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Yue L, Liu X, Liu H, Ma H. Hearing results following endoscopic type I tympanoplasty in medium and large perforations. Braz J Otorhinolaryngol 2024; 91:101509. [PMID: 39388826 PMCID: PMC11497442 DOI: 10.1016/j.bjorl.2024.101509] [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: 05/10/2024] [Revised: 07/15/2024] [Accepted: 09/02/2024] [Indexed: 10/12/2024] Open
Abstract
OBJECTIVES To clarify the hearing outcomes after endoscopic type I tympanoplasty for medium and large perforations due to chronic otitis media. METHODS We examined the clinical records of patients who underwent endoscopic type I tympanoplasty for medium and large perforations of the eardrum resulting from chronic otitis media between January 2019 and December 2021. We analyzed the changes in hearing pre- and post-operation in patients with healed eardrums and assessed the impact of tympanosclerosis on hearing. Patients with incomplete follow-up data, middle ear cholesteatoma, stapes fixation, severe lesions in the tympanic antrum and mastoid necessitating mastoidectomy and/or ossicular chain reconstruction were excluded. RESULTS A total of 156 patients underwent analysis for audiological outcomes. Among them, 63 had medium tympanic membrane perforations, with 18 cases showing calcification of the tympanic membrane and 20 cases with calcification in the tympanic cavity. Additionally, 93 cases had large tympanic membrane perforations, with 25 cases showing tympanic membrane calcification and 32 cases with tympanic cavity calcification. Prior to surgery, the Air Conduction threshold (AC) in the large perforation group was higher than in the medium perforation group, particularly at low frequencies, measuring (47.4 ± 13.3 dB) and (41.2 ± 14.7 dB), respectively (p-value < 0.05). Following surgery, both groups experienced an improvement in AC, measuring (33.6 ± 13.9 dB) and (32.6 ± 12.8 dB), respectively, with no significant difference noted (p-value > 0.05). There was no significant change in Bone Conduction threshold (BC) before and after surgery in either the large or medium perforation groups (all p-values > 0.05). Except for 4000 Hz an increase, bone conduction did not increase post-surgery, instead showing further improved. Pre-surgery, the Air-Bone Gap (ABG) in the large and medium perforation groups was (27.7 ± 8.5 dB) and (21.8 ± 8.3 dB), respectively, mainly affecting low frequencies, with a statistically significant difference noted (p-value < 0.05). Following surgery, ABG in both groups improved to (16.3 ± 7.6 dB) and (15.7 ± 8.4 dB), respectively, with no significant difference observed (p-value > 0.05). There was no significant difference in hearing pre-surgery among the groups with No calcification (No), Tympanic Membrane Calcification (TM), and Tympanic Cavity Calcification (TC). However, TC significantly impacted low frequency (250-500 Hz) AC and ABG. The differences in AC and ABG pre-surgery between TC and No group, and TC and TM group (at 250-500 Hz) were statistically significant (all p-values < 0.05). Preoperative ABG in TM group was better than in No group and TC group, suggesting minimal impact of tympanic membrane calcification on hearing. No interaction was observed between tympanic membrane perforation size and tympanosclerosis on hearing. Post-surgery, both large and medium tympanic membrane perforation groups, regardless of tympanosclerosis presence, showed good AC and ABG, with no statistically significant difference in △ABG (all p-values > 0.05). CONCLUSION Preoperative AC and ABG were increase in cases of large tympanic membrane perforations and medium tympanic membrane perforations with tympanic cavity calcification. Surgical intervention led to more significant hearing improvement in these patients. However, irrespective of tympanic membrane perforation size and the presence of tympanosclerosis, as long as the ossicular chain remains intact and functional, postoperative AC and ABG outcomes are satisfactory. Endoscopic type I tympanoplasty proves effective in achieving improved hearing outcomes for patients with medium to large tympanic membrane perforations and tympanosclerosis, provided there is no ossicle chain fixation. LEVEL OF EVIDENCE Level 4.
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Affiliation(s)
- Lihua Yue
- Zhejiang University School of Medicine, The Second Affiliated Hospital, Department of Otolaryngology, Hangzhou, China.
| | - Xiao Liu
- Zhejiang University School of Medicine, The Second Affiliated Hospital, Department of Otolaryngology, Hangzhou, China
| | - Hongyan Liu
- Zhejiang University School of Medicine, The Second Affiliated Hospital, Department of Otolaryngology, Hangzhou, China
| | - Haina Ma
- Zhejiang University School of Medicine, The Second Affiliated Hospital, Department of Otolaryngology, Hangzhou, China
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Tang R, Li J, Zhao P, Zhang Z, Yin H, Ding H, Xu N, Yang Z, Wang Z. Utility of machine learning for identifying stapes fixation on ultra-high-resolution CT. Jpn J Radiol 2024; 42:69-77. [PMID: 37561264 DOI: 10.1007/s11604-023-01475-2] [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: 04/06/2023] [Accepted: 07/18/2023] [Indexed: 08/11/2023]
Abstract
PURPOSE Imaging diagnosis of stapes fixation (SF) is challenging owing to a lack of definite evidence. We developed a comprehensive machine learning (ML) model to identify SF on ultra-high-resolution CT. MATERIALS AND METHODS We retrospectively enrolled 109 participants (143 ears) and divided them into the training set (115 ears) and test set (28 ears). Stapes mobility (SF or non-SF) was determined by surgical inspection. In the ML analysis, rectangular regions of interest were placed on consecutive axial slices in the training set. Radiomic features were extracted and fed into the training session. The test set was analyzed using 7 ML models (support vector machine, k nearest neighbor, decision tree, random forest, extra trees, eXtreme Gradient Boosting, and Light Gradient Boosting Machine) and by 2 dedicated neuroradiologists. Diagnostic performance (sensitivity, specificity and accuracy, with surgical findings as the reference) was compared between the radiologists and the optimal ML model by using the McNemar test. RESULTS The mean age of the participants was 42.3 ± 17.5 years. The Light Gradient Boosting Machine (LightGBM) model showed the highest sensitivity (0.83), specificity (0.81), accuracy (0.82) and area under the curve (0.88) for detecting SF among the 7 ML models. The neuroradiologists achieved good sensitivities (0.75 and 0.67), moderate-to-good specificities (0.63 and 0.56) and good accuracies (0.68 and 0.61). This model showed no statistical differences with the neuroradiologists (P values 0.289-1.000). CONCLUSIONS Compared to the neuroradiologists, the LightGBM model achieved competitive diagnostic performance in identifying SF, and has the potential to be a supportive tool in clinical practice.
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Affiliation(s)
- Ruowei Tang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Jia Li
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Pengfei Zhao
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China.
| | - Zhengyu Zhang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Hongxia Yin
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Heyu Ding
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Ning Xu
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Zhenghan Yang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China
| | - Zhenchang Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, 95 Yong'an Road, Xicheng District, Beijing, 100050, People's Republic of China.
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Motegi M, Yamamoto Y, Akutsu T, Tada T, Kurihara S, Takahashi M, Sampei S, Morino T, Yamamoto K, Sakurai Y, Kojima H. Radiological and Audiological Prediction for Ossicular Fixation in Chronic Otitis Media and Tympanic Membrane Perforation. Otol Neurotol 2022; 43:80-89. [PMID: 34510119 DOI: 10.1097/mao.0000000000003346] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Recurrent middle-ear infection can lead to ossicular fixation, adversely affecting post-tympanoplasty hearing outcomes. Preoperative prediction of ossicular fixation remains challenging. We aimed to investigate potential predictors of ossicular fixation in patients with chronic otitis media. STUDY DESIGN Retrospective. SETTING Tertiary academic medical center. PATIENTS Patients with noncholesteatomatous chronic otitis media and tympanic membrane perforation, without ossicular discontinuities. INTERVENTIONS Diagnostic. MAIN OUTCOME MEASURES The fixation of each ossicle was assessed during tympanoplasty. The impact of preoperative otoscopic findings, computed tomography (CT) features, and hearing levels on the prediction of ossicular fixation was evaluated using uni- and multivariable logistic regression analyses. RESULTS One hundred thirty-five patients were included. Soft-tissue density between the malleus head and the anterior wall (odds ratio, 3.789 [95% confidence interval, 1.177-12.196]; p = 0.0255) and poor development of mastoid cells (16.826 [2.015-134.520]; p = 0.0078) were independent predictors of malleus fixation. In addition, ≥50% tympanic membrane perforation (5.412 [1.908-15.353]; p = 0.0015), poor development of mastoid cells (3.386 [1.039-11.034]; p = 0.0431), and a ≥40-dB preoperative air-bone gap (ABG) at 500 Hz (4.970 [1.732-14.261]; p = 0.0029) were independent predictors of incus fixation. Soft-tissue density surrounding the stapes (18.833 [1.856-191.104]; p = 0.0119) and a ≥40-dB preoperative ABG at 500 Hz (13.452 [1.640-∞]; p = 0.0138) were correlated with stapes fixation. CONCLUSIONS The accurate prediction of ossicular fixation in patients with chronic otitis media based on CT features and the ABG may facilitate decision-making regarding the need for ossiculoplasty, possibly avoiding unnecessary manipulation or overlooking of fixation.
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Affiliation(s)
- Masaomi Motegi
- Department of Otorhinolaryngology, The Jikei University School of Medicine, Minato-Ku, Tokyo, Japan
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Larem A, Abu Rajab Altamimi Z, Aljariri AA, Haidar H, Elsotouhy A, Alsaadi A, Alqahtani A. Reliability of high-resolution CT scan in diagnosis of ossicular tympanosclerosis. Laryngoscope Investig Otolaryngol 2021; 6:540-548. [PMID: 34195376 PMCID: PMC8223448 DOI: 10.1002/lio2.594] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2020] [Revised: 04/20/2021] [Accepted: 05/11/2021] [Indexed: 11/11/2022] Open
Abstract
OBJECTIVES To evaluate the reliability of high-resolution CT scans (HRCT scans) in the diagnosis of tympanosclerosis and to determine its benefit to predict the post-surgical hearing outcome based on comparing radiological and surgical findings. METHODS A retrospective study at a tertiary institute included 940 ears that underwent tyampanoplasty for chronic suppurative otitis media (CSOM) between January 2013 and March 2017. Preoperative temporal bone HRCT scans were analyzed to check for the prediction of tympanosclerosis and ossicular fixation. Intraoperatively, ossicular chain integrity was checked. Preoperative and postoperative audiometric evaluations using air-bone gap (ABG) were compared. A postoperative pure-tone ABG of 20 dB or less was considered as a successful hearing result. Results are compared with historical control groups, the study has been reviewed and approved by the IRB at the medical research center in Hamad Medical Corporation; however, it is a retrospective study so no informed consent was obtained from the patients. RESULTS The study included 940 ears that underwent tympanoplasties due to CSOM, where 238 out of 940 (25.3%) of ears showed tympanosclerosis during tympanoplasty, intraoperatively, tympanosclerosis was localized to the eardrum in 174 of the 238 involved ears (73.1%), A 64 out of 238 (26.9%) of the ears with tympanosclerosis showed ossicular fixation, divided as 45 ears with Incudo-malleal fixation, 14 ears with stapes fixation, and 5 ears with triple ossicular fixation. HRCT scan of the temporal bone was suggestive of ossicular chain fixation in 79 cases distributed as 55 incudo-malleal fixations, 19 stapes fixation, and 5 complete ossicular fixations, with a sensitivity of 96.8%, and specificity of 98%. The audiological results were analyzed, with a patient follow-up after 6 months. CONCLUSIONS Our study showed that CT scans when combined with the clinical findings can be an informative guide to otolaryngologists for preoperative evaluation and counseling of tympanosclerosis surgeries.
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Affiliation(s)
- Aisha Larem
- Otolaryngology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
- Otolaryngology DepartmentWeill Cornell MedicineDohaQatar
| | - Zaid Abu Rajab Altamimi
- Otolaryngology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
| | - Adham A. Aljariri
- Otolaryngology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
| | - Hassan Haidar
- Otolaryngology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
- Otolaryngology DepartmentWeill Cornell MedicineDohaQatar
| | - Ahmed Elsotouhy
- Radiology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
| | - Ali Alsaadi
- Otolaryngology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
| | - Abdulsalam Alqahtani
- Otolaryngology DepartmentAmbulatory Care Center (ACC), Hamad Medical Corporation (HMC)DohaQatar
- Otolaryngology DepartmentWeill Cornell MedicineDohaQatar
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Yildiz S, Balık AÖ, Zer Toros S. Is ossicular chain fixation predictable for tympanosclerosis on preoperative temporal bone computed tomography? Eur Arch Otorhinolaryngol 2020; 278:2789-2794. [PMID: 32944833 DOI: 10.1007/s00405-020-06365-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 09/08/2020] [Indexed: 11/25/2022]
Abstract
PURPOSE To report the predictability of ossicular chain (OC) fixation on preoperative temporal bone computed tomography (TBCT) in chronic otitis media (COM) with tympanosclerosis (TS). METHODS Fifty-six patients who had surgery for COM in our ear, nose and throat clinic between 2015 and 2017 were included in this retrospective case-control study. The patients were equally divided into two groups as those with TS and without TS. The complaint of preoperative otorrhea, values of incudostapedial joint (ISJ) angulation on preoperative TBCT scans, postoperative long-term hearing results, and postoperative complications were compared between the two groups. RESULTS There was a statistically significant difference between the ISJ angulations of the operated and healthy sides in the COM group with TS (102.27 ± 7.92 and 91.90 ± 5.59 degrees, respectively, p < 0.001). However, no statistically significant difference was observed between the ISJ angulation of the operated and healthy sides in the COM group without TS (95.04 ± 4.86 and 94.35 ± 4.57 degrees, respectively, p > 0.05). In addition, when the ISJ angulations of the operated sides of the two groups were compared, it was statistically significantly higher for the TS group compared to the non-TS group (102.27 ± 7.92 and 95.04 ± 4.86 degrees, respectively, p < 0.001). CONCLUSION Increased ISJ angulation may indicate OC fixation. COM cases with TS can be predicted by the measurement of ISJ angulation on preoperative TBCT.
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Affiliation(s)
- Selçuk Yildiz
- Department of Otorhinolaryngology, Head and Neck Surgery, Haydarpaşa Numune Training and Research Hospital, Tıbbiye Street Nu:23, Üsküdar, 34668, Istanbul, Turkey.
| | - Ayşe Özlem Balık
- Department of Radiology, Haydarpaşa Numune Training and Research Hospital, Istanbul, Turkey
| | - Sema Zer Toros
- Department of Otorhinolaryngology, Head and Neck Surgery, Haydarpaşa Numune Training and Research Hospital, Tıbbiye Street Nu:23, Üsküdar, 34668, Istanbul, Turkey
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Dong Z, Zhou M, Ye G, Ye J, Xiao M. Development and Validation of a Clinical Score for Predicting the Risk of Tympanosclerosis Before Surgery. EAR, NOSE & THROAT JOURNAL 2020; 101:NP169-NP177. [PMID: 32894702 DOI: 10.1177/0145561320951676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE To develop and validate a clinical score to predict the risk of tympanosclerosis before surgery. METHODS A sample of 404 patients who underwent middle ear microsurgery for otitis media was enrolled. These patients were randomly divided into 2 cohorts: the training cohort (n = 243, 60%) and the validation cohort (n = 161, 40%). The preoperative predictors of tympanosclerosis were determined by multivariate logistic regression analysis and implemented using a clinical score tool. The predictive accuracy and discriminative ability of the clinical score were determined by the area under the curve (AUC) and the calibration curve. RESULTS The multivariate analysis in the training cohort (n = 243, 60%) identified independent factors for tympanosclerosis as the female sex (odds ratio [OR]: 3.83; 95% CI: 1.66-9.37), the frequency-specific air-bone gap at 250 Hz ≥ 45 dB HL (OR: 3.68; 95% CI: 1.68-8.57), aditus ad antrum blockage (OR: 3.29; 95% CI: 1.38-8.43), type I eardrum calcification (OR: 25.37; 95% CI: 8.41-88.91) or type II eardrum calcification (OR: 18.86; 95% CI: 6.89-58.77), and a history of otitis media ≥ 10 years (OR: 4.10; 95% CI: 1.58-11.83), which were all included in the clinical score tool. The AUC of the clinical score for predicting tympanosclerosis was 0.89 (95% CI: 0.85-0.93) in the training cohort and 0.89 (95% CI: 0.84-0.95) in the validation cohort. The calibration curve also showed good agreement between the predicted and observed probability. CONCLUSIONS The clinical score achieved an optimal prediction of tympanosclerosis before surgery. The presence of calcification pearls on the promontorium tympani is a strong predictor of tympanosclerosis with stapes fixation.
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Affiliation(s)
- Zhihuai Dong
- Department of Otolaryngology-Head and Neck Surgery, Sir Run Run Shaw Hospital, 56660Medical College of Zhejiang University, Hangzhou, China
| | - Mingguang Zhou
- Department of Otolaryngology-Head and Neck Surgery, Sir Run Run Shaw Hospital, 56660Medical College of Zhejiang University, Hangzhou, China
| | - Gaofei Ye
- Department of Otolaryngology-Head and Neck Surgery, Sir Run Run Shaw Hospital, 56660Medical College of Zhejiang University, Hangzhou, China
| | - Jing Ye
- Department of Otolaryngology-Head and Neck Surgery, Sir Run Run Shaw Hospital, 56660Medical College of Zhejiang University, Hangzhou, China
| | - Mang Xiao
- Department of Otolaryngology-Head and Neck Surgery, Sir Run Run Shaw Hospital, 56660Medical College of Zhejiang University, Hangzhou, China
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