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Akhtar MN, Haleem A, Javaid M, Mathur S, Vaish A, Vaishya R. Artificial intelligence-based orthopaedic perpetual design. J Clin Orthop Trauma 2024; 49:102356. [PMID: 38361509 PMCID: PMC10865397 DOI: 10.1016/j.jcot.2024.102356] [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: 08/30/2023] [Revised: 01/26/2024] [Accepted: 02/02/2024] [Indexed: 02/17/2024] Open
Abstract
Background and aims Integrating Artificial Intelligence (AI) methodologies in orthopaedic surgeries is becoming increasingly important as it optimises implant designs and treatment procedures. This research article introduces an innovative approach using an AI-driven algorithm, focusing on the humerus bone anatomy. The primary focus of this work is to determine implant dimensions tailored to individual patients. Methodology We have utilised Python's DICOM library, which extracts rich information from medical images obtained through CT and MRI scans. The algorithm generates precise three-dimensional reconstructions of the bone, enabling a comprehensive understanding of its morphology. Results Using algorithms that reconstructed 3D bone models to propose optimal implant geometries that adhere to patients' unique anatomical intricacies and cater to their functional requirements. Integrating AI techniques promotes enhanced implant designs that facilitate enhanced integration with the host bone, promoting improved patient outcomes. Conclusion A notable breakthrough in this research is the ability of the algorithm to predict implant physical dimensions based on CT and MRI data. The algorithm can infer implant specifications that align with patient-specific bone characteristics by training the AI model on a diverse dataset. This approach could revolutionise orthopaedic surgery, reducing patient waiting times and the duration of medical interventions.
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Affiliation(s)
- Md Nahid Akhtar
- Department of Mechanical Engineering, Jamia Millia Islamia, New Delhi, India
| | - Abid Haleem
- Department of Mechanical Engineering, Jamia Millia Islamia, New Delhi, India
| | - Mohd Javaid
- Department of Mechanical Engineering, Jamia Millia Islamia, New Delhi, India
| | - Sonu Mathur
- Department of Mechanical Engineering GJUS &T Hisar Haryana, India
| | - Abhishek Vaish
- Department of Orthopaedics, Indraprastha Apollo Hospital, Sarita Vihar, Mathura Road, New Delhi, India
| | - Raju Vaishya
- Department of Orthopaedics, Indraprastha Apollo Hospital, Sarita Vihar, Mathura Road, New Delhi, India
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Park JH, Kim DH, Chai JW, Kim HJ, Seo J, Son JY. [Imaging Evaluation of Early and Long-Term Complications Associated with the Postoperative Spine]. JOURNAL OF THE KOREAN SOCIETY OF RADIOLOGY 2024; 85:36-53. [PMID: 38362387 PMCID: PMC10864152 DOI: 10.3348/jksr.2023.0147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Accepted: 01/14/2024] [Indexed: 02/17/2024]
Abstract
As the number of spinal surgeries being performed expands, the number of medical imaging procedures such as radiography, CT, and MRI is also increasing, and the importance of their interpretation is becoming more significant. Herein, we present the radiological findings of a variety of complications that can occur after spinal surgery and discuss how effectively and accurately they can be diagnosed through imaging. In particular, this study details the characteristic imaging findings specific to the early and long-term postoperative periods. Early complications of spinal surgery include improper placement of surgical instruments (instrument malpositioning), seromas, hematomas, pseudomeningoceles, and infections in the region surrounding the surgical site. Conversely, long-term complications may include osteolysis around surgical instruments, failure of fusion, adjacent segment disease, and the formation of epidural fibrosis or scar tissue. A precise understanding of the imaging assessments related to complications arising after spinal surgery is crucial to ensure timely and accurate diagnosis, which is necessary to achieve effective treatment.
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Khan ASR, Mattei TA, Mercier PJ, Cloney M, Dahdaleh NS, Koski TR, El Tecle NE. Outcome Reporting in Spine Surgery: A Review of Historical and Emerging Trends. World Neurosurg 2023; 179:88-98. [PMID: 37480984 DOI: 10.1016/j.wneu.2023.07.067] [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: 05/15/2023] [Revised: 07/13/2023] [Accepted: 07/14/2023] [Indexed: 07/24/2023]
Abstract
The general objectives of spine surgery are to alleviate pain, restore neurologic function, and prevent or treat spinal deformities or instability. The accumulating expanse of outcome measures has allowed us to more objectively quantify these variables and, therefore, gauge the success of treatments, ultimately improving the quality of the delivered health care. It has become increasingly evident that spinal conditions and their accompanying interventions affect all aspects of a patient's life, including their physical, mental, emotional, and social well-being. This underscores the challenge of creating clinically relevant and accurate outcome measures in spine care, and the reason why there is a growing recognition of the importance of subjective measures such as patient-reported outcome measures, that consider a patients' health-related quality of life. Subjective measures provide valuable insights into patient experiences and perceptions of treatment outcomes, whereas objective measures provide a reproducible glimpse into key radiographic and clinical parameters that are associated with a successful outcome. In this narrative review, we provide a detailed analysis of the most common subjective and objective outcome measures employed in spine surgery, with a special focus on their current role as well as the possible future of outcome reporting.
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Affiliation(s)
- Ali Saif R Khan
- Center School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas, USA
| | - Tobias A Mattei
- Department of Neurological Surgery, Saint Louis University, St. Louis, Missouri, USA
| | - Phillipe J Mercier
- Department of Neurological Surgery, Saint Louis University, St. Louis, Missouri, USA
| | - Michael Cloney
- Department of Neurological Surgery, Northwestern University, Chicago, Illinois, USA
| | - Nader S Dahdaleh
- Department of Neurological Surgery, Northwestern University, Chicago, Illinois, USA
| | - Tyler R Koski
- Department of Neurological Surgery, Northwestern University, Chicago, Illinois, USA
| | - Najib E El Tecle
- Department of Neurological Surgery, Northwestern University, Chicago, Illinois, USA.
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Kwofie M, Policeni B. Reconstructive Surgeries After Head And Neck Trauma: Imaging Appearances. Semin Roentgenol 2023; 58:311-330. [PMID: 37507172 DOI: 10.1053/j.ro.2023.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Revised: 04/10/2023] [Accepted: 04/22/2023] [Indexed: 07/30/2023]
Affiliation(s)
- Michael Kwofie
- Department of Radiology, The University of Iowa Hospital and Clinics, Iowa City, IA.
| | - Bruno Policeni
- Department of Radiology, The University of Iowa Hospital and Clinics, Iowa City, IA
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Jandura J, Vajda M, Kostysyn R, Vanasek J, Cermakova E, Zizka J, Ryska P. Previous Lumbar Spine Surgery Decreases the Therapeutic Efficacy of Dorsal Root Ganglion Pulsed Radiofrequency in Patients with Chronic Lumbosacral Radicular Pain. J Pers Med 2023; 13:1054. [PMID: 37511667 PMCID: PMC10381565 DOI: 10.3390/jpm13071054] [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: 05/29/2023] [Revised: 06/23/2023] [Accepted: 06/25/2023] [Indexed: 07/30/2023] Open
Abstract
Chronic lumbosacral radicular pain (CLRP) as a possible adverse consequence of lumbar spine surgery represents a serious medical challenge. Pulsed radiofrequency of dorsal root ganglion (PRF-DRG) treatment is known to be effective in alleviating CLRP. This retrospective study compares the efficacy of a single CT-guided PRF-DRG procedure in the treatment of unilateral CLRP between patients without (non-PSS) and with (PSS) previous lumbar spine surgery. Non-PSS and PSS groups included 30 and 20 patients, respectively. Outcomes (pain intensity and disability) were evaluated by means of the visual analog scale (VAS) and Oswestry disability index (ODI) immediately after the procedure (VAS), as well as three and six months after the procedure, respectively. Non-PSS group showed a significant (p ˂ 0.001) decrease of VAS (median) at all follow-up intervals (from 6 to 4; 4; 4.5 points, respectively). The PSS group showed a significant yet transient VAS (median) decrease (from 6 to 5 points) immediately after the procedure only (p < 0.001). The decrease of VAS was more pronounced in the non-PSS group after three and six months (p = 0.0054 and 0.011, respectively) in intergroup comparison. A relative decrease of VAS ≥ 50% during follow-up was achieved in 40%; 43.3%; 26.7% (non-PSS), and 25%; 5%; 0% (PSS) of patients. ODI (median) significantly decreased in the non-PSS group (from 21.5 to 18 points) at three and six months (p = 0.014 and 0.021, respectively). In conclusion, previous lumbar spine surgery decreases the therapeutic efficacy of PRF-DRG procedure in CLRP patients.
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Affiliation(s)
- Jiri Jandura
- Department of Diagnostic Radiology, University Hospital Hradec Kralove, Sokolska 581, 50005 Hradec Kralove, Czech Republic
- Department of Diagnostic Radiology, Faculty of Medicine in Hradec Kralove, Charles University, Simkova 870, 50003 Hradec Kralove, Czech Republic
| | - Milan Vajda
- Department of Diagnostic Radiology, University Hospital Hradec Kralove, Sokolska 581, 50005 Hradec Kralove, Czech Republic
- Department of Diagnostic Radiology, Faculty of Medicine in Hradec Kralove, Charles University, Simkova 870, 50003 Hradec Kralove, Czech Republic
| | - Roman Kostysyn
- Department of Diagnostic Radiology, Faculty of Medicine in Hradec Kralove, Charles University, Simkova 870, 50003 Hradec Kralove, Czech Republic
- Department of Neurosurgery, University Hospital Hradec Kralove, Sokolska 581, 50005 Hradec Kralove, Czech Republic
| | - Jiri Vanasek
- Department of Diagnostic Radiology, University Hospital Hradec Kralove, Sokolska 581, 50005 Hradec Kralove, Czech Republic
| | - Eva Cermakova
- Department of Medical Biophysics, Faculty of Medicine in Hradec Kralove, Charles University, Simkova 870, 50003 Hradec Kralove, Czech Republic
| | - Jan Zizka
- Department of Imaging and Functional Medicine, University of Umea Daniel Naezéns väg, 90737 Umea, Sweden
| | - Pavel Ryska
- Department of Diagnostic Radiology, University Hospital Hradec Kralove, Sokolska 581, 50005 Hradec Kralove, Czech Republic
- Department of Diagnostic Radiology, Faculty of Medicine in Hradec Kralove, Charles University, Simkova 870, 50003 Hradec Kralove, Czech Republic
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Girão MMV, Miyahara LK, Dwan VSY, Baptista E, Taneja AK, Gotfryd A, do Amaral E Castro A. Imaging features of the postoperative spine: a guide to basic understanding of spine surgical procedures. Insights Imaging 2023; 14:103. [PMID: 37278946 DOI: 10.1186/s13244-023-01447-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 04/30/2023] [Indexed: 06/07/2023] Open
Abstract
Spinal surgical procedures are becoming more common over the years, and imaging studies can be requested in the postoperative setting, such as a baseline study when implants are used, or when there is a new postoperative issue reported by the patient or even as routine surveillance. Therefore, it helps the surgeon in the appropriate management of cases. In this context, there is increasing importance of the radiologist in the adequate interpretation of postoperative images, as well as in the choice of the most appropriate modality for each case, especially among radiographs, computed tomography, magnetic resonance imaging and nuclear medicine. It is essential to be familiar with the main types of surgical techniques and imaging characteristics of each one, including the type and correct positioning of hardware involved, to differentiate normal and abnormal postoperative appearances. The purpose of this pictorial essay is to illustrate and discuss the more frequently used spine surgical interventions and their imaging characteristics, with an emphasis on classical decompression and fusion/stabilization procedures. KEY POINTS: Plain radiographs remain the main modality for baseline, dynamic evaluation, and follow-ups. CT is the method of choice for assessing bone fusion, hardware integrity and loosening. MRI should be used to evaluate bone marrow and soft tissue complications. Radiologists should be familiar with most performed spinal procedures in order to differentiate normal and abnormal. CRITICAL RELEVANCE STATEMENT: This article discusses the main surgical procedures involved in the spine, which can be didactically divided into decompression, stabilization-fusion, and miscellaneous, as well as the role of diagnostic imaging methods and their main findings in this context.
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Affiliation(s)
| | - Lucas Kenzo Miyahara
- Federal University of São Paulo, Rua Napoleão de Barros, n° 800, São Paulo, 04024-002, Brazil.
| | | | | | - Atul Kumar Taneja
- Department of Radiology, UT Southwestern Medical Center, Dallas, TX, USA
| | | | - Adham do Amaral E Castro
- Hospital Israelita Albert Einstein, São Paulo, Brazil
- Federal University of São Paulo, Rua Napoleão de Barros, n° 800, São Paulo, 04024-002, Brazil
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Choi TY, Chang MY, Lee SH, Park Y, Ha JW, Park JH. Differences in time-to-fusion based on "absence of peri-graft radiolucency" and "trabecular bone bridging" criteria after transforaminal lumbar interbody fusion in patients with low and normal bone density. Skeletal Radiol 2023; 52:733-742. [PMID: 36305913 DOI: 10.1007/s00256-022-04219-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 10/21/2022] [Accepted: 10/21/2022] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To investigate the difference in time-to-fusion between two sets of interbody fusion criteria (absence of peri-graft radiolucency vs. trabecular bone bridging), and to determine the effect of osteoporosis on time-to-fusion. MATERIALS AND METHODS This retrospective study enrolled 79 patients treated for degenerative disease with one-level transforaminal lumbar interbody fusion from February 2012 to December 2018, and who had both pre- and post-operative CTs. Patients were divided into osteoporosis, osteopenia, and normal groups based on L1 vertebral body attenuation values in pre-operative CT with cutoff of 90 Hounsfield units (HU) and 120 HU. The osteoporosis, osteopenia, and normal groups included 36 patients (mean age: 69.9 years; 8 men and 28 women), 18 patients (mean age: 62.6 years; 7 men and 11 women), and 25 patients (mean age: 56.6 years; 15 men and 10 women), respectively. Fusion was assessed annually on post-operative CT images using absence of peri-graft radiolucency and trabecular bone bridging criteria. Time-to-fusion was estimated using the Kaplan-Meier method, and differences between the groups were examined using the log-rank test. Cox proportional hazards regression was performed. RESULTS Time-to-fusion took significantly longer in the osteoporosis group in both fusion criteria (0.5 years in normal vs. 2 years in osteopenia vs. 3 years in osteoporosis for absence of peri-graft radiolucency; p = 0.003, and 3 years vs. 4 years vs. 5 years for trabecular bone bridging; p = 0.001). Only osteoporosis grouping was independent risk factor for slow trabecular bone fusion (hazard ratio:0.339; p = 0.003). CONCLUSION The median time to fusion was significantly longer when using trabecular bone bridging criteria than absence of peri-graft radiolucency criteria.
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Affiliation(s)
- Tae Yang Choi
- Department of Anesthesiology and Pain Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Min-Yung Chang
- Department of Radiology, National Health Insurance Service Ilsan Hospital, 100 Ilsan-Ro, Ilsandong-Gu, Goyang-Si, Gyeonggi-Do, 10444, Republic of Korea.
| | - Seung Hyun Lee
- Department of Radiology, National Health Insurance Service Ilsan Hospital, 100 Ilsan-Ro, Ilsandong-Gu, Goyang-Si, Gyeonggi-Do, 10444, Republic of Korea
| | - Yung Park
- Department of Orthopedic Surgery, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Joong Won Ha
- Department of Orthopedic Surgery, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Jin Hyun Park
- Department of Anesthesiology and Pain Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
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Bizdikian AJ, El Rachkidi R. Posterior Ligamentous Complex Injuries of the Thoracolumbar Spine: Importance and Surgical Implications. Cureus 2021; 13:e18774. [PMID: 34796064 PMCID: PMC8590454 DOI: 10.7759/cureus.18774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/14/2021] [Indexed: 11/05/2022] Open
Abstract
The soft tissues surrounding the spine play a primordial role in its stability, the most important of which are located posteriorly and are deemed the posterior ligamentous complex (PLC). Injuries to the PLC in the setting of thoracolumbar trauma are often dreaded and little attention has been given to them in the management protocols of thoracolumbar trauma. This review aims to summarize and contextualize current concepts in PLC injuries of the thoracolumbar spine with the aim to provide a clear guide for clinical management. Injuries to the PLC may be suspected on the clinical exam but are often missed, leading to serious complications, including instability and neurological compromise. The diagnosis is often made indirectly by spinal radiographs and CT-scanning or by direct visualization of soft tissues via magnetic resonance imaging. The latter remains the standard imaging modality and is mandatory for patients with a high suspicion of PLC injury. PLC injuries are associated with vertebral fractures and follow a progressive pattern of severity, depending on the mechanism of injury and extent of trauma. Surgical management is warranted, as PLC damage renders the spine unstable. Although fusion was once the standard of care and remains applicable for certain patients, recent endeavors of temporary spinal fixation without fusion are increasingly gaining traction in patients with PLC injuries. In conclusion, PLC injuries are challenging as they are often missed, poorly understood, and are not easily managed. Proper diagnosis and management are crucial to avoid long-standing complications such as spinal instability. Considering the paucity of available data on such an important topic in thoracolumbar trauma, this review article aims to contextualize current concepts in PLC injuries in order to demystify this sparsely covered subject.
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Affiliation(s)
- Aren Joe Bizdikian
- Department of Orthopaedics and Traumatology, Hotel-Dieu de France Hospital, Beirut, LBN
| | - Rami El Rachkidi
- Department of Orthopaedics and Traumatology, Hotel-Dieu de France Hospital, Beirut, LBN
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Ghodasara N, Yi PH, Clark K, Fishman EK, Farshad M, Fritz J. Postoperative Spinal CT: What the Radiologist Needs to Know. Radiographics 2020; 39:1840-1861. [PMID: 31589573 DOI: 10.1148/rg.2019190050] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
During the past 2 decades, the number of spinal surgeries performed annually has been steadily increasing, and these procedures are being accompanied by a growing number of postoperative imaging studies to interpret. CT is accurate for identifying the location and integrity of implants, assessing the success of decompression and intervertebral arthrodesis procedures, and detecting and characterizing related complications. Although postoperative spinal CT is often limited owing to artifacts caused by metallic implants, parameter optimization and advanced metal artifact reduction techniques, including iterative reconstruction and monoenergetic extrapolation methods, can be used to reduce metal artifact severity and improve image quality substantially. Commonly used and recently available spinal implants and prostheses include screws and wires, static and extendable rods, bone grafts and biologic materials, interbody cages, and intervertebral disk prostheses. CT assessment and the spectrum of complications that can occur after spinal surgery and intervertebral arthroplasty include those related to the position and integrity of implants and prostheses, adjacent segment degeneration, collections, fistulas, pseudomeningoceles, cerebrospinal fluid leaks, and surgical site infections. Knowledge of the numerous spinal surgery techniques and devices aids in differentiating expected postoperative findings from complications. The various types of spinal surgery instrumentation and commonly used spinal implants are reviewed. The authors also describe and illustrate normal postoperative spine findings, signs of successful surgery, and the broad spectrum of postoperative complications that can aid radiologists in generating reports that address issues that the surgeon needs to know for optimal patient management.©RSNA, 2019.
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Affiliation(s)
- Nevil Ghodasara
- From the Russell H. Morgan Department of Radiology and Radiologic Science (N.G., P.H.Y., K.C.), Sections of Body CT (E.K.F.) and Musculoskeletal Radiology (J.F.), Johns Hopkins Hospital, 601 N Caroline St, Room 3014, Baltimore, MD 21287; and Spine Division, Department of Orthopedics, Balgrist University Hospital Zurich, Zurich, Switzerland (M.F.)
| | - Paul H Yi
- From the Russell H. Morgan Department of Radiology and Radiologic Science (N.G., P.H.Y., K.C.), Sections of Body CT (E.K.F.) and Musculoskeletal Radiology (J.F.), Johns Hopkins Hospital, 601 N Caroline St, Room 3014, Baltimore, MD 21287; and Spine Division, Department of Orthopedics, Balgrist University Hospital Zurich, Zurich, Switzerland (M.F.)
| | - Karen Clark
- From the Russell H. Morgan Department of Radiology and Radiologic Science (N.G., P.H.Y., K.C.), Sections of Body CT (E.K.F.) and Musculoskeletal Radiology (J.F.), Johns Hopkins Hospital, 601 N Caroline St, Room 3014, Baltimore, MD 21287; and Spine Division, Department of Orthopedics, Balgrist University Hospital Zurich, Zurich, Switzerland (M.F.)
| | - Elliot K Fishman
- From the Russell H. Morgan Department of Radiology and Radiologic Science (N.G., P.H.Y., K.C.), Sections of Body CT (E.K.F.) and Musculoskeletal Radiology (J.F.), Johns Hopkins Hospital, 601 N Caroline St, Room 3014, Baltimore, MD 21287; and Spine Division, Department of Orthopedics, Balgrist University Hospital Zurich, Zurich, Switzerland (M.F.)
| | - Mazda Farshad
- From the Russell H. Morgan Department of Radiology and Radiologic Science (N.G., P.H.Y., K.C.), Sections of Body CT (E.K.F.) and Musculoskeletal Radiology (J.F.), Johns Hopkins Hospital, 601 N Caroline St, Room 3014, Baltimore, MD 21287; and Spine Division, Department of Orthopedics, Balgrist University Hospital Zurich, Zurich, Switzerland (M.F.)
| | - Jan Fritz
- From the Russell H. Morgan Department of Radiology and Radiologic Science (N.G., P.H.Y., K.C.), Sections of Body CT (E.K.F.) and Musculoskeletal Radiology (J.F.), Johns Hopkins Hospital, 601 N Caroline St, Room 3014, Baltimore, MD 21287; and Spine Division, Department of Orthopedics, Balgrist University Hospital Zurich, Zurich, Switzerland (M.F.)
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