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Chen W, Yu S, Xiao H, Lin N, Wang X, Li B, Sha Y. A novel radiomics nomogram based on T2-sampling perfection with application-optimized contrasts using different flip-angle evolutions (SPACE) images for predicting cochlear and vestibular endolymphatic hydrops in Meniere's disease patients. Eur Radiol 2024; 34:6082-6091. [PMID: 38457037 DOI: 10.1007/s00330-024-10670-2] [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: 12/14/2023] [Revised: 02/03/2024] [Accepted: 02/13/2024] [Indexed: 03/09/2024]
Abstract
OBJECTIVES To construct and validate a radiomics nomogram based on T2-sampling perfection with application-optimized contrasts using different flip-angle evolutions (SPACE) images for predicting cochlear and vestibular endolymphatic hydrops (EH) in Meniere's disease patients. METHODS A total of 156 patients (312 affected ears) with bilateral definite Meniere's disease who underwent delayed enhancement MRI scans were enrolled in this study. All ears of the patients were divided into a training set (n = 218) and an internal validation set (n = 94). A radiomics nomogram was constructed from radiomics features extracted from the T2-SPACE images, and a radiomics score was calculated. Performance of the radiomics nomogram was assessed using receiver operating characteristics analysis. RESULTS Five features were selected for the construction of the cochlear radiomics nomogram, and seven features for the vestibular radiomics nomogram. The radiomics nomograms exhibited robust performance in differentiating between EH-positive and EH-negative statuses in both training and validation cohorts, with the area under the receiver operating characteristics curve values for cochlear and vestibular radiomic nomograms being 0.703 and 0.728 in the training set, and 0.718 and 0.701 in the validation set, respectively. CONCLUSION The novel radiomics nomograms based on T2-SPACE images were successfully constructed to predict cochlear and vestibular EH in Meniere's disease. The models showed a solid and superior performance and may play an important role in the EH prediction. CLINICAL RELEVANCE STATEMENT We constructed a novel radiomics nomogram, which can be a very useful tool for predicting cochlear and vestibular endolymphatic hydrops in Meniere's disease patients. KEY POINTS • This is the first T2-SPACE-based nomogram to predict cochlear and vestibular endolymphatic hydrops. • The nomogram is of great value to patients who are unable to undergo delayed enhancement MRI scans.
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Affiliation(s)
- Wei Chen
- Shanghai Institute of Medical Imaging, Fudan University, Shanghai, China
- Department of Interventional Radiology, Zhongshan Hospital of Fudan University, Shanghai, China
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Sihui Yu
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Hanyu Xiao
- Shanghai Institute of Medical Imaging, Fudan University, Shanghai, China
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Naier Lin
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Xiaolin Wang
- Shanghai Institute of Medical Imaging, Fudan University, Shanghai, China
- Department of Interventional Radiology, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Bingrong Li
- Department of Radiology, Lishui Central Hospital, Lishui, China.
| | - Yan Sha
- Shanghai Institute of Medical Imaging, Fudan University, Shanghai, China.
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China.
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Li J, Sun L, Hu N, Li L, Song G, Xu H, Xu T, Cheng Y, Xiao L, Wang L, Gong R, Li C. A Novel MR Imaging Sequence of 3D-ZOOMit Real Inversion-Recovery Imaging Improves Endolymphatic Hydrops Detection in Patients with Ménière Disease. AJNR Am J Neuroradiol 2023; 44:595-601. [PMID: 37105675 PMCID: PMC10171393 DOI: 10.3174/ajnr.a7842] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 03/08/2023] [Indexed: 04/29/2023]
Abstract
BACKGROUND AND PURPOSE The detection rate of premortem MR imaging endolymphatic hydrops is lower than that of postmortem endolymphatic hydrops in Ménière disease, indicating that current MR imaging techniques may underestimate endolymphatic hydrops. Therefore, we prospectively investigated whether a novel high-resolution MR imaging technique, the 3D zoomed imaging technique with parallel transmission real inversion-recovery (3D-ZOOMit real IR), would improve the detection of endolymphatic hydrops compared with conventional 3D TSE inversion-recovery with real reconstruction. MATERIALS AND METHODS Fifty patients with definite unilateral Ménière disease were enrolled and underwent 3D-ZOOMit real IR and 3D TSE inversion-recovery with real reconstruction 6 hours after IV gadolinium injection. The endo- and perilymph spaces were scored separately. The contrast-to-noise ratio, SNR, and signal intensity ratio of the 2 sequences were respectively calculated and compared. The presence of endolymphatic hydrops was evaluated. RESULTS The endolymphatic space in the cochlea and vestibule was better visualized with 3D-ZOOMit real IR than with conventional 3D TSE inversion-recovery with real reconstruction (P < .001). There were differences between the 2 sequences in the evaluation of no cochlear hydrops and cochlear hydrops (both, P < .017). All contrast-to-noise ratio, SNR, and signal intensity ratio values of 3D-ZOOMit real IR images were statistically higher than those of conventional 3D TSE inversion-recovery with real reconstruction (all, P < .001). CONCLUSIONS The 3D-ZOOMit real IR sequences are superior to conventional 3D TSE inversion-recovery with real reconstruction sequences in visualizing the endolymphatic space, detecting endolymphatic hydrops, and discovering contrast permeability.
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Affiliation(s)
- J Li
- From the Departments of Radiology (J.L., L.S., N.H., T.X., L.W., R.G.)
| | - L Sun
- From the Departments of Radiology (J.L., L.S., N.H., T.X., L.W., R.G.)
| | - N Hu
- From the Departments of Radiology (J.L., L.S., N.H., T.X., L.W., R.G.)
| | - L Li
- Medical Service (L.L.), Shandong Provincial ENT Hospital, Shandong University, Jinan, China
| | - G Song
- Department of Radiology (G.S.), Shandong Province Qianfoshan Hospital, Jinan, China
| | - H Xu
- Department of Radiology (H.X., R.G., C.L.)
| | - T Xu
- From the Departments of Radiology (J.L., L.S., N.H., T.X., L.W., R.G.)
| | - Y Cheng
- Siemens Healthineers Digital Technology (Shanghai) Co. Ltd (Y.C.), Shanghai, China
| | - L Xiao
- MR Scientific Marketing (L.X.), Diagnostic Imaging, Siemens Healthineers Ltd, Shanghai, China
| | - L Wang
- From the Departments of Radiology (J.L., L.S., N.H., T.X., L.W., R.G.)
| | - R Gong
- From the Departments of Radiology (J.L., L.S., N.H., T.X., L.W., R.G.)
- Department of Radiology (H.X., R.G., C.L.)
- Gong Ruozhen Innovation Studio (R.G.), Shandong Provincial Hospital, Shandong University, Jinan, China
| | - C Li
- Department of Radiology (H.X., R.G., C.L.)
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Deng W, Lin X, Su Y, Cai Y, Zhong J, Ou Y. Comparison between 3D-FLAIR and 3D-real IR MRI sequences with visual classification method in the imaging of endolymphatic hydrops in Meniere's disease. Am J Otolaryngol 2022; 43:103557. [PMID: 35994892 DOI: 10.1016/j.amjoto.2022.103557] [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: 02/21/2022] [Revised: 07/05/2022] [Accepted: 07/31/2022] [Indexed: 11/01/2022]
Abstract
BACKGROUND Clinically, the evidence of endolymphatic hydrops (EH) in Meniere's disease (MD) primarily relies on audiological examinations, such as glycerol tests and electrocochleography, to suggest the presence of EH indirectly. However, these techniques lack sensitivity and specificity, and they do not sufficiently assess the degree of EH. This study aims to explore the application of three-dimensional fluid-attenuated inversion recovery (3D-FLAIR) and three-dimensional real inversion recovery (3D-real IR) sequence imaging of EH in MD and to assess the image quality and grading of EH. METHODS The study included 50 patients with definite MD. The 3D-FLAIR and 3D-real IR sequence images were performed 24 h after bilateral intratympanic injection of gadolinium. The image quality of both sequences was reviewed by two experienced radiologists. The vestibular and cochlear EH grades of both sequences were reviewed by two experienced otologists using a visual grading method. The Cohen's kappa and Pearson tests were used to analyze the data. RESULTS The reliability of image quality between the two radiologists was excellent (0.7 < kappa < 0.9). There were significant statistical differences in the image quality between the 3D-real IR and 3D-FLAIR sequences (p = 0.023 and p = 0.035, respectively). The reliability for the grading of vestibular and cochlear EH between the two otologists was excellent (0.7 < kappa < 0.9). The 3D-real IR sequence detected more severe hydrops than did the 3D-FLAIR sequence (p < 05). CONCLUSION The image quality of the 3D-real IR sequence is better than that of the 3D-FLAIR sequence, and there are differences in the vestibular and cochlear EH grades of both sequences. The sensitivity of the 3D-real IR sequence in the cochlea is higher. The method of visual grading can be applied to both technologies when combined with 3D-real IR.
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Affiliation(s)
- Wenting Deng
- Department of Otolaryngology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Xijun Lin
- Department of Otolaryngology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Yun Su
- Radiology Department, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Yuexin Cai
- Department of Otolaryngology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China
| | - Jinglian Zhong
- Radiology Department, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China.
| | - Yongkang Ou
- Department of Otolaryngology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou 510120, China.
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Li Y, Sha Y, Wang F, Lu P, Liu X, Sheng Y, Zhang Z, Liu M. Comprehensive comparison of MR image quality between intratympanic and intravenous gadolinium injection using 3D real IR sequences. Acta Otolaryngol 2019; 139:659-664. [PMID: 31130050 DOI: 10.1080/00016489.2019.1600719] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Background: Intratympanic and intravenous gadolinium administration is used to visualise endolymphatic hydrops. Aims/objectives: The goal of this study was to compare the image quality between intratympanic (IT-method) and intravenous (IV-method) gadolinium administration using three-dimensional inversion recovery with real reconstruction (3D real IR) sequences. Materials and methods: A number of 152 patients with Meniere's disease were included. The 3D real IR sequence was performed 24 h after IT administration or 4 h after IV administration. The detection rate of endolymphatic hydrops, signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR) of the two methods were compared. Specifically, the average image scores of the two methods were evaluated by two radiologists. Results: The SNRROI and CNRs of the IT-method were higher than those of the IV-method, whereas no significant difference between the IT-method and IV-method with regard to the SNRB was found. The average image scores were 3.49 ± 0.12 and 3.30 ± 0.12 for the IT-method and IV-method, respectively (p = .229). No statistically significant difference was found between two methods in terms of the detection rate of endolymphatic hydrops. Conclusions and significance: IT-method images can display endolymphatic hydrops more precisely than IV-method images. The IV-method can be used as an alternative to the IT-method in clinical applications to some extent.
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Affiliation(s)
- Yang Li
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Yan Sha
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Feng Wang
- Department of Ultrasound, Weifang People’s Hospital, Weifang, China
| | - Ping Lu
- Department of Radiology, Suzhou Municipal Hospital, Suzhou, China
| | - Xilan Liu
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
| | - Yaru Sheng
- Department of Radiology, Eye & ENT Hospital of Fudan University, Shanghai, China
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Li X, Wu Q, Sha Y, Dai C, Zhang R. Gadolinium-enhanced MRI reveals dynamic development of endolymphatic hydrops in Ménière's disease. Braz J Otorhinolaryngol 2018; 86:165-173. [PMID: 30600169 PMCID: PMC9422425 DOI: 10.1016/j.bjorl.2018.10.014] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Accepted: 10/24/2018] [Indexed: 01/09/2023] Open
Abstract
INTRODUCTION Meniere's disease is associated with impaired hearing, tinnitus, vertigo, and aural fullness. Many anatomical studies have suggested idiopathic endolymphatic hydrops as the pathological basis of Meniere's disease, which now can be visualized by using gadolinium -enhanced magnetic resonance imaging of the inner ear. OBJECTIVE To investigate the development of endolymphatic hydrops in Meniere's disease by monitoring the vestibules and cochleae of affected patients. METHODS Inner ears of 178 patients with definite unilateral Meniere's disease diagnosis were visualized by 3-dimensional fluid-attenuated inversion recovery and three-dimensional real inversion recovery magnetic resonance imaging following bilateral gadolinium intratympanic injection. The scans were used to evaluate the presence and degree of endolymphatic hydrops in the vestibules and cochlear structures, including the cochlear apical turn, the cochlear middle turn, and the cochlear basal turn. The correlation of endolymphatic hydrops occurrence between the various parts of the inner ear was determined. RESULTS Symptomatic endolymphatic hydrops was detected on the affected side in all patients, whereas asymptomatic endolymphatic hydrops was detected on the unaffected contra-lateral side in 32 patients (18.0%). On the affected side, the cochlear apical turn and the cochlear middle turn demonstrated significantly higher rates of endolymphatic hydrops than the cochlear basal turn and the vestibule. The severity of endolymphatic hydrops gradually decreased from the cochlear apical turn to the cochlear basal turn. On the contra lateral side, the incidence and degree of the detected asymptomatic endolymphatic hydrops were significantly greater in the cochleae than in the vestibules (p<0.05), with no significant difference detected between the cochlear turns. CONCLUSION Progression of endolymphatic hydrops appears to be directional, initiated in the cochlea. The order of endolymphatic hydrops severity gradually decreases from the cochlear apical turn to the cochlear basal turn and then to the vestibule. Endolymphatic hydrops in the vestibule is associated with symptomatic Meniere's disease.
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Affiliation(s)
- Xuanyi Li
- National Health Commission Key Laboratory of Hearing Medicine (Fudan University), Department of Otology and Skull Base Surgery, Shanghai, China; Hospital of Xuzhou Medical University, Department of Otolaryngology, Xuzhou, China
| | - Qianru Wu
- National Health Commission Key Laboratory of Hearing Medicine (Fudan University), Department of Otology and Skull Base Surgery, Shanghai, China
| | - Yan Sha
- Eye, Ear, Nose and Throat Hospital, Fudan University Department of Radiology Shanghai, Shanghai, China
| | - Chunfu Dai
- National Health Commission Key Laboratory of Hearing Medicine (Fudan University), Department of Otology and Skull Base Surgery, Shanghai, China.
| | - Ru Zhang
- Shanghai East Hospital, Department of Otorhinolaryngology Shanghai, Shanghai, China
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