT. CONCLUSION The results of our cadaver-based study highlight the utility of certain Acc-FPCT protocols as a viable alternative to HR-MSCT in preoperative temporal bone imaging, improving the visualization of critical anatomical landmarks without increasing radiation exposure.
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Affiliation(s)
- Elie Diamandis
- University Clinic for Neuroradiology, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany.
| | | | - Eya Khadhraoui
- University Clinic for Neuroradiology, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Stefan Klebingat
- University Clinic for Neuroradiology, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Eric Einspänner
- University Clinic for Neuroradiology, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
| | - Martin Durisin
- University Clinic of Otolaryngology, Head and Neck Surgery, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Anne Albrecht
- Institute of Anatomy, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
| | - Daniel Behme
- University Clinic for Neuroradiology, Otto-Von-Guericke-University Magdeburg, Magdeburg, Germany
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Somerkivi V, Sellerer T, Berthe D, Haemisch Y, Pantsar T, Lohman H, Kaasalainen T, Pfeiffer F. Mandible bone mineral density estimation using spectral panoramic X-ray imaging. Imaging Sci Dent 2025; 55:56-64. [PMID: 40191393 PMCID: PMC11966022 DOI: 10.5624/isd.20240231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Revised: 01/21/2025] [Accepted: 01/24/2025] [Indexed: 04/09/2025] Open
Abstract
Purpose This study demonstrated the feasibility of obtaining mandible bone mineral density (BMD) scores using spectral panoramic imaging. Materials and Methods Areal BMD scores were measured from the body and angle of the mandible in 3 anthropomorphic head phantoms using a spectral panoramic system (Planmeca Promax Mid, Planmeca Oy, Helsinki, Finland) equipped with a DC-Vela detector (Varex Imaging Corporation, Salt Lake City, USA). These results were compared to synthetic panoramic images generated from dual-energy CT acquisitions. Reproducibility was evaluated by repeatedly scanning 1 phantom with minor patient positioning errors, and the linearity of the BMD scores was assessed using calcium inserts in a Gammex 472 phantom (Sun Nuclear, Melbourne, USA). Results The experimental and synthetic panoramic images appeared visually similar. The mean synthetic score was 0.640 g/cm2, and the anthropomorphic phantoms produced a root mean squared error of 0.0292 g/cm2 with a correlation coefficient of 0.969. Typical patient positioning errors did not substantially increase the error, which measured 0.0296 g/cm2 and 0.0474 g/cm2 for the left and right sides, respectively. Linearity tests using the Gammex phantom yielded a correlation coefficient of 0.998 for BMD scores ranging from 0.03 to 2.7 g/cm2. Conclusion The BMD data obtained from spectral panoramic imaging are consistent with both dual-energy CT and Gammex phantom measurements. Consequently, spectral panoramic imaging shows potential as a method for osteoporosis screening, leveraging the widespread use of panoramic imaging.
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Affiliation(s)
- Villeseveri Somerkivi
- Department of Physics, School of Natural Sciences, Technical University of Munich, Garching, Germany
- Munich Institute of Biomedical Engineering, Technical University of Munich, Garching, Germany
- Planmeca Oy, Helsinki, Finland
| | - Thorsten Sellerer
- Department of Physics, School of Natural Sciences, Technical University of Munich, Garching, Germany
- Munich Institute of Biomedical Engineering, Technical University of Munich, Garching, Germany
| | - Daniel Berthe
- Department of Physics, School of Natural Sciences, Technical University of Munich, Garching, Germany
- Munich Institute of Biomedical Engineering, Technical University of Munich, Garching, Germany
| | | | | | | | - Touko Kaasalainen
- HUS Diagnostic Center, University of Helsinki and Helsinki University Hospital, Finland
| | - Franz Pfeiffer
- Department of Physics, School of Natural Sciences, Technical University of Munich, Garching, Germany
- Munich Institute of Biomedical Engineering, Technical University of Munich, Garching, Germany
- Department of Diagnostic and Interventional Radiology, Klinikum Rechts der Isar, Munich, Technical University of Munich, Germany
- Institute for Advanced Study, Technical University of Munich, Garching, Germany
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Minopoli A, Pardi S, Paternò G, Pugliese M, Cardarelli P, Sarno A. Noise power properties of a cone-beam CT scanner with unconventional scanning geometry. Phys Med 2025; 130:104888. [PMID: 39754903 DOI: 10.1016/j.ejmp.2024.104888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 11/26/2024] [Accepted: 12/27/2024] [Indexed: 01/06/2025] Open
Abstract
PURPOSE This work aims at investigating, via in-silico evaluations, the noise properties of an innovative scanning geometry in cone-beam CT (CBCT): eCT. This scanning geometry substitutes each of the projections in CBCT with a series of collimated projections acquired over an oscillating scanning trajectory. The analysis focused on the impact of the number of the projections per period (PP) on the noise characteristics. METHODS In-silico eCT scanner was simulated with a GPU based Monte Carlo software. We employed two homogeneous PMMA phantoms with a diameter of 12 cm and 16 cm whose tomographic images were reconstructed via an in-house developed software. Noise properties of the reconstructed volumes were evaluated in terms of coefficient of variation (COV), non-uniformity index , noise power spectrum (NPS), and null-cone over the 3D NPS. RESULTS The beam narrowing at higher PP led to a significant reduction of cupping artifacts, with a non-uniformity index reducing of about 33% going from conventional CBCT to PP = 10. Oscillating scan orbits almost fully recovered missing data in conventional CBCT, with a narrowing of the null-cone in 3D NPS to below 2.5% for PP ≥ 5 compared to 11.0% in conventional CBCT at 6.5 cm from the orbit plane CONCLUSIONS: The work characterizes the noise in reconstructed 3D images in eCT, with particular focus on the NPS. The impact of the beam collimation on cupping artifacts reduction is outlined. Similarly, the missing data outlined by the null-cone is considerably narrowed in comparison to conventional CBCT, especially for portions of the FOV far from the middle-reconstructed plane.
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Affiliation(s)
- Antonio Minopoli
- Department of Physics "E. Pancini", University of Napoli "Federico II", Napoli, Italy
| | | | | | - Mariagabriella Pugliese
- Department of Physics "E. Pancini", University of Napoli "Federico II", Napoli, Italy; INFN - Sez. Napoli, Napoli, Italy
| | | | - Antonio Sarno
- Department of Physics "A. Pontremoli", University of Milan & INFN sez. Milano, Milano, Italy.
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McWilliams N, Perl J, McCavana J, Cournane S, Vintró LL. Development of a TOPAS Monte Carlo (MC) model extension to simulate the automatic exposure control function of a C-arm CBCT. Phys Med 2024; 125:104506. [PMID: 39197264 DOI: 10.1016/j.ejmp.2024.104506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 07/18/2024] [Accepted: 08/23/2024] [Indexed: 09/01/2024] Open
Abstract
PURPOSE Accurate simulation of organ doses in C-arm CBCT is critical for estimating personalised patient dosimetry. However, system complexities such as automatic exposure control (AEC) and the incorporation of DICOM images into simulations are challenging. The aim of this study was to develop a model for mimicking the operation of an AEC system, which maintains a constant dose to the detector through mA modulation in order to facilitate more accurate MC dosimetry models for C-arm CBCT. METHODS A Siemens Artis Q Interventional Radiology (IR) C-arm system [Siemens, Erlangen, Germany] was modelled in TOol for PArticle Simulation (TOPAS) by incorporating system specifications such as rotational speed, number of projections and exam protocol parameters. A novel threshold scorer, AECScorer, was developed to model the AEC functionality. MC simulations were performed using a variety of imaged volumes including a CTDI phantom, an anthropomorphic phantom and a patient DICOM dataset. RESULTS The AECScorer extension provides a framework for a conditional scoring function within TOPAS which allows for the simulation of an AEC system. The AECScorer successfully equalises the dose to the detector for simple phantoms and DICOM imaging datasets by adjusting the number of histories simulated at each CBCT projection. This AECSCorer tool is applicable to other medical imaging systems requiring AEC simulation. CONCLUSIONS We demonstrate a novel threshold scorer in TOPAS for a C-arm CBCT setup. The presented AECScorer is the first step towards providing a system-, patient- and protocol-specific dose estimates from CBCT dosimetry applications.
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Affiliation(s)
- Nina McWilliams
- Department of Medical Physics and Clinical Engineering, St Vincent's University Hospital, Dublin, Ireland; UCD Centre for Physics in Health and Medicine, School of Physics, University College Dublin, Dublin 4, Ireland.
| | - Joseph Perl
- The SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, CA 94025, United States
| | - Jackie McCavana
- Department of Medical Physics and Clinical Engineering, St Vincent's University Hospital, Dublin, Ireland; UCD Centre for Physics in Health and Medicine, School of Physics, University College Dublin, Dublin 4, Ireland
| | - Seán Cournane
- Department of Medical Physics and Clinical Engineering, St Vincent's University Hospital, Dublin, Ireland; UCD Centre for Physics in Health and Medicine, School of Physics, University College Dublin, Dublin 4, Ireland
| | - Luis León Vintró
- UCD Centre for Physics in Health and Medicine, School of Physics, University College Dublin, Dublin 4, Ireland
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Alshomrani F. Cone-Beam Computed Tomography (CBCT)-Based Diagnosis of Dental Bone Defects. Diagnostics (Basel) 2024; 14:1404. [PMID: 39001294 PMCID: PMC11241660 DOI: 10.3390/diagnostics14131404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 06/15/2024] [Accepted: 06/25/2024] [Indexed: 07/16/2024] Open
Abstract
Cone Beam Computed Tomography (CBCT) has completely changed the way that bone disorders are diagnosed and treated, especially in the dental and maxillofacial domains. This article examines the diverse applications of computed tomography (CBCT) in the diagnosis and treatment of facial trauma, including mandibular, dentoalveolar, and other facial fractures, as well as bone abnormalities like dislocations and fractures. CBCT is useful for a wide range of dental conditions and greatly improves diagnostic accuracy in periodontics, orthodontics, endodontics, and dental implantology. Additionally, a comparison between CBCT and conventional imaging methods was conducted, emphasizing the latter's inferior 3D imaging capabilities, allowing for more precise treatment planning and better patient outcomes with CBCT. Although CBCT has many benefits, it also has some drawbacks, such as requiring specific training for accurate interpretation, cost considerations, and a higher radiation exposure than with traditional dental X-rays. In order to optimize benefits and reduce risks, the conclusion highlights CBCT's revolutionary influence on clinical practice while arguing for its prudent and responsible application.
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Affiliation(s)
- Faisal Alshomrani
- Department of Diagnostic Radiology Technology, College of Applied Medical Science, Taibah University, Medinah 41477, Saudi Arabia
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Li B, Hu Y, Xu S, Li B, Inscoe CR, Tyndall DA, Lee YZ, Lu J, Zhou O. Low-cost dual-energy CBCT by spectral filtration of a dual focal spot X-ray source. Sci Rep 2024; 14:9886. [PMID: 38688995 PMCID: PMC11061110 DOI: 10.1038/s41598-024-60774-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 04/26/2024] [Indexed: 05/02/2024] Open
Abstract
Dual-energy cone beam computed tomography (DE-CBCT) has been shown to provide more information and improve performance compared to a conventional single energy spectrum CBCT. Here we report a low-cost DE-CBCT by spectral filtration of a carbon nanotube x-ray source array. The x-ray photons from two focal spots were filtered respectively by a low and a high energy filter. Projection images were collected by alternatively activating the two beams while the source array and detector rotated around the object, and were processed by a one-step materials decomposition and reconstruction method. The performance of the DE-CBCT scanner was evaluated by imaging a water-equivalent plastic phantom with inserts containing known densities of calcium or iodine and an anthropomorphic head phantom with dental implants. A mean energy separation of 15.5 keV was achieved at acceptable dose rates and imaging time. Accurate materials quantification was obtained by materials decomposition. Metal artifacts were reduced in the virtual monoenergetic images synthesized at high energies. The results demonstrated the feasibility of high quality DE-CBCT imaging by spectral filtration without using either an energy sensitive detector or rapid high voltage switching.
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Affiliation(s)
- Boyuan Li
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Yuanming Hu
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Shuang Xu
- Department of Applied Physical Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | | | - Christina R Inscoe
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Donald A Tyndall
- Department of Diagnostic Sciences, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Yueh Z Lee
- Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Jianping Lu
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Otto Zhou
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA.
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Li B, Inscoe CR, Xu S, Capo T, Tyndall DA, Lee YZ, Lu J, Zhou O. A carbon nanotube x-ray source array designed for a new multisource cone beam computed tomography scanner. Phys Med Biol 2024; 69:075028. [PMID: 38471174 DOI: 10.1088/1361-6560/ad3323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Accepted: 03/12/2024] [Indexed: 03/14/2024]
Abstract
Cone beam computed tomography (CBCT) is known to suffer from strong scatter and cone beam artifacts. The purpose of this study is to develop and characterize a rapidly scanning carbon nanotube (CNT) field emission x-ray source array to enable a multisource CBCT (ms-CBCT) image acquisition scheme which has been demonstrated to overcome these limitations. A CNT x-ray source array with eight evenly spaced focal spots was designed and fabricated for a medium field of view ms-CBCT for maxillofacial imaging. An external multisource collimator was used to confine the radiation from each focal spot to a narrow cone angle. For ms-CBCT imaging, the array was placed in the axial direction and rapidly scanned while rotating continuously around the object with a flat panel detector. The x-ray beam profile, temporal and spatial resolutions, energy and dose rate were characterized and evaluated for maxillofacial imaging. The CNT x-ray source array achieved a consistent focal spot size of 1.10 ± 0.04 mm × 0.84 ± 0.03 mm and individual beam cone angle of 2.4°±0.08 after collimation. The x-ray beams were rapidly switched with a rising and damping times of 0.21 ms and 0.19 ms, respectively. Under the designed operating condition of 110 kVp and 15 mA, a dose rate of 8245μGy s-1was obtained at the detector surface with the inherent Al filtration and 2312μGy s-1with an additional 0.3 mm Cu filter. There was negligible change of the x-ray dose rate over many operating cycles. A ms-CBCT scan of an adult head phantom was completed in 14.4 s total exposure time for the imaging dose in the range of that of a clinical CBCT scanner. A spatially distributed CNT x-ray source array was designed and fabricated. It has enabled a new multisource CBCT to overcome some of the main inherent limitations of the conventional CBCT.
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Affiliation(s)
- Boyuan Li
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Christina R Inscoe
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Shuang Xu
- Department of Applied Physical Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Timothy Capo
- Independent Consultant, United States of America
| | - Donald A Tyndall
- Division of Diagnostic Sciences, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Yueh Z Lee
- Department of Radiology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Jianping Lu
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Otto Zhou
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
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Liu SZ, Herbst M, Schaefer J, Weber T, Vogt S, Ritschl L, Kappler S, Kawcak CE, Stewart HL, Siewerdsen JH, Zbijewski W. Feasibility of bone marrow edema detection using dual-energy cone-beam computed tomography. Med Phys 2024; 51:1653-1673. [PMID: 38323878 DOI: 10.1002/mp.16962] [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: 05/04/2023] [Revised: 12/17/2023] [Accepted: 01/16/2024] [Indexed: 02/08/2024] Open
Abstract
BACKGROUND Dual-energy (DE) detection of bone marrow edema (BME) would be a valuable new diagnostic capability for the emerging orthopedic cone-beam computed tomography (CBCT) systems. However, this imaging task is inherently challenging because of the narrow energy separation between water (edematous fluid) and fat (health yellow marrow), requiring precise artifact correction and dedicated material decomposition approaches. PURPOSE We investigate the feasibility of BME assessment using kV-switching DE CBCT with a comprehensive CBCT artifact correction framework and a two-stage projection- and image-domain three-material decomposition algorithm. METHODS DE CBCT projections of quantitative BME phantoms (water containers 100-165 mm in size with inserts presenting various degrees of edema) and an animal cadaver model of BME were acquired on a CBCT test bench emulating the standard wrist imaging configuration of a Multitom Rax twin robotic x-ray system. The slow kV-switching scan protocol involved a 60 kV low energy (LE) beam and a 120 kV high energy (HE) beam switched every 0.5° over a 200° angular span. The DE CBCT data preprocessing and artifact correction framework consisted of (i) projection interpolation onto matched LE and HE projections views, (ii) lag and glare deconvolutions, and (iii) efficient Monte Carlo (MC)-based scatter correction. Virtual non-calcium (VNCa) images for BME detection were then generated by projection-domain decomposition into an Aluminium (Al) and polyethylene basis set (to remove beam hardening) followed by three-material image-domain decomposition into water, Ca, and fat. Feasibility of BME detection was quantified in terms of VNCa image contrast and receiver operating characteristic (ROC) curves. Robustness to object size, position in the field of view (FOV) and beam collimation (varied 20-160 mm) was investigated. RESULTS The MC-based scatter correction delivered > 69% reduction of cupping artifacts for moderate to wide collimations (> 80 mm beam width), which was essential to achieve accurate DE material decomposition. In a forearm-sized object, a 20% increase in water concentration (edema) of a trabecular bone-mimicking mixture presented as ∼15 HU VNCa contrast using 80-160 mm beam collimations. The variability with respect to object position in the FOV was modest (< 15% coefficient of variation). The areas under the ROC curve were > 0.9. A femur-sized object presented a somewhat more challenging task, resulting in increased sensitivity to object positioning at 160 mm collimation. In animal cadaver specimens, areas of VNCa enhancement consistent with BME were observed in DE CBCT images in regions of MRI-confirmed edema. CONCLUSION Our results indicate that the proposed artifact correction and material decomposition pipeline can overcome the challenges of scatter and limited spectral separation to achieve relatively accurate and sensitive BME detection in DE CBCT. This study provides an important baseline for clinical translation of musculoskeletal DE CBCT to quantitative, point-of-care bone health assessment.
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Affiliation(s)
- Stephen Z Liu
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland, USA
| | | | | | | | | | | | | | - Christopher E Kawcak
- Department of Clinical Sciences, Colorado State University College of Veterinary Medicine and Biomedical Sciences, Fort Collins, Colorado, USA
| | - Holly L Stewart
- Department of Clinical Sciences, Colorado State University College of Veterinary Medicine and Biomedical Sciences, Fort Collins, Colorado, USA
| | - Jeffrey H Siewerdsen
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland, USA
- Department of Imaging Physics, MD Anderson Cancer Center, Houston, Texas, USA
| | - Wojciech Zbijewski
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland, USA
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Wang Z, Fang M, Zhang J, Tang L, Zhong L, Li H, Cao R, Zhao X, Liu S, Zhang R, Xie X, Mai H, Qiu S, Tian J, Dong D. Radiomics and Deep Learning in Nasopharyngeal Carcinoma: A Review. IEEE Rev Biomed Eng 2024; 17:118-135. [PMID: 37097799 DOI: 10.1109/rbme.2023.3269776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2023]
Abstract
Nasopharyngeal carcinoma is a common head and neck malignancy with distinct clinical management compared to other types of cancer. Precision risk stratification and tailored therapeutic interventions are crucial to improving the survival outcomes. Artificial intelligence, including radiomics and deep learning, has exhibited considerable efficacy in various clinical tasks for nasopharyngeal carcinoma. These techniques leverage medical images and other clinical data to optimize clinical workflow and ultimately benefit patients. In this review, we provide an overview of the technical aspects and basic workflow of radiomics and deep learning in medical image analysis. We then conduct a detailed review of their applications to seven typical tasks in the clinical diagnosis and treatment of nasopharyngeal carcinoma, covering various aspects of image synthesis, lesion segmentation, diagnosis, and prognosis. The innovation and application effects of cutting-edge research are summarized. Recognizing the heterogeneity of the research field and the existing gap between research and clinical translation, potential avenues for improvement are discussed. We propose that these issues can be gradually addressed by establishing standardized large datasets, exploring the biological characteristics of features, and technological upgrades.
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Xu S, Hu Y, Li B, Inscoe CR, Tyndall DA, Lee YZ, Lu J, Zhou O. Volumetric computed tomography with carbon nanotube X-ray source array for improved image quality and accuracy. COMMUNICATIONS ENGINEERING 2023; 2:71. [PMID: 38549919 PMCID: PMC10955816 DOI: 10.1038/s44172-023-00123-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 09/28/2023] [Indexed: 08/04/2024]
Abstract
Cone beam computed tomography (CBCT) is widely used in medical and dental imaging. Compared to a multidetector CT, it provides volumetric images with high isotropic resolution at a reduced radiation dose, cost and footprint without the need for patient translation. The current CBCT has several intrinsic limitations including reduced soft tissue contrast, inaccurate quantification of X-ray attenuation, image distortions and artefacts, which have limited its clinical applications primarily to imaging hard tissues and made quantitative analysis challenging. Here we report a multisource CBCT (ms-CBCT) which overcomes the short-comings of the conventional CBCT by using multiple narrowly collimated and rapidly scanning X-ray beams from a carbon nanotube field emission source array. Phantom imaging studies show that, the ms-CBCT increases the accuracy of the Hounsfield unit values by 60%, eliminates the cone beam artefacts, extends the axial coverage, and improves the soft tissue contrast-to-noise ratio by 30-50%, compared to the CBCT configuration.
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Affiliation(s)
- Shuang Xu
- Department of Applied Physical Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Yuanming Hu
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Boyuan Li
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Christina R. Inscoe
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Donald A. Tyndall
- Department of Diagnostic Sciences, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Yueh Z. Lee
- Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Jianping Lu
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| | - Otto Zhou
- Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
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11
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Wu P, Tersol A, Clackdoyle R, Boone JM, Siewerdsen JH. Cone-beam CT sampling incompleteness: analytical and empirical studies of emerging systems and source-detector orbits. J Med Imaging (Bellingham) 2023; 10:033503. [PMID: 37292190 PMCID: PMC10246836 DOI: 10.1117/1.jmi.10.3.033503] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 05/06/2023] [Accepted: 05/19/2023] [Indexed: 06/10/2023] Open
Abstract
Purpose Motivated by emerging cone-beam computed tomography (CBCT) systems and scan orbits, we aim to quantitatively assess the completeness of data for 3D image reconstruction-in turn, related to "cone-beam artifacts." Fundamental principles of cone-beam sampling incompleteness are considered with respect to an analytical figure-of-merit [FOM, denoted tan ( ψ min ) ] and related to an empirical FOM (denoted z mod ) for measurement of cone-beam artifact magnitude in a test phantom. Approach A previously proposed analytical FOM [tan ( ψ min ) , defined as the minimum angle between a point in the 3D image reconstruction and the x-ray source over the scan orbit] was analyzed for a variety of CBCT geometries. A physical test phantom was configured with parallel disk pairs (perpendicular to the z -axis) at various locations throughout the field of view, quantifying cone-beam artifact magnitude in terms of z mod (the relative signal modulation between the disks). Two CBCT systems were considered: an interventional C-arm (Cios Spin 3D; Siemens Healthineers, Forcheim Germany) and a musculoskeletal extremity scanner; Onsight3D, Carestream Health, Rochester, United States)]. Simulations and physical experiments were conducted for various source-detector orbits: (a) a conventional 360 deg circular orbit, (b) tilted and untilted semi-circular (196 deg) orbits, (c) multi-source (three x-ray sources distributed along the z axis) semi-circular orbits, and (d) a non-circular (sine-on-sphere, SoS) orbit. The incompleteness of sampling [tan ( ψ min ) ] and magnitude of cone-beam artifacts (z mod ) were evaluated for each system and orbit. Results The results show visually and quantitatively the effect of system geometry and scan orbit on cone-beam sampling effects, demonstrating the relationship between analytical tan ( ψ min ) and empirical z mod . Advanced source-detector orbits (e.g., three-source and SoS orbits) exhibited superior sampling completeness as quantified by both the analytical and the empirical FOMs. The test phantom and z mod metric were sensitive to variations in CBCT system geometry and scan orbit and provided a surrogate measure of underlying sampling completeness. Conclusion For a given system geometry and source-detector orbit, cone-beam sampling completeness can be quantified analytically (in terms arising from Tuy's condition) and/or empirically (using a test phantom for quantification of cone-beam artifacts). Such analysis provides theoretical and practical insight on sampling effects and the completeness of data for emerging CBCT systems and scan trajectories.
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Affiliation(s)
- Pengwei Wu
- Johns Hopkins University, Department of Biomedical Engineering, Baltimore, Maryland, United States
| | - Aina Tersol
- Johns Hopkins University, Department of Biomedical Engineering, Baltimore, Maryland, United States
| | - Rolf Clackdoyle
- Université Grenoble Alpes, CNRS, Grenoble INP, TIMC Laboratory, Grenoble, France
| | - John M. Boone
- University of California – Davis, Department of Radiology, Sacramento, California, United States
| | - Jeffrey H. Siewerdsen
- Johns Hopkins University, Department of Biomedical Engineering, Baltimore, Maryland, United States
- The University of Texas M. D. Anderson Cancer Center, Department of Imaging Physics, Houston, Texas, United States
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12
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Inoa V, Dornbos D, DiNitto J, Martineau D, Sullivan J, Angel J, Nolan VG, Arthur AS, Hoit D, Nickele C, Goyal N, Elijovich L. Flat-panel detector CT to assess intracranial hemorrhage immediately following mechanical thrombectomy. J Neuroimaging 2023; 33:368-374. [PMID: 36916873 DOI: 10.1111/jon.13098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 02/22/2023] [Accepted: 02/23/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND AND PURPOSE The risk of symptomatic intracranial hemorrhage (ICH) approaches 5% despite mechanical thrombectomy (MT) efficacy for ischemic stroke secondary to large vessel occlusion. Flat-panel detector CT (FDCT) imaging with Syngo Dyna CT imaging (Siemens Medical Solutions, Malvern, PA) can be used immediately following MT to detect ICH. PURPOSE To evaluate the accuracy and reliability of FDCT imaging with Dyna CT compared to conventional post-MT CT and MRI. METHODS Head FDCT (20 second, 70 kV) was performed immediately following MT on 26 consecutive patients; postprocedural CT or MRI was obtained ∼24 hours later. Two blinded, independent neuroradiologists evaluated all imaging, identifying ICH, stroke, and presence of subarachnoid contrast. Cohen's κ statistic was used to assess interrater agreement for each imaging outcome and compared the FDCT to conventional imaging. RESULTS FDCT for ICH demonstrated a strong degree of interrater reliability (κ = 0.896; 95% confidence interval [CI], 0.734-1.057). Negligible reliability was seen for ischemia determination on immediate post-MT FDCT (κ = 0.149; 95% CI, -0.243 to 0.541). ICH evaluation between FDCT and post-MT conventional CT revealed modest interrater reliability (κ = 0.432; 95% CI, -0.100 to 0.965), which did not reach statistical significance. There was no substantive reliability in the evaluation of ICH between FDCT and post-MT MRI (κ = 0.118, 95% CI, -0.345 to 0.580). CONCLUSION FDCT, such as Dyna CT, immediately post-MT is a promising tool that can expedite the detection of ICH with a high degree of reliability, although the detection of ischemic parenchymal changes is limited.
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Affiliation(s)
- Violiza Inoa
- Semmes-Murphey Clinic, Memphis, Tennessee, USA.,Department of Neurosurgery, The University of Tennessee Health Science Center, Memphis, Tennessee, USA.,Department of Neurology, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - David Dornbos
- Department of Neurosurgery, University of Kentucky, Lexington, Kentucky, USA
| | - Julie DiNitto
- Siemens Medical Solutions, Malvern, Pennsylvania, USA
| | - David Martineau
- Department of Radiology, MidSouth Imaging, Memphis, Tennessee, USA.,Department of Radiology, Baptist Memorial Hospital, Memphis, Tennessee, USA
| | - Joseph Sullivan
- Department of Radiology, MidSouth Imaging, Memphis, Tennessee, USA.,Department of Radiology, Baptist Memorial Hospital, Memphis, Tennessee, USA
| | - Jacqueline Angel
- Department of Radiology, The University of Tennessee Health Science Center, Memphis, Tennessee, USA.,Department of Radiology, Methodist University Hospital, Memphis, Tennessee, USA
| | - Vikki G Nolan
- Division of Epidemiology, Biostatistics and Environmental Health, University of Memphis School of Public Health, Memphis, Tennessee, USA
| | - Adam S Arthur
- Semmes-Murphey Clinic, Memphis, Tennessee, USA.,Department of Neurosurgery, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Daniel Hoit
- Semmes-Murphey Clinic, Memphis, Tennessee, USA.,Department of Neurosurgery, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Christopher Nickele
- Semmes-Murphey Clinic, Memphis, Tennessee, USA.,Department of Neurosurgery, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Nitin Goyal
- Semmes-Murphey Clinic, Memphis, Tennessee, USA.,Department of Neurosurgery, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Lucas Elijovich
- Semmes-Murphey Clinic, Memphis, Tennessee, USA.,Department of Neurosurgery, The University of Tennessee Health Science Center, Memphis, Tennessee, USA.,Department of Neurology, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
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13
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Zarrini-Monfared Z, Karbasi S, Zamani A, Mosleh-Shirazi MA. Full modulation transfer functions of thick parallel- and focused-element scintillator arrays obtained by a Monte Carlo optical transport model. Med Phys 2023. [PMID: 36779548 DOI: 10.1002/mp.16306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 01/28/2023] [Accepted: 01/28/2023] [Indexed: 02/14/2023] Open
Abstract
BACKGROUND Arrays of thick segmented crystalline scintillators are useful x-ray converters for image-guided radiation therapy using electronic portal imaging (EPI) and megavoltage cone-beam computed tomography (MV-CBCT). Ionizing-radiation-only simulations previously showed relatively low modulation transfer function (MTF) in parallel-element arrays because of beam divergence. Hence, a focused-element geometry (matching the beam divergence) has been proposed. The "full" (ionizing and optical) MTF performance of such a focused geometry compared to its radiation-only MTF has, however, not been fully investigated. PURPOSE To study the full MTF performance of such arrays in a more realistic situation in which optical characteristics are also included using an in-house detector model that supports light transport, and quantify the errors in MTF estimation when the optical stage is ignored. METHODS First, radiation (x-ray and electron) transport was simulated. Then, transport of the generated optical photons was modeled using ScintSim2, an optical Monte Carlo (MC) code developed in MATLAB for simulation of two-dimensional (2D) parallel- and focused-element scintillator arrays. The full-MTF responses of focused- and parallel-element geometries, for a large array of 3 × 3 mm2 CsI:Tl detector elements of 10, 40, and 60 mm thicknesses, were examined. For each configuration, a composite line spread function (LSF) was calculated to obtain the MTF. RESULTS At the Nyquist frequency, for 10 mm-thick central elements and 60 mm-thick peripheral parallel elements, full-MTF exhibited a drop of up to 15 and 79 times, respectively, compared with radiation-only MTF. This was found to be partly attributable to the angular distribution of the light emerging from the detector-element exit face and the dependence on its aspect ratio, since the light exiting thicker scintillators exhibited a more forward-directed distribution. Focused elements provided an increase of up to nine times in peripheral-area full MTF values. CONCLUSIONS Full MTF was up to 79 times lower than radiation-only MTF. Focused arrays preserved full MTF by up to nine times compared to parallel elements. The differences in the results obtained with and without inclusion of optical photons emphasize the need to include light transport when optimizing thick segmented scintillation detectors. Besides their application in detector optimization for radiotherapy megavoltage photon imaging, these findings can also be useful for other segmented-scintillator-based imaging systems, for example, in nuclear medicine, or in 2D detection systems for quality assurance of MR-linacs.
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Affiliation(s)
- Zinat Zarrini-Monfared
- Department of Medical Physics and Engineering, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Sareh Karbasi
- Physics Unit, Department of Radio-oncology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Ali Zamani
- Department of Medical Physics and Engineering, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammad Amin Mosleh-Shirazi
- Physics Unit, Department of Radio-oncology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.,Ionizing and Non-Ionizing Radiation Protection Research Center (INIRPRC), School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
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Papadakis AE, Damilakis J. Assessment of abdominal organ dose and image quality in varying arc trajectory interventional C-arm cone beam CT. Phys Med 2022; 102:46-54. [PMID: 36095946 DOI: 10.1016/j.ejmp.2022.08.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 08/08/2022] [Accepted: 08/25/2022] [Indexed: 10/14/2022] Open
Abstract
PURPOSE The aim of this study was to investigate the effect of varying arc exposure trajectory on radiation dose to radiosensitive organs and to assess image quality in abdominal C-arm cone beam computed tomography (CBCT) interventional procedures using a latest generation system. METHODS An anthropomorphic phantom that simulates the average adult individual was used. Individual-specific Monte Carlo (MC) simulation dosimetry was performed to estimate organ doses (OD) in abdominal C-arm CBCT. Seven examination protocols prescribed by the system for vascular and soft tissue CBCT, were simulated. These protocols are differentiated in the range of the arc exposure trajectory and the level of radiation dose delivered to the patient. OD was estimated for liver, adrenals, kidneys, pancreas, stomach, gall bladder, spleen, bone and skin. Image noise, signal to noise ratio (SNR), contrast to noise ratio (CNR) and in-plane spatial resolution were assessed using CT-specific image quality assessment phantoms. RESULTS OD was found to depend on the range of arc trajectory and was higher for posterior located organs. In vascular protocols OD ranged from 4.75 mGy for skin to 0.60 mGy for bone. Image noise was higher in vascular protocols than in soft tissue ones. SNR and CNR were significantly modified among different soft tissue protocols (P < 0.05). In-plane spatial resolution was found 0.80 lp/mm in vascular as opposed to 0.41 lp/mm in soft tissue protocols. CONCLUSIONS The current results may be used to estimate OD for different examination protocols and enable operators choose the appropriate acquisition protocol on the preprogrammed interventional task.
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Affiliation(s)
- Antonios E Papadakis
- Medical Physics Department, University General Hospital of Heraklion, Stavrakia 71110, Crete, Greece.
| | - John Damilakis
- Medical Physics Department, University of Crete, Stavrakia 71110, Crete, Greece
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Change your Angle of View : Sinusoidal C-Arm Movement in Cranial Flat-panel CT to Improve Image Quality. Clin Neuroradiol 2022; 32:1109-1115. [PMID: 35513553 PMCID: PMC9744702 DOI: 10.1007/s00062-022-01172-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 04/08/2022] [Indexed: 12/16/2022]
Abstract
BACKGROUND Artifacts from surrounding bony structures, especially from the petrous bones, regularly impair soft tissue computed tomography (CT) imaging of the middle and posterior fossa. This affects flat-panel CT in particular. Sinusoidal movement of the C‑arm during acquisition (i.e. craniocaudal tilting along with semicircular rotation) is supposed to reduce artifacts, thus enhancing soft tissue imaging quality. METHODS In the work-up of ischemic stroke or subarachnoid hemorrhage 40 patients underwent multi-slice CT (MS-CT) and either plain circular (cFP-CT; n = 20) or sinusoidal (sFP-CT; n = 20) flat-panel CT within a short interval. Two independent readers analyzed MS-CT and FP-CT datasets for recognizability of eight different brain structures and three typical types of artifacts according to a predetermined score. RESULTS Interrater reliability was moderate for cFP-CT (κ = 0.575) and good to very good for ratings of MS-CT and sFP-CT (κ = 0.651 to κ = 1). MS-CT was rated to be significantly better than cFP-CT and sFP-CT (p < 0.0001) in the overall score. Yet, sFP-CT was rated to be significantly superior to cFP-CT (overall p < 0.0001) regarding most anatomical regions and petrous bone artifacts. CONCLUSION Compared to a standard circular protocol, sinusoidal C‑arm movement in cranial FP-CT can significantly reduce artifacts in the posterior fossa and, moreover, can improve visualization of most supratentorial and infratentorial anatomical structures.
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