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Jiang C, Zhang J, Li W, Li Y, Ni M, Jin D, Zhang Y, Jiang L, Yuan H. Deep Learning Imaging Reconstruction Algorithm for Carotid Dual Energy CT Angiography: Opportunistic Evaluation of Cervical Intervertebral Discs-A Preliminary Study. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024; 37:1960-1968. [PMID: 38429560 PMCID: PMC11300736 DOI: 10.1007/s10278-024-01016-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 12/22/2023] [Accepted: 12/22/2023] [Indexed: 03/03/2024]
Abstract
Thus, the aim of this study is to evaluate the performance of deep learning imaging reconstruction (DLIR) algorithm in different image sets derived from carotid dual-energy computed tomography angiography (DECTA) for evaluating cervical intervertebral discs (IVDs) and compare them with those reconstructed using adaptive statistical iterative reconstruction-Veo (ASiR-V). Forty-two patients who underwent carotid DECTA were included in this retrospective analysis. Three types of image sets (70 keV, water-iodine, and water-calcium) were reconstructed using 50% ASiR-V and DLIR at medium and high levels (DLIR-M and DLIR-H). The diagnostic acceptability and conspicuity of IVDs were assessed using a 5-point scale. Hounsfield Units (HU) and water concentration (WC) values of the IVDs; standard deviation (SD); and coefficient of variation (CV) were calculated. Measurement parameters of the 50% ASIR-V, DLIR-M, and DLIR-H groups were compared. The DLIR-H group showed higher scores for diagnostic acceptability and conspicuity, as well as lower SD values for HU and WC than the ASiR-V and DLIR-M groups for the 70 keV and water-iodine image sets (all p < .001). However, there was no significant difference in scores and SD among the three groups for the water-calcium image set (all p > .005). The water-calcium image set showed better diagnostic accuracy for evaluating IVDs compared to the other image sets. The inter-rater agreement using ASiR-V, DLIR-M, and DLIR-H was good for the 70 keV image set, excellent for the water-iodine and water-calcium image sets. DLIR improved the visualization of IVDs in the 70 keV and water-iodine image sets. However, its improvement on color-coded water-calcium image set was limited.
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Affiliation(s)
- Chenyu Jiang
- Department of Radiology, Peking University Third Hospital, Beijing, China
| | - Jingxin Zhang
- Department of Integration of Chinese and Western Medicine, School of Basic Medical Sciences, Peking University, Beijin, China
| | - Wenhuan Li
- CT Research Center, GE Healthcare China, 1 South Tongji Road, Beijing, China
| | - Yali Li
- Department of Radiology, Peking University Third Hospital, Beijing, China
| | - Ming Ni
- Department of Radiology, Peking University Third Hospital, Beijing, China
| | - Dan Jin
- Department of Radiology, Peking University Third Hospital, Beijing, China
| | - Yan Zhang
- Department of Radiology, Peking University Third Hospital, Beijing, China
| | - Liang Jiang
- Department of Orthopaedics, Peking University Third Hospital, Beijing, China
| | - Huishu Yuan
- Department of Radiology, Peking University Third Hospital, Beijing, China.
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Meng Z, Xiong A, Liu M, Guo Y, Zhu X, Luo T, Tian X, Meng X, Li X, Lin X, Wang X, Qin J. Quantitative evaluation of disc degeneration using dual-energy CT: advantages of R-VH, D-VH values and the IVNCa + CT model. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2024; 33:2022-2030. [PMID: 38431753 DOI: 10.1007/s00586-024-08176-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 12/21/2023] [Accepted: 01/30/2024] [Indexed: 03/05/2024]
Abstract
OBJECTIVE To evaluate the correlation between dual-energy CT (DECT) virtual calcium free (VNCA), CT attenuation, the ratio and difference of VNCA to CT attenuation, and Pfirrmann grading of lumbar disc degeneration. METHODS A retrospective analysis on 135 intervertebral discs from 30 patients who underwent DECT and MR. Discs was graded using the Pfirrmann system. ROIs on the sagittal plane assessed HU value, VNCA value, Rho value, Z value, R-VH value, and D-VH value. Correlation, grade differences, and multivariate regression models were assessed. Diagnostic performance and cut-off values were determined using AUC. RESULTS VNCA (r = 0.589, P < 0.001), R-VH (r = 0.622, P < 0.001), and D-VH (r = 0.613, P < 0.001) moderately correlated with Pfirrmann grading. HU (r = 0.388, P < 0.001), Rho (r = 0.142, P = 0.102), and Z (r = -0.125, P = 0.153) showed a weak correlation. R-VH, D-VH, and VNCA had significantly higher correlation than HU. Statistically significant differences were observed in P values of VNCA, HU, R-VH, and D-VH in relative groups (P < 0.05), but not in Rho and Z values (P > 0.05). R-VH and D-VH had significant differences between Pfirrmann grades 1 and 2, and grades 2 and 3 (early stage) (P < 0.05). AUC readings of R-VH and D-VH (≥2, ≥3, ≥4) were higher. The multivariate model IVNCa + CT had the highest AUC. CONCLUSION The new quantitative indices R-VH value and D-VH value of DECT have advantages over VNCA value and HU value in evaluating early-stage disc degeneration (≥2 grades, ≥3 grades). The multivariate model IVNCa + CT has the best AUC values for evaluating disc degeneration at all stages.
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Affiliation(s)
- Zhanao Meng
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Anni Xiong
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Mengmeng Liu
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Yahao Guo
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Xuan Zhu
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Tao Luo
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Xiangjie Tian
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Xiangbo Meng
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Xiaolei Li
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Xue Lin
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China
| | - Xiaohong Wang
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China.
| | - Jie Qin
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-Sen University, Tianhe District, Tianhe Road 600, Guangzhou, 510620, China.
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Wu H, Wang J, Zhou M, Wang Y, Cui C, Zhou C, Chen X, Wang Z. Application of bolus tracking: The effect of ROI positions on the images quality of cervicocerebral CT angiography. Heliyon 2024; 10:e29260. [PMID: 38617933 PMCID: PMC11015132 DOI: 10.1016/j.heliyon.2024.e29260] [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] [Received: 08/04/2023] [Revised: 03/28/2024] [Accepted: 04/03/2024] [Indexed: 04/16/2024] Open
Abstract
Background Cervicocerebral CT angiography (CTA) using the bolus tracking technique has been widely used for the assessment of cerebrovascular diseases. Regions of interest (ROI) can be placed in the descending aorta, ascending aorta, and the aortic arch. However, no study has compared the arteries and veins display when when the region of interest (ROI) is placed at different sites. In this study, we showed the impact of ROI positions on the image quality of cervicocerebral CTA. Methods Two hundred and seventy patients who underwent cervicocerebral CTA with bolus tracking technique were randomly divided into three groups based on the position of the ROI placement: ascending aorta (Group 1, n = 90), aortic arch (Group 2, n = 90), and descending aorta (Group 3, n = 90). The scanning parameters and contrast agent injection protocols were consistent across all groups. Three observers independently assessed the objective image quality, while two observers jointly assessed the subjective image quality using a grade scale: poor (grade 1), average (grade 2), good (grade 3), and excellent (grade 4). The differences in intravascular CT values, signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR), AVCR (arterial venous contrast ratio), and subjective image quality scores were compared among the three groups. Results The CT values of the intracranial veins (superior sagittal sinus, ethmoid sinus and great cerebral vein) in group 1 were significantly lower than those in group 3 (p < 0.001). However, no significant differences were observed in CT values, SNR and CNR in the internal carotid artery and middle cerebral artery among the three groups. The proportion of images with grade 4 was significantly higher in group 1 than group 2 and 3 (41.1% vs 15.6% and 13.3%, p < 0.001). The proportion of images with grade 1 was significantly lower in group 1 than group 2 and 3 (1.1% vs 6.6% and 17.8%, p < 0.001). Conclusion The ROI positions for cervicocerebral CTA did not affect the arterial image quality, but venous structures imaging was affected when the ROI was placed in the ascending aorta.
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Affiliation(s)
- Huiming Wu
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
| | - Jianhua Wang
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
| | - Maodong Zhou
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
| | - Yajie Wang
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
| | - Can Cui
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
| | - Changsheng Zhou
- Department of Radiology, Jinling Hospital Nanjing University, 305 Zhongshan East road, Nanjing, 210029, China
| | - Xiao Chen
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
| | - Zhongqiu Wang
- Department of Radiology, The Affiliated Hospital of Nanjing University of Chinese Medicine, 155 Hanzhong road, Nanjing, 210029, China
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Donnally CJ, Patel PD, Canseco JA, Vaccaro AR, Kepler CK. Current Management of Cervical Spondylotic Myelopathy. Clin Spine Surg 2022; 35:E68-E76. [PMID: 34379614 DOI: 10.1097/bsd.0000000000001113] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Accepted: 11/07/2020] [Indexed: 11/26/2022]
Abstract
Cervical spondylotic myelopathy (CSM) develops insidiously as degenerative changes of the cervical spine impact the spinal cord. Unfortunately, CSM is a form of spinal cord injury in older patients that often experiences delayed treatment. This summary evaluates the pathophysiology, natural history, diagnosis, and current management of CSM. Frequently, patients do not appreciate or correlate their symptomatology with cervical spine disease, and those with radiographic findings may be clinically asymptomatic. Providers should remember the classic symptoms of CSM-poor hand dexterity, new unsteady gait patterns, new onset and progressive difficulty with motor skills. An magnetic resonance imaging is required in patients with suspected CSM, but computerized tomography myelography is an alternative in patients with implants as contraindications to magnetic resonance imaging. The management of those with CSM has continued to be a controversial topic. In general, patients with incidental findings of cervical cord compression that are asymptomatic can be managed conservatively. Those with daily moderate-severe disease that significantly affects activities of daily living should be treated operatively.
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Affiliation(s)
| | - Parthik D Patel
- Department of Orthopaedic Surgery, Rothman Institute, Thomas Jefferson University, Philadelphia, PA
| | - Jose A Canseco
- Department of Orthopaedic Surgery, Rothman Institute, Thomas Jefferson University, Philadelphia, PA
| | - Alexander R Vaccaro
- Department of Orthopaedic Surgery, Rothman Institute, Thomas Jefferson University, Philadelphia, PA
| | - Christopher K Kepler
- Department of Orthopaedic Surgery, Rothman Institute, Thomas Jefferson University, Philadelphia, PA
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Shim E, Kim BH, Kang WY, Hong SJ, Kang CH, Ahn KS, Lee H, Kwack TJ. Diagnostic performance of electron-density dual-energy CT in detection of cervical disc herniation in comparison with standard gray-scale CT and virtual non-calcium images. Eur Radiol 2022; 32:2209-2220. [PMID: 35064315 PMCID: PMC8782689 DOI: 10.1007/s00330-021-08374-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 09/14/2021] [Accepted: 09/30/2021] [Indexed: 01/07/2023]
Abstract
Objectives To assess the diagnostic performance of dual-energy CT (DECT) with electron-density (ED) image reconstruction compared with standard CT (SC) and virtual non-calcium (VNCa) image CT reconstruction for detecting cervical disc herniation. Methods This cross-sectional study was approved by the IRB. We enrolled 64 patients (336 intervertebral discs from C2/3 to C7/T1; mean age, 55 years; 17 women and 47 men) who underwent DECT with spectral reconstruction and 3-T MRI within 2 weeks between January 2018 and June 2020. Four radiologists independently evaluated the first image set of randomized SC, VNCa, and ED images to detect cervical disc herniation. After 8 weeks, the readers re-evaluated the second and the last image sets with an 8-week interval. MRI evaluations performed by two other experienced served as the reference standard. Comparing diagnostic performance between each images set was evaluated by a generalized estimating equation. Results A total of 233 cervical disc herniations were noted on MRI. For detecting cervical disc herniation, electron-density images showed higher sensitivity (94% [219/233; 95% CI, 90–97] vs. 76% [177/233; 70–81] vs. 69% [160/233; 62–76]) (p < 0.001) and similar specificity (90% [93/103; 83–95] vs. 89% [92/103; 82–96] vs. 90% [93/103; 83–95]) (p > 0.05) as SC and VNCa images, respectively. Inter-reader agreement for cervical disc herniation calculated among the four readers was moderate for all image sets (κ = 0.558 for ED, κ = 0.422 for SC, and κ = 0.449 for VNCa). Conclusion DECT with ED reconstruction can improve cervical disc herniation detection and diagnostic confidence compared with SC and VNCa images. Key Points • Intervertebral discs with high material density are well visualized on electron-density images obtained from dual-energy CT. • Electron-density images showed much higher sensitivity and diagnostic accuracy than standard CT and virtual non-calcium images for the detection of cervical disc herniation. • Electron-density images can have false-negative results, especially for disc herniation with high signal intensity on T2W images and can show pseudo-disc extrusion at the lower cervical spine. Supplementary Information The online version contains supplementary material available at 10.1007/s00330-021-08374-y.
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Shinohara Y, Sasaki F, Ohmura T, Itoh T, Endo T, Kinoshita T. Evaluation of lumbar intervertebral disc degeneration using dual energy CT virtual non-calcium imaging. Eur J Radiol 2020; 124:108817. [DOI: 10.1016/j.ejrad.2020.108817] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2019] [Revised: 12/27/2019] [Accepted: 01/02/2020] [Indexed: 01/08/2023]
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