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Cheng T, Li F, Jiang X, Yu D, Wei J, Yuan Y, Xu H. Comparison of different acceleration factors of artificial intelligence-compressed sensing for brachial plexus MRI imaging: scanning time and image quality. BMC Med Imaging 2024; 24:309. [PMID: 39543482 PMCID: PMC11566112 DOI: 10.1186/s12880-024-01493-0] [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: 08/22/2024] [Accepted: 11/06/2024] [Indexed: 11/17/2024] Open
Abstract
BACKGROUND 3D brachial plexus MRI scanning is prone to examination failure due to the lengthy scan times, which can lead to patient discomfort and motion artifacts. Our purpose is to investigate the efficacy of artificial intelligence-assisted compressed sensing (ACS) in improving the acceleration efficiency and maintaining or enhancing the image quality of brachial plexus MR imaging. METHODS A total of 30 volunteers underwent 3D sampling perfection with application-optimized contrast using different flip angle evolution short time inversion recovery using a 3.0T MR scanner. The imaging protocol included parallel imaging (PI) and ACS employing acceleration factors of 4.37, 6.22, and 9.03. Radiologists evaluated the neural detail display, fat suppression effectiveness, presence of image artifacts, and overall image quality. Signal intensity and standard deviation of specific anatomical sites within the brachial plexus and background tissues were measured, with signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR) subsequently calculated. Cohen's weighted kappa (κ), One-way ANOVA, Kruskal-Wallis and pairwise comparisons with Bonferroni-adjusted significance level. P < 0.05 was considered statistically significant. RESULTS ACS significantly reduced scanning times compared to PI. Evaluations revealed differences in subjective scores and SNR across the sequences (P < 0.05), with no marked differences in CNR (P > 0.05). For subjective scores, ACS 9.03 were lower than the other three sequences in neural details display, image artifacts and overall image quality. There was no significant difference in fat suppression. For objective quantitative evaluation, SNR of right C6 root in ACS 6.22 and ACS 9.03 was higher than that in PI; SNR of left C6 root in ACS 4.37, ACS 6.22 and ACS 9.03 was higher than that in PI; SNR of medial cord in ACS 6.22, ACS 9.03 was higher than that in PI. CONCLUSION Compared with PI, ACS can shorten scanning time while ensuring good image quality.
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Affiliation(s)
- Tianxin Cheng
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Beijing, 100050, China
| | - Feifei Li
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Beijing, 100050, China
- Department of Radiology, BaoShan Hospital of Traditional Chinese Medicine, Baoshan, Yunnan, China
| | - Xuetao Jiang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Beijing, 100050, China
- Department of Radiology, Zunyi First People's Hospital, The Third Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China
| | - Dan Yu
- United Imaging Research Institute of Intelligent Imaging, Beijing, China
| | - Jie Wei
- Shanghai United Imaging Healthcare Co., Ltd., Shanghai, China
| | - Ying Yuan
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Beijing, 100050, China.
| | - Hui Xu
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No. 95 Yongan Road, Beijing, 100050, China.
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Sneag DB, Urban C, Li TY, Colucci PG, Pedrick EG, Nimura CA, Feinberg JH, Milani CJ, Tan ET. Hourglass-like constrictions on MRI are common in electromyography-confirmed cases of neuralgic amyotrophy (Parsonage-Turner syndrome): A tertiary referral center experience. Muscle Nerve 2024; 70:42-51. [PMID: 37610034 PMCID: PMC10884353 DOI: 10.1002/mus.27961] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 08/07/2023] [Accepted: 08/08/2023] [Indexed: 08/24/2023]
Abstract
INTRODUCTION/AIMS Hourglass-like constrictions (HGCs) of involved nerves in neuralgic amyotrophy (NA) (Parsonage-Turner syndrome) have been increasingly recognized with magnetic resonance neurography (MRN). This study sought to determine the sensitivity of HGCs, detected by MRN, among electromyography (EMG)-confirmed NA cases. METHODS This study retrospectively reviewed records of patients with the clinical diagnosis of NA, and with EMG confirmation, who underwent 3-Tesla MRN within 90 days of EMG at a single tertiary referral center between 2011 and 2021. "Severe NA" positive cases were defined by a clinical diagnosis and specific EMG criteria: fibrillation potentials or positive sharp waves, along with motor unit recruitment (MUR) grades of "discrete" or "none." On MRN, one or more HGCs, defined as focally decreased nerve caliber or diffusely beaded appearance, was considered "imaging-positive." Post hoc inter-rater reliability for HGCs was measured by comparing the original MRN report against subsequent blinded interpretation by a second radiologist. RESULTS A total of 123 NA patients with 3-Tesla MRN performed within 90 days of EMG were identified. HGCs were observed in 90.2% of all NA patients. In "severe NA" cases, based on the above EMG criteria, HGC detection resulted in a sensitivity of 91.9%. Nerve-by-nerve analysis (183 nerve-muscle pairs, nerves assessed by MRN, muscles assessed by EMG) showed a sensitivity of 91.0%. The second radiologist largely agreed with the original HGC evaluation, (94.3% by subjects, 91.8% by nerves), with no significant difference between evaluations (subjects: χ2 = 2.27, P = .132, nerves: χ2 = 0.98, P = .323). DISCUSSION MRN detection of HGCs is common in NA.
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Affiliation(s)
- Darryl B. Sneag
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA 10021
| | - Casey Urban
- Hand and Upper Extremity Service, Hospital for Special Surgery, New York, NY, USA 10021
| | - Tim Y. Li
- Weill Cornell Medical College, New York, NY, USA 10021
| | - Philip G. Colucci
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA 10021
| | - Emily G. Pedrick
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA 10021
| | - Clare A. Nimura
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA 10021
| | - Joseph H. Feinberg
- Department of Physiatry, Hospital for Special Surgery, New York, NY, USA 10021
| | - Carlo J. Milani
- Department of Physiatry, Hospital for Special Surgery, New York, NY, USA 10021
| | - Ek T. Tan
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA 10021
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Morena J, Tan ET, Campbell G, Bhatti P, Li Q, Geannette CS, Lin Y, Milani CJ, Sneag DB. MR Neurography and Quantitative Muscle MRI of Parsonage Turner Syndrome Involving the Long Thoracic Nerve. J Magn Reson Imaging 2024; 59:2180-2189. [PMID: 37702553 PMCID: PMC10932860 DOI: 10.1002/jmri.29007] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 08/27/2023] [Accepted: 08/28/2023] [Indexed: 09/14/2023] Open
Abstract
BACKGROUND Parsonage-Turner syndrome (PTS) is characterized by severe, acute upper extremity pain and subsequent paresis and most commonly involves the long thoracic nerve (LTN). While MR neurography (MRN) can detect LTN hourglass-like constrictions (HGCs), quantitative muscle MRI (qMRI) can quantify serratus anterior muscle (SAM) neurogenic changes. PURPOSE/HYPOTHESIS 1) To characterize qMRI findings in LTN-involved PTS. 2) To investigate associations between qMRI and clinical assessments of HGCs/electromyography (EMG). STUDY TYPE Prospective. POPULATION 30 PTS subjects (25 M/5 F, mean/range age = 39/15-67 years) with LTN involvement who underwent bilateral chest wall qMRI and unilateral brachial plexus MRN. FIELD STRENGTH/SEQUENCES 3.0 Tesla/multiecho spin-echo T2-mapping, diffusion-weighted echo-planar-imaging, multiecho gradient echo. ASSESSMENT qMRI was performed to obtain T2, muscle diameter fat fraction (FF), and cross-sectional area of the SAM. Clinical reports of MRN and EMG were obtained; from MRN, the number of HGCs; from EMG, SAM measurements of motor unit recruitment levels, fibrillations, and positive sharp waves. qMRI/MRN were performed within 90 days of EMG. EMG was performed on average 185 days from symptom onset (all ≥2 weeks from symptom onset) and 5 days preceding MRI. STATISTICAL TESTS Paired t-tests were used to compare qMRI measures in the affected SAM versus the contralateral, unaffected side (P < 0.05 deemed statistically significant). Kendall's tau was used to determine associations between qMRI against HGCs and EMG. RESULTS Relative to the unaffected SAM, the affected SAM had increased T2 (50.42 ± 6.62 vs. 39.09 ± 4.23 msec) and FF (8.45 ± 9.69 vs. 4.03% ± 1.97%), and decreased muscle diameter (74.26 ± 21.54 vs. 88.73 ± 17.61 μm) and cross-sectional area (9.21 ± 3.75 vs. 16.77 ± 6.40 mm2). There were weak to negligible associations (tau = -0.229 to <0.001, P = 0.054-1.00) between individual qMRI biomarkers and clinical assessments of HGCs and EMG. DATA CONCLUSION qMRI changes in the SAM were observed in subjects with PTS involving the LTN. LEVEL OF EVIDENCE 2 TECHNICAL EFFICACY: Stage 1.
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Affiliation(s)
- Jonathan Morena
- Department of Neurology, Hospital for Special Surgery, New York, NY
| | - Ek T Tan
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY
| | - Gracyn Campbell
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY
| | - Pravjit Bhatti
- Georgetown University School of Medicine, Washington, DC
| | - Qian Li
- Department of Biostatistics, Hospital for Special Surgery, New York, NY
| | | | - Yenpo Lin
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Carlo J Milani
- Department of Physiatry, Hospital for Special Surgery, New York, NY
| | - Darryl B Sneag
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY
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Sneag DB, Queler SC, Campbell G, Colucci PG, Lin J, Lin Y, Wen Y, Li Q, Tan ET. Optimized 3D brachial plexus MR neurography using deep learning reconstruction. Skeletal Radiol 2024; 53:779-789. [PMID: 37914895 DOI: 10.1007/s00256-023-04484-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 10/12/2023] [Accepted: 10/14/2023] [Indexed: 11/03/2023]
Abstract
OBJECTIVE To evaluate whether 'fast,' unilateral, brachial plexus, 3D magnetic resonance neurography (MRN) acquisitions with deep learning reconstruction (DLR) provide similar image quality to longer, 'standard' scans without DLR. MATERIALS AND METHODS An IRB-approved prospective cohort of 30 subjects (13F; mean age = 50.3 ± 17.8y) underwent clinical brachial plexus 3.0 T MRN with 3D oblique-coronal STIR-T2-weighted-FSE. 'Standard' and 'fast' scans (time reduction = 23-48%, mean = 33%) were reconstructed without and with DLR. Evaluation of signal-to-noise ratio (SNR) and edge sharpness was performed for 4 image stacks: 'standard non-DLR,' 'standard DLR,' 'fast non-DLR,' and 'fast DLR.' Three raters qualitatively evaluated 'standard non-DLR' and 'fast DLR' for i) bulk motion (4-point scale), ii) nerve conspicuity of proximal and distal suprascapular and axillary nerves (5-point scale), and iii) nerve signal intensity, size, architecture, and presence of a mass (binary). ANOVA or Wilcoxon signed rank test compared differences. Gwet's agreement coefficient (AC2) assessed inter-rater agreement. RESULTS Quantitative SNR and edge sharpness were superior for DLR versus non-DLR (SNR by + 4.57 to + 6.56 [p < 0.001] for 'standard' and + 4.26 to + 4.37 [p < 0.001] for 'fast;' sharpness by + 0.23 to + 0.52/pixel for 'standard' [p < 0.018] and + 0.21 to + 0.25/pixel for 'fast' [p < 0.003]) and similar between 'standard non-DLR' and 'fast DLR' (SNR: p = 0.436-1, sharpness: p = 0.067-1). Qualitatively, 'standard non-DLR' and 'fast DLR' had similar motion artifact, as well as nerve conspicuity, signal intensity, size and morphology, with high inter-rater agreement (AC2: 'standard' = 0.70-0.98, 'fast DLR' = 0.69-0.97). CONCLUSION DLR applied to faster, 3D MRN acquisitions provides similar image quality to standard scans. A faster, DL-enabled protocol may replace currently optimized non-DL protocols.
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Affiliation(s)
- D B Sneag
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA.
- Weill Medical College of Cornell, New York, NY, USA.
| | - S C Queler
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
- College of Medicine, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - G Campbell
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
| | - P G Colucci
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
| | - J Lin
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
| | - Y Lin
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
| | - Y Wen
- GE Healthcare, Waukesha, WI, USA
| | - Q Li
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
| | - E T Tan
- Department of Radiology and Imaging, Hospital for Special Surgery, 535 E. 70Th St., New York, NY, 10021, USA
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Pitman J, Lin Y, Tan ET, Sneag D. Magnetic Resonance Neurography of the Lumbosacral Plexus. Radiol Clin North Am 2024; 62:229-245. [PMID: 38272617 DOI: 10.1016/j.rcl.2023.09.008] [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] [Indexed: 01/27/2024]
Abstract
Pain and weakness in the low back, pelvis, and lower extremities are diagnostically challenging, and imaging can be an important step in the workup and management of these patients. Technical advances in magnetic resonance neurography (MRN) have significantly improved its utility for imaging the lumbosacral plexus (LSP). In this article, the authors review LSP anatomy and selected pathology examples. In addition, the authors will discuss technical considerations for MRN with specific points for the branch nerves off the plexus.
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Affiliation(s)
- Jenifer Pitman
- Musculoskeletal Imaging, Department of Radiology, Johns Hopkins Hospital, 601 N Caroline Street, 3rd Floor, Baltimore, MD, USA.
| | - Yenpo Lin
- Radiology Department, Hospital For Special Surgery, 535 East 70th Street, 3rd Floor, New York, NY, USA; Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Ek Tsoon Tan
- Radiology Department, Hospital For Special Surgery, 535 East 70th Street, 3rd Floor, New York, NY, USA
| | - Darryl Sneag
- Radiology Department, Hospital For Special Surgery, 535 East 70th Street, 3rd Floor, New York, NY, USA
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Jung JY, Lin Y, Carrino JA. An Updated Review of Magnetic Resonance Neurography for Plexus Imaging. Korean J Radiol 2023; 24:1114-1130. [PMID: 37899521 PMCID: PMC10613850 DOI: 10.3348/kjr.2023.0150] [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: 02/15/2023] [Revised: 08/02/2023] [Accepted: 08/06/2023] [Indexed: 10/31/2023] Open
Abstract
Magnetic resonance neurography (MRN) is increasingly used to visualize peripheral nerves in vivo. However, the implementation and interpretation of MRN in the brachial and lumbosacral plexi are challenging because of the anatomical complexity and technical limitations. The purpose of this article was to review the clinical context of MRN, describe advanced magnetic resonance (MR) techniques for plexus imaging, and list the general categories of utility of MRN with pertinent imaging examples. The selection and optimization of MR sequences are centered on the homogeneous suppression of fat and blood vessels while enhancing the visibility of the plexus and its branches. Standard 2D fast spin-echo sequences are essential to assess morphology and signal intensity of nerves. Moreover, nerve-selective 3D isotropic images allow improved visualization of nerves and multiplanar reconstruction along their course. Diffusion-weighted and diffusion-tensor images offer microscopic and functional insights into peripheral nerves. The interpretation of MRN in the brachial and lumbosacral plexi should be based on a thorough understanding of their anatomy and pathophysiology. Anatomical landmarks assist in identifying brachial and lumbosacral plexus components of interest. Thus, understanding the varying patterns of nerve abnormalities facilitates the interpretation of aberrant findings.
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Affiliation(s)
- Joon-Yong Jung
- Department of Radiology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Yenpo Lin
- Department of Radiology and Imaging, Hospital for Special Surgery, Weill Cornell Medicine, New York, NY, USA
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - John A Carrino
- Department of Radiology and Imaging, Hospital for Special Surgery, Weill Cornell Medicine, New York, NY, USA.
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Abstract
ABSTRACT Magnetic resonance neurography of the brachial plexus (BP) is challenging owing to its complex anatomy and technical obstacles around this anatomic region. Magnetic resonance techniques to improve image quality center around increasing nerve-to-background contrast ratio and mitigating imaging artifacts. General considerations include unilateral imaging of the BP at 3.0 T, appropriate selection and placement of surface coils, and optimization of pulse sequences. Technical considerations to improve nerve conspicuity include fat, vascular, and respiratory artifact suppression techniques; metal artifact reduction techniques; and 3-dimensional sequences. Specific optimization of these techniques for BP magnetic resonance neurography greatly improves image quality and diagnostic confidence to help guide nonoperative and operative management.
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Brogan DM, Osei DA, Colorado BS, Sneag DB, Van Voorhis A, Dy CJ. Team Approach: Management of Brachial Plexus Injuries. JBJS Rev 2022; 10:01874474-202204000-00005. [PMID: 35427254 DOI: 10.2106/jbjs.rvw.21.00222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
» Traumatic brachial plexus injuries are relatively rare but potentially devastating injuries with substantial functional, psychological, and economic consequences. » Prompt referral (ideally within 6 weeks of injury) to a center with a team of experts experienced in the diagnosis and management of these injuries is helpful to achieving optimal outcomes. » Preoperative and intraoperative decision-making to diagnose and plan reconstructive procedures is complex and must take into account a number of factors, including the time from injury, concomitant injuries, preservation of cervical nerve roots, and the availability of intraplexal and extraplexal donor nerves for nerve transfer. » A team approach is essential to ensure accurate localization of the pathology before surgery and to maximize rehabilitation after surgery, necessitating close contact between the surgical team, physiatrists, radiologists, and therapists.
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Affiliation(s)
- David M Brogan
- Department of Orthopedic Surgery, Washington University in St. Louis, St. Louis, Missouri
| | | | - Berdale S Colorado
- Department of Orthopedic Surgery, Washington University in St. Louis, St. Louis, Missouri
| | | | - Anna Van Voorhis
- Program in Occupational Therapy, Washington University in St. Louis, St. Louis, Missouri
| | - Christopher J Dy
- Department of Orthopedic Surgery, Washington University in St. Louis, St. Louis, Missouri
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Tan ET, Zochowski KC, Sneag DB. Diffusion MRI fiber diameter for muscle denervation assessment. Quant Imaging Med Surg 2022; 12:80-94. [PMID: 34993062 PMCID: PMC8666740 DOI: 10.21037/qims-21-313] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Accepted: 05/28/2021] [Indexed: 12/19/2022]
Abstract
BACKGROUND To develop and evaluate a diffusion MRI-based apparent muscle fiber diameter (AFD) method in patients with muscle denervation. It was hypothesized that AFD differences between denervated, non-denervated and control muscles would be greater than those from standard diffusion metrics. METHODS A spin-echo diffusion acquisition with multi-b-valued diffusion sampling was used. An orientation-invariant dictionary approach utilized a cylinder-based forward model and multi-compartment model for obtaining restricted and free fractions. Simulations were performed to determine precision, bias, and optimize dictionary parameters. In all, 18 exams of patients with muscle denervation and 8 exams of healthy subjects were performed at 3T. Six regions of interests (ROIs) within separate shoulder muscles were selected, yielding three groups consisting 47 control (healthy), 36 non-denervated (patients), and 68 denervated (patients) muscle ROIs. Two-sample t-tests (α=0.05) between groups were performed with Holm-Bonferroni correction. T2- and fat fraction (FF)-mapping were acquired for comparison. RESULTS Mean AFD was 89.7±13.6 µm in control, 71.6±15.3 µm in non-denervated, and 60.7±15.9 µm in denervated muscles and were significantly different (P<0.001) in paired comparisons and in 10/12 individual muscle region comparisons. Correlation between AFD and FF (-0.331, P<0.001) was low, but correlation between FA and FF was negligible (0.197, P=0.016). Correlation was low between AFD and T2 (-0.395, P<0.001) and between FA and T2 (0.359, P<0.001). CONCLUSIONS Diffusion MRI-based AFD complements T2- and FF-mapping techniques to non-invasively assess muscle denervation.
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Affiliation(s)
| | - Kelly C. Zochowski
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Darryl B. Sneag
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
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Sneag DB, Zochowski KC, Tan ET. MR Neurography of Peripheral Nerve Injury in the Presence of Orthopedic Hardware: Technical Considerations. Radiology 2021; 300:246-259. [PMID: 34184933 DOI: 10.1148/radiol.2021204039] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
As the frequency of orthopedic procedures performed each year in the United States continues to increase, evaluation of peripheral nerve injury (PNI) in the presence of pre-existing metallic hardware is in higher demand. Advances in metal artifact reduction techniques have substantially improved the capability to reduce the susceptibility effect at MRI, but few reports have documented the use of MR neurography in the evaluation of peripheral nerves in the presence of orthopedic hardware. This report delineates the challenges of MR neurography around metal given the high spatial resolution often required to adequately depict small peripheral nerves. It offers practical tips, including strategies for prescan assessment and protocol optimization, including use of more conventional two-dimensional proton density and T2-weighted fat-suppressed sequences and specialized three-dimensional techniques, such as reversed free-induction steady-state precession and multispectral imaging, which enable vascular suppression and metal artifact reduction, respectively. Finally, this article emphasizes the importance of real-time monitoring by radiologists to optimize the diagnostic yield of MR neurography in the presence of orthopedic hardware. © RSNA, 2021.
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Affiliation(s)
- Darryl B Sneag
- From the Department of Radiology and Imaging, Hospital for Special Surgery, 535 E 70th St, Room 2P-040, New York, NY 10021
| | - Kelly C Zochowski
- From the Department of Radiology and Imaging, Hospital for Special Surgery, 535 E 70th St, Room 2P-040, New York, NY 10021
| | - Ek T Tan
- From the Department of Radiology and Imaging, Hospital for Special Surgery, 535 E 70th St, Room 2P-040, New York, NY 10021
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Tan ET, Queler SC, Lin B, Endo Y, Burge AJ, Sternberg J, Potter HG, Sneag DB. Improved nerve conspicuity with water-weighting and denoising in two-point Dixon magnetic resonance neurography. Magn Reson Imaging 2021; 79:103-111. [PMID: 33753136 DOI: 10.1016/j.mri.2021.03.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 03/16/2021] [Accepted: 03/17/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND T2-weighted, two-point Dixon fast-spin-echo (FSE) is an effective technique for magnetic resonance neurography (MRN) that can provide quantitative assessment of muscle denervation. Low signal-to-noise ratio and inadequate fat suppression, however, can impede accurate interpretation. PURPOSE To quantify effects of principal component analysis (PCA) denoising on tissue signal intensities and fat fraction (FF) and to determine qualitative image quality improvements from both denoising and water-weighting (WW) algorithms to improve nerve conspicuity and fat suppression. STUDY TYPE Prospective. SUBJECTS Twenty-one subjects undergoing MR neurography evaluation (11/10 male/female, mean age = 46.3±13.7 years) with 60 image volumes. Twelve subjects (23 image volumes) were determined to have muscle denervation based on diffusely elevated T2 signal intensity. FIELD STRENGTH/SEQUENCE 3 T, 2D, two-point Dixon FSE. ASSESSMENT Qualitative assessment included overall image quality, nerve conspicuity, fat suppression, pulsation and ringing artifacts by 3 radiologists separately on a three-point scale (1 = poor, 2 = average, 3 = excellent). Quantitative measurements for FF and signal intensity relative to normal muscle were made for nerve, abnormal muscle and subcutaneous fat. STATISTICAL TESTS Linear and ordinal regression models were used for quantitative and qualitative comparisons, respectively; 95% confidence intervals (CIs) and p-values for pairwise comparisons were adjusted using the Holm-Bonferroni method. Inter-rater agreement was assessed using Gwet's agreement coefficient (AC2). RESULTS Simulations showed PCA-denoising reduced FF error from 2.0% to 1.0%, and from 7.6% to 3.1% at noise levels of 10% and 30%, respectively. In human subjects, PCA-denoising did not change signal levels and FF quantitatively. WW decreased fat signal significantly (-83.6%, p < 0.001). Nerve conspicuity was improved by WW (odds ratio, OR = 5.8, p < 0.001). Fat suppression was improved by both PCA (OR = 3.6, p < 0.001) and WW (OR = 2.2, p < 0.001). Overall image quality was improved by PCA + WW (OR = 1.7, p = 0.04). CONCLUSIONS WW and PCA-denoising improved nerve conspicuity and fat suppression in MR neurography. Denoising can potentially provide improved accuracy of FF maps for assessing fat-infiltrated muscle.
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Affiliation(s)
- Ek T Tan
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA.
| | - Sophie C Queler
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Bin Lin
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Yoshimi Endo
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Alissa J Burge
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Julia Sternberg
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Hollis G Potter
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
| | - Darryl B Sneag
- Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, USA
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Wong SL, Alshaikhi J, Grimes H, Amos RA, Poynter A, Rompokos V, Gulliford S, Royle G, Liao Z, Sharma RA, Mendes R. Retrospective Planning Study of Patients with Superior Sulcus Tumours Comparing Pencil Beam Scanning Protons to Volumetric-Modulated Arc Therapy. Clin Oncol (R Coll Radiol) 2021; 33:e118-e131. [PMID: 32798157 PMCID: PMC7883303 DOI: 10.1016/j.clon.2020.07.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 05/30/2020] [Accepted: 07/22/2020] [Indexed: 12/25/2022]
Abstract
AIMS Twenty per cent of patients with non-small cell lung cancer present with stage III locally advanced disease. Precision radiotherapy with pencil beam scanning (PBS) protons may improve outcomes. However, stage III is a heterogeneous group and accounting for complex tumour motion is challenging. As yet, it remains unclear as to whom will benefit. In our retrospective planning study, we explored if patients with superior sulcus tumours (SSTs) are a select cohort who might benefit from this treatment. MATERIALS AND METHODS Patients with SSTs treated with radical radiotherapy using four-dimensional planning computed tomography between 2010 and 2015 were identified. Tumour motion was assessed and excluded if greater than 5 mm. Photon volumetric-modulated arc therapy (VMAT) and PBS proton single-field optimisation plans, with and without inhomogeneity corrections, were generated retrospectively. Robustness analysis was assessed for VMAT and PBS plans involving: (i) 5 mm geometric uncertainty, with an additional 3.5% range uncertainty for proton plans; (ii) verification plans at maximal inhalation and exhalation. Comparative dosimetric and robustness analyses were carried out. RESULTS Ten patients were suitable. The mean clinical target volume D95 was 98.1% ± 0.4 (97.5-98.8) and 98.4% ± 0.2 (98.1-98.9) for PBS and VMAT plans, respectively. All normal tissue tolerances were achieved. The same four PBS and VMAT plans failed robustness assessment. Inhomogeneity corrections minimally impacted proton plan robustness and made it worse in one case. The most important factor affecting target coverage and robustness was the clinical target volume entering the spinal canal. Proton plans significantly reduced the mean lung dose (by 21.9%), lung V5, V10, V20 (by 47.9%, 36.4%, 12.1%, respectively), mean heart dose (by 21.4%) and thoracic vertebra dose (by 29.2%) (P < 0.05). CONCLUSIONS In this planning study, robust PBS plans were achievable in carefully selected patients. Considerable dose reductions to the lung, heart and thoracic vertebra were possible without compromising target coverage. Sparing these lymphopenia-related organs may be particularly important in this era of immunotherapy.
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Affiliation(s)
- S-L Wong
- University College London Cancer Institute, London, UK; Department of Clinical Oncology, University College London Hospitals NHS Foundation Trust, London, UK.
| | - J Alshaikhi
- Department of Medical Physics and Biomedical Engineering, University College London, London, UK; Department of Radiotherapy Physics, University College London Hospitals NHS Foundation Trust, London, UK; Saudi Particle Therapy Centre, Riyadh, Saudi Arabia
| | - H Grimes
- Department of Radiotherapy Physics, University College London Hospitals NHS Foundation Trust, London, UK
| | - R A Amos
- Department of Clinical Oncology, University College London Hospitals NHS Foundation Trust, London, UK; Department of Radiotherapy Physics, University College London Hospitals NHS Foundation Trust, London, UK; Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - A Poynter
- Department of Radiotherapy Physics, University College London Hospitals NHS Foundation Trust, London, UK
| | - V Rompokos
- Department of Radiotherapy Physics, University College London Hospitals NHS Foundation Trust, London, UK
| | - S Gulliford
- Department of Medical Physics and Biomedical Engineering, University College London, London, UK; Department of Radiotherapy Physics, University College London Hospitals NHS Foundation Trust, London, UK
| | - G Royle
- Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Z Liao
- Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - R A Sharma
- University College London Cancer Institute, London, UK; Department of Clinical Oncology, University College London Hospitals NHS Foundation Trust, London, UK; NIHR University College London Hospitals Biomedical Research Centre, London, UK
| | - R Mendes
- Department of Clinical Oncology, University College London Hospitals NHS Foundation Trust, London, UK
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Sneag DB, Queler S. Technological Advancements in Magnetic Resonance Neurography. Curr Neurol Neurosci Rep 2019; 19:75. [DOI: 10.1007/s11910-019-0996-x] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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