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Deep learning multi-classification of middle ear diseases using synthetic tympanic images. 基于合成鼓室图像的中耳疾病深度学习多分类。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-10 DOI: 10.1080/00016489.2024.2448829
Yoshimaru Mizoguchi, Taku Ito, Masato Yamada, Takeshi Tsutsumi

Background: Recent advances in artificial intelligence have facilitated the automatic diagnosis of middle ear diseases using endoscopic tympanic membrane imaging.

Aim: We aimed to develop an automated diagnostic system for middle ear diseases by applying deep learning techniques to tympanic membrane images obtained during routine clinical practice.

Material and methods: To augment the training dataset, we explored the use of generative adversarial networks (GANs) to produce high-quality synthetic tympanic images that were subsequently added to the training data. Between 2016 and 2021, we collected 472 endoscopic images representing four tympanic membrane conditions: normal, acute otitis media, otitis media with effusion, and chronic suppurative otitis media. These images were utilized for machine learning based on the InceptionV3 model, which was pretrained on ImageNet. Additionally, 200 synthetic images generated using StyleGAN3 and considered appropriate for each disease category were incorporated for retraining.

Results: The inclusion of synthetic images alongside real endoscopic images did not significantly improve the diagnostic accuracy compared to training solely with real images. However, when trained solely on synthetic images, the model achieved a diagnostic accuracy of approximately 70%.

Conclusions and significance: Synthetic images generated by GANs have potential utility in the development of machine-learning models for medical diagnosis.

背景:近年来,人工智能技术的发展促进了内窥镜鼓膜成像对中耳疾病的自动诊断。目的:将深度学习技术应用于常规临床实践中获得的鼓膜图像,开发中耳疾病的自动诊断系统。材料和方法:为了增强训练数据集,我们探索了使用生成对抗网络(gan)来生成高质量的合成鼓室图像,这些图像随后被添加到训练数据中。2016年至2021年间,我们收集了472张内镜图像,代表了四种鼓膜状况:正常、急性中耳炎、积液中耳炎和慢性化脓性中耳炎。这些图像被用于基于InceptionV3模型的机器学习,该模型在ImageNet上进行预训练。此外,使用StyleGAN3生成的200张合成图像被认为适合每个疾病类别,并被纳入再训练。结果:与仅使用真实图像进行训练相比,将合成图像与真实内窥镜图像一起使用并没有显著提高诊断准确性。然而,当仅对合成图像进行训练时,该模型的诊断准确率约为70%。结论和意义:GANs生成的合成图像在医学诊断机器学习模型的开发中具有潜在的实用性。
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引用次数: 0
C-reactive protein (CRP) and otorrhoea as prognosticate markers for necrotising otitis externa treatment response: based on a retrospective cohort study of 62 patients. c反应蛋白(CRP)和耳漏作为坏死性外耳炎治疗反应的预后标志物:基于62例患者的回顾性队列研究
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-08 DOI: 10.1080/00016489.2024.2436088
Paul Zhaobo Liu, Dimitrios Spinos, Amr Allam, Patrick Long, Wai Sum Cho, Neil Fergie

Background: Recurrence rate of necrotising otitis externa (NOE) after treatment is 15-20%. This is mainly due to a lack of reliable clinical indicator for the resolution of disease.

Aims: We aim to assess the predictability of the otalgia, otorrhoea and C-reactive protein (CRP) levels in a large cohort of sixty-two patients for treatment outcome.

Methods: Consecutive patients treated for NOE in our Nottingham tertiary ENT referral unit were retrospectively reviewed from January 2017 to June 2020. Diagnoses were made based on clinical findings and imaging. Good response to treatment was defined as those who required treatment of not longer than the standard six weeks of systemic antibiotics.

Results: Average age at presentation was 78.4 years. 75.8% of patients were male. 62.9% had diabetes. Ten patients received more than the standard six weeks of systemic antibiotics. Complications from disease progression included cranial nerve neuropathies (14.5%), meningitis (3.2%), and sigmoid sinus thrombosis (3.2%). Two patients had recurrent or persistent NOE and died while on treatment. Delays in normalization of CRP (p = 0.015) and resolution of otorrhoea (p = 0.014) were associated with an increased need for prolonged antibiotic treatment.

Conclusion: Normalisation of CRP and resolution of otorrhea can assist in identifying patients who will likely benefit from a prolonged course of systemic antibiotics.

背景:坏死性外耳炎(NOE)治疗后复发率为15-20%。这主要是由于缺乏可靠的临床指标来解决疾病。目的:我们旨在评估62名患者治疗结果的耳痛、耳漏和c反应蛋白(CRP)水平的可预测性。方法:回顾性分析2017年1月至2020年6月在诺丁汉三级耳鼻喉科转诊单元连续接受NOE治疗的患者。根据临床表现和影像学诊断。对治疗的良好反应被定义为那些需要治疗不超过标准的六周的全身性抗生素。结果:平均发病年龄78.4岁。男性占75.8%。62.9%患有糖尿病。10名患者接受了超过标准6周的全身抗生素治疗。疾病进展的并发症包括颅神经病变(14.5%)、脑膜炎(3.2%)和乙状窦血栓形成(3.2%)。2例患者复发或持续NOE并在治疗期间死亡。CRP正常化延迟(p = 0.015)和耳漏消退延迟(p = 0.014)与延长抗生素治疗的需求增加相关。结论:c反应蛋白(CRP)的正常化和耳漏的消退有助于识别可能从长期全身抗生素治疗中获益的患者。
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引用次数: 0
Music perception and its correlation with auditory speech perception in pediatric Mandarin-speaking cochlear implant users. 中文儿童人工耳蜗使用者的音乐知觉及其与听觉言语知觉的关系。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-13 DOI: 10.1080/00016489.2024.2437553
Yunyi Lu, Yutong Wu, Dong Zeng, Chi Chen, Panpan Bian, Baicheng Xu

Background: Cochlear implants (CI) help regain perception of sound for patients with sensorineural hearing loss. The ability to recognize music pitch may be crucial for recognizing and producing speech for Mandarin.

Aims/objectives: This study aims to search for possible influencing factors of music perception and correlations between music perception and auditory speech abilities among prelingually deaf pediatric Mandarin-speaking CI users.

Material and methods: Music perception of 24 pediatric CI users and 12 normal hearing children was measured using the MuSIC test. Auditory speech perception of the 24 CI users was also measured and analyzed with their music perception results.

Results: Pediatric CI users performed worse than normal hearing children in pitch, rhythm and melody discrimination tests (p < .05). Significant difference in pitch and melody discrimination tests between age at implantation <5 and >5 groups was found. There were significant correlations between perception of consonants, tones, and speech in a noisy environment and perception of music pitch and melody.

Conclusion and significance: Prelingually deaf pediatric CI users who received implantation before the age of five perform better in music perception tests. Pediatric CI users with better music perception show better auditory speech perception of Mandarin.

背景:人工耳蜗(CI)有助于感觉神经性听力损失患者恢复声音感知。识别音高的能力可能对识别和发出普通话语音至关重要。目的:本研究旨在探讨语前聋儿童中文CI使用者音乐感知的可能影响因素,以及音乐感知与听觉言语能力的相关性。材料与方法:采用Music测试对24名儿童CI使用者和12名正常听力儿童的音乐感知进行测量。对24名CI用户的听觉语音感知也进行了测量,并与他们的音乐感知结果进行了分析。结果:儿童CI使用者在音高、节奏和旋律辨别测试中的表现低于正常听力儿童(p 5组)。在嘈杂环境中对辅音、音调和言语的感知与对音乐音高和旋律的感知之间存在显著的相关性。结论与意义:5岁前接受植入的语前聋儿童CI使用者在音乐感知测试中表现较好。音乐感知能力越强的儿童CI用户对普通话的听觉言语感知能力越强。
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引用次数: 0
Auditory agnosia progressing to cortical deafness. Long-term follow up of a one-year-old child to age 37. 听觉失认症发展为皮质性耳聋。对一个1岁到37岁的孩子进行长期随访。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-29 DOI: 10.1080/00016489.2024.2432504
Kimitaka Kaga, Makiko Kaga, Mitsuko Shindo

Background: There are two types of central auditory disorders due to pathology of the bilateral auditory cortices in adult patients: auditory agnosia with residual hearing; cortical deafness with total hearing loss. However, long-term changes of hearing acuity over physical development time are unknown.

Objective: The aim of this case report was to illustrate the pathophysiology of auditory changes in a 1 year-3 months old child who was diagnosed with auditory agnosia as a sequel of herpes encephalitis and later developed cortical deafness during a 36-year follow-up.

Materials and methods: Brain MRI, hearing tests, ABR, DPOAE and developmental tests of speech/language were periodically performed.

Results: Brain imaging revealed extensive damage in the bilateral auditory cortices. His auditory speech perception was lost and his language development was seriously delayed. His hearing threshold progressively decreased over time from normal at first to profound hearing loss as a teenager. However, at 29 years of age his ABR was normal. He was able to communicate and converse by sign language or writing.

Conclusions and significance: Later developing cortical deafness with profound hearing loss could be caused by retrograde degeneration of the auditory radiation overtime to the bilateral medial geniculate bodies.

背景:成人双侧听觉皮层病理导致的中枢性听觉障碍有两种类型:听觉失认伴残听;皮质性耳聋伴完全听力损失。然而,听力随身体发育时间的长期变化是未知的。目的:本病例报告的目的是阐明1 -3个月大的儿童听力变化的病理生理学,该儿童被诊断为疱疹性脑炎的后遗症听觉失知性,后来在36年的随访中发展为皮质性耳聋。材料和方法:定期进行脑MRI、听力测试、ABR、DPOAE和言语/语言发育测试。结果:脑成像显示双侧听觉皮质广泛损伤。他的听觉语言知觉丧失,语言发育严重迟缓。随着时间的推移,他的听力阈逐渐下降,从一开始的正常到十几岁时的严重听力损失。然而,在29岁时,他的ABR是正常的。他能够通过手语或文字进行交流和交谈。结论及意义:晚期皮质性耳聋伴重度听力损失可能是双侧内侧膝状体听觉辐射随时间的逆行变性所致。
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引用次数: 0
Did our cochlear implant program make any difference in the lives of our patients? Achievements of 30 patients with long term follow-up averaging 20 years after cochlear implantation. 我们的人工耳蜗项目对病人的生活有什么影响吗?对30例人工耳蜗植入术后平均20年的长期随访结果进行分析。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2023-11-17 DOI: 10.1080/00016489.2023.2277568
Marcos V Goycoolea, Raquel Levy, Pilar Alarcón, Catherine Catenacci, Gloria Ribalta, Byanka Cagnacci, Rosario Garrido, Elisa Varas, José Manuel Zúñiga

Background: Cochlear implants are standard of care for the patients with sensorineural hearing loss not benefited from hearing aids.

Aims: Evaluate qualitatively the impact of cochlear implantation in the long-term.

Materials-methods: Thirty middle-class patients with similar patterns of loss and social environment averaging 20 years post-implantation responded to 52 questions that evaluated psychosocial benefits from cochlear implantation.

Results: All completed secondary education and 93% had postgraduate studies. Educational and workwise they are at the same level as their hearing counterparts. All use their cochlear implants and would recommend one to people who need it. They attribute their success to the implant, the rehabilitation program, their family, and a stimulating social environment. Despite their success, most experience difficulties relating with others (socially and at work) due to their hearing condition. They manage but work much harder than their hearing peers to achieve the same.

Conclusions: We made a difference in the lives of these patients, however, there is more to be done.

Significance: Early intervention, rehabilitation, plus family, and stimulating-environment are crucial in children with sensory deficits.

背景:人工耳蜗是没有使用助听器的感音神经性听力损失患者的标准护理。目的:对人工耳蜗植入术的远期疗效进行定性评价。材料-方法:30名中产阶级患者,他们的耳蜗植入后平均20年具有相似的丧失模式和社会环境,回答了52个评估耳蜗植入的社会心理益处的问题。结果:全部完成中等教育,93%有研究生学习。在教育和工作方面,他们与听力正常的同龄人处于同一水平。他们都使用人工耳蜗,并会向需要的人推荐一个。他们将自己的成功归功于植入物、康复计划、他们的家庭和令人兴奋的社会环境。尽管他们取得了成功,但由于他们的听力状况,大多数人在与他人(社交和工作)交往方面遇到了困难。他们能做到,但要比听力正常的同龄人努力得多。结论:我们改变了这些患者的生活,然而,还有更多的工作要做。意义:早期干预、康复、家庭和刺激环境对感觉缺陷儿童至关重要。
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引用次数: 0
Clinical characteristics and repositioning efficacy analysis of posterior canal-benign paroxysmal positional vertigo-canalolithiasis and vertigo-cupulolithiasis patients. 后管良性阵发性体位性眩晕-管结石和眩晕-管结石的临床特点及复位疗效分析。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-30 DOI: 10.1080/00016489.2024.2437560
Wenting Wang, Yongci Hao, Huimiao Liu, Sai Zhang, Ting Zhang, Shuangmei Yan, Yang Wang, Yilin Lang, Xu Yang, Ping Gu

Background: Currently, there is a ‌paucity of research‌ comparing the clinical characteristics and repositioning efficacy between ‌posterior canal-benign paroxysmal positional vertigo-canalolithiasis (PC-BPPV-ca)‌ and ‌posterior canal-benign paroxysmal positional vertigo-cupulolithiasis (PC-BPPV-cu)‌.

Aims/objectives: To observe the clinical characteristics and compare the efficacy of repositioning maneuvers between PC-BPPV-ca and PC-BPPV-cu patients.

Material and methods: Clinical information of patients was collected. The G-Force BPPV diagnostic apparatus was used to simulate dizziness handicap inventory (DHI) positional test, and the therapeutic effects, DHI, and sentiment indicators of baseline, and 1-week and 1-month treatment were compared.

Results: A total of 92 patients were collected, with 46 cases in each group, and PC-BPPV-cu patients were with the longer disease course and have worse sleep quality than that of PC-BPPV-ca patients. Moreover, the PC-BPPV-cu patients had a shorter latency of nystagmus and a greater intensity of nystagmus (p < .05); however, PC-BPPV-ca patients experienced higher proportion of reverse nystagmus. In terms of repositioning efficacy, the PC-BPPV-cu group had poorer initial efficacy compared to the PC-BPPV-ca group (p < .05).

Conclusions: PC-BPPV-cu patients exhibit more extended disease duration, diminished sleep quality, and pronounced nystagmus. Additionally, they tend to experience less effective initial repositioning treatments and continue to present with more pronounced residual depressive symptoms.

背景:目前,比较后管良性阵发性体位性眩晕-导管结石症(PC-BPPV-ca)和后管良性阵发性体位性眩晕-导管结石症(PC-BPPV-cu)的临床特点和重新定位疗效的研究较少。目的:观察PC-BPPV-ca和PC-BPPV-cu患者的临床特点并比较其复位手法的疗效。材料与方法:收集患者的临床资料。采用G-Force BPPV诊断仪模拟头晕障碍量表(DHI)体位测试,比较治疗效果、基线、治疗1周和治疗1个月的DHI和情绪指标。结果:共收集92例患者,每组46例,PC-BPPV-cu患者病程较PC-BPPV-ca患者更长,睡眠质量较差。此外,PC-BPPV-cu患者的眼震潜伏期更短,眼震强度更大(p p结论:PC-BPPV-cu患者的病程延长,睡眠质量下降,眼震明显。此外,他们倾向于经历不太有效的初始重新定位治疗,并继续呈现更明显的残余抑郁症状。
{"title":"Clinical characteristics and repositioning efficacy analysis of posterior canal-benign paroxysmal positional vertigo-canalolithiasis and vertigo-cupulolithiasis patients.","authors":"Wenting Wang, Yongci Hao, Huimiao Liu, Sai Zhang, Ting Zhang, Shuangmei Yan, Yang Wang, Yilin Lang, Xu Yang, Ping Gu","doi":"10.1080/00016489.2024.2437560","DOIUrl":"https://doi.org/10.1080/00016489.2024.2437560","url":null,"abstract":"<p><strong>Background: </strong>Currently, there is a ‌paucity of research‌ comparing the clinical characteristics and repositioning efficacy between ‌posterior canal-benign paroxysmal positional vertigo-canalolithiasis (PC-BPPV-ca)‌ and ‌posterior canal-benign paroxysmal positional vertigo-cupulolithiasis (PC-BPPV-cu)‌.</p><p><strong>Aims/objectives: </strong>To observe the clinical characteristics and compare the efficacy of repositioning maneuvers between PC-BPPV-ca and PC-BPPV-cu patients.</p><p><strong>Material and methods: </strong>Clinical information of patients was collected. The G-Force BPPV diagnostic apparatus was used to simulate dizziness handicap inventory (DHI) positional test, and the therapeutic effects, DHI, and sentiment indicators of baseline, and 1-week and 1-month treatment were compared.</p><p><strong>Results: </strong>A total of 92 patients were collected, with 46 cases in each group, and PC-BPPV-cu patients were with the longer disease course and have worse sleep quality than that of PC-BPPV-ca patients. Moreover, the PC-BPPV-cu patients had a shorter latency of nystagmus and a greater intensity of nystagmus (<i>p</i> < .05); however, PC-BPPV-ca patients experienced higher proportion of reverse nystagmus. In terms of repositioning efficacy, the PC-BPPV-cu group had poorer initial efficacy compared to the PC-BPPV-ca group (<i>p</i> < .05).</p><p><strong>Conclusions: </strong>PC-BPPV-cu patients exhibit more extended disease duration, diminished sleep quality, and pronounced nystagmus. Additionally, they tend to experience less effective initial repositioning treatments and continue to present with more pronounced residual depressive symptoms.</p>","PeriodicalId":6880,"journal":{"name":"Acta Oto-Laryngologica","volume":"145 1","pages":"7-15"},"PeriodicalIF":1.2,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142942289","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Squamous cell carcinoma of the temporal bone: the impact of local control on survival. 颞骨鳞状细胞癌:局部控制对生存的影响。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-02-12 DOI: 10.1080/00016489.2024.2311788
Antoine Dubray-Vautrin, Benjamin Vérillaud, Philippe Herman, Romain Kania

Background: Squamous cell carcinoma (SCC) of the temporal bone (TB) is a rare pathology originating from the external auditory canal (EAC). Surgery remains the gold standard to achieve local control.Aims/Objectives:The aim of this study was to evaluate overall survival (OS) and disease-free survival (DFS) after surgery of the SCC of EAC.

Material and methods: A retrospective chart review in a tertiary referral center included 26 patients: 23 were operated with lateral temporal bone resection (LTBR, n = 10) and extended temporal bone resection (ETBR, n = 13). The outcomes were OS and DFS.

Results: Adjuvant radiotherapy was performed in 91.3% (n = 21/23). Mean age was 60.8 and sex ratio was 1. Median follow-up was 43 months; The 5-years OS was 90% (± 9.5%) and 47.7% (± 12.9%) for stage I/II and III/IV respectively (p = .033). DFS was 67.6% (IC 95%, 51.4%-88.9%) without statistical difference between early advanced stage. Incomplete margins (p = .004) and Stage IV(p < .001) were associated with poorer DFS. Free margins significantly correlated with better OS (HR = 9.8, p = .04).

Conclusion: En bloc surgical resection with free margins, coupled with postoperative radiotherapy, provides optimal local control. For stage IV tumors, where complete margins are achievable, ETBR is recommended to enhance local control.

背景:颞骨鳞状细胞癌(SCC颞骨(TB)鳞状细胞癌(SCC)是一种源自外耳道(EAC)的罕见病变。目的:本研究旨在评估外耳道鳞状细胞癌手术后的总生存期(OS)和无病生存期(DFS):在一家三级转诊中心对26例患者进行了回顾性病历审查:23例患者接受了侧颞骨切除术(LTBR,10例)和扩展颞骨切除术(ETBR,13例)。结果为OS和DFS:91.3%的患者(21/23)接受了辅助放疗。中位随访时间为43个月;I/II期和III/IV期的5年OS分别为90%(± 9.5%)和47.7%(± 12.9%)(P = .033)。DFS 为 67.6%(IC 95%,51.4%-88.9%),早期晚期之间无统计学差异。结论:结论:游离边缘的整体手术切除加上术后放疗可提供最佳的局部控制。对于可实现完整边缘的 IV 期肿瘤,建议采用 ETBR 来加强局部控制。
{"title":"Squamous cell carcinoma of the temporal bone: the impact of local control on survival.","authors":"Antoine Dubray-Vautrin, Benjamin Vérillaud, Philippe Herman, Romain Kania","doi":"10.1080/00016489.2024.2311788","DOIUrl":"10.1080/00016489.2024.2311788","url":null,"abstract":"<p><strong>Background: </strong>Squamous cell carcinoma (SCC) of the temporal bone (TB) is a rare pathology originating from the external auditory canal (EAC). Surgery remains the gold standard to achieve local control.Aims/Objectives:The aim of this study was to evaluate overall survival (OS) and disease-free survival (DFS) after surgery of the SCC of EAC.</p><p><strong>Material and methods: </strong>A retrospective chart review in a tertiary referral center included 26 patients: 23 were operated with lateral temporal bone resection (LTBR, <i>n</i> = 10) and extended temporal bone resection (ETBR, <i>n</i> = 13). The outcomes were OS and DFS.</p><p><strong>Results: </strong>Adjuvant radiotherapy was performed in 91.3% (<i>n</i> = 21/23). Mean age was 60.8 and sex ratio was 1. Median follow-up was 43 months; The 5-years OS was 90% (± 9.5%) and 47.7% (± 12.9%) for stage I/II and III/IV respectively (<i>p</i> = .033). DFS was 67.6% (IC 95%, 51.4%-88.9%) without statistical difference between early advanced stage. Incomplete margins (<i>p</i> = .004) and Stage IV(<i>p</i> < .001) were associated with poorer DFS. Free margins significantly correlated with better OS (HR = 9.8, <i>p</i> = .04).</p><p><strong>Conclusion: </strong>En bloc surgical resection with free margins, coupled with postoperative radiotherapy, provides optimal local control. For stage IV tumors, where complete margins are achievable, ETBR is recommended to enhance local control.</p>","PeriodicalId":6880,"journal":{"name":"Acta Oto-Laryngologica","volume":" ","pages":"23-29"},"PeriodicalIF":1.2,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139721128","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Construction of prediction model of early glottic cancer based on machine learning. 基于机器学习的早期声门癌预测模型构建。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-30 DOI: 10.1080/00016489.2024.2430613
Wang Zhao, Jingtai Zhi, Haowei Zheng, Jianqun Du, Mei Wei, Peng Lin, Li Li, Wei Wang

Background: The early diagnosis of glottic laryngeal cancer is the key to successful treatment, and machine learning (ML) combined with narrow-band imaging (NBI) laryngoscopy provides a new idea for the early diagnosis of glottic laryngeal cancer.

Objective: To explore the clinical applicability of the diagnosis of early glottic cancer based on ML combined with NBI.

Material and methods: A retrospective study was conducted on 200 patients diagnosed with laryngeal mass, and the general clinical characteristics and pathological results of the patients were collected. Chi-square test and multivariate logistic regression analysis were used to explore clinical and laryngoscopic features that could potentially predict early glottic cancer. Afterward, three classical ML methods, namely random forest (RF), support vector machine (SVM), and decision tree (DT), were combined with NBI endoscopic images to identify risk factors related to glottic cancer and to construct and compare the predictive models.

Results: The RF‑based model was found to predict more accurately than other methods and have a significant predominance over others. The accuracy, precision, recall and F1 index, and AUC value of the RF model were 0.96, 0.90, 1.00, 0.95, and 0.97.

Conclusions and significance: We developed a prediction model for early glottic cancer using RF, which outperformed other models.

背景:声门喉癌的早期诊断是治疗成功的关键,机器学习(ML)联合窄带成像(NBI)喉镜为声门喉癌的早期诊断提供了新的思路。目的:探讨ML联合NBI诊断早期声门癌的临床适用性。材料与方法:对200例诊断为喉部肿块的患者进行回顾性研究,收集患者的一般临床特征及病理结果。采用卡方检验和多因素logistic回归分析探讨可能预测早期声门癌的临床和喉镜特征。随后,将随机森林(random forest, RF)、支持向量机(support vector machine, SVM)和决策树(decision tree, DT)三种经典ML方法与NBI内镜图像相结合,识别声门癌相关危险因素,构建并比较预测模型。结果:基于射频的模型比其他方法预测更准确,并且具有显著的优势。RF模型的正确率、精密度、召回率、F1指数和AUC值分别为0.96、0.90、1.00、0.95和0.97。结论及意义:我们建立了一种基于射频的早期声门癌预测模型,其预测效果优于其他模型。
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引用次数: 0
Association between NF-E2-related factor 2 polymorphism and age-related hearing loss in the general Japanese population from the Iwaki health promotion project. 来自Iwaki健康促进项目的nf - e2相关因子2多态性与日本普通人群年龄相关性听力损失之间的关系
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-06 DOI: 10.1080/00016489.2024.2435459
Takashi Kasai, Akira Sasaki, Shuya Kasai, Shiori Miura, Shinichi Goto, Ryoko Yotsuyanagi, Tatsuya Mikami, Yoshinori Tamada, Ken Itoh, Atsushi Matsubara

Background: Single-nucleotide polymorphisms (SNPs) of the NF-E2-related factor 2 (NRF2) gene might be associated with several diseases. In the animal models, NRF2 has been reported to be associated with the age-related hearing loss (ARHL). However, the effect of NRF2 SNPs on ARHL in the general population has not been reported.

Objectives: This study aimed to evaluate the effect of NRF2 SNP-617 on ARHL in the general Japanese population.

Methods: This study included participants from the Iwaki Health Promotion Project. The genotypes of NRF2 SNP-617 were determined via whole-genome sequencing, and the hearing level of the CC homozygote + CA heterozygote carrier group was compared with that of the AA homozygote carrier group.

Results: Among the 306 CC+CA and 31 AA group male subjects, 22 (7.2%) and six (19.4%), respectively, had hearing loss, with a significant difference. Multiple logistic regression analysis showed that the risk of hearing loss in the male subjects was significantly higher in the AA group than that in the CC+CA group (p = .031, odds ratio = 3.437, 95% confidence interval = 1.116-10.580).

Conclusion: The genotypes of NRF2 SNP-617 AA carriers were significantly associated with the development of ARHL among the males aged 30-59 years.

背景:nf - e2相关因子2 (NRF2)基因的单核苷酸多态性(snp)可能与多种疾病有关。在动物模型中,NRF2已被报道与年龄相关性听力损失(ARHL)有关。然而,NRF2 snp对普通人群ARHL的影响尚未见报道。目的:本研究旨在评估NRF2 SNP-617对日本普通人群ARHL的影响。方法:本研究纳入Iwaki健康促进计划的参与者。通过全基因组测序确定NRF2 SNP-617基因型,并比较CC纯合子+ CA杂合子携带者组与AA纯合子携带者组的听力水平。结果:在306例CC+CA和31例AA组男性受试者中,听力损失分别为22例(7.2%)和6例(19.4%),差异有统计学意义。多元logistic回归分析显示,AA组男性受试者听力损失风险显著高于CC+CA组(p =。031,优势比= 3.437,95%可信区间= 1.116-10.580)。结论:NRF2 SNP-617 AA基因型与30 ~ 59岁男性ARHL的发生有显著相关性。
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引用次数: 0
Trends in the incidence and prevalence of juvenile-onset recurrent respiratory papillomatosis following implementation of national HPV vaccination initiatives: a systematic review. 在实施国家HPV疫苗接种计划后,青少年复发性呼吸道乳头状瘤病的发病率和流行趋势:一项系统综述。
IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-29 DOI: 10.1080/00016489.2024.2431548
Ida-Marie Jacobsen, Amanda-Louise Fenger Carlander, Mathilde Aakilde, Christian von Buchwald

Background: Infection with human papillomavirus (HPV) low-risk type 6 and 11 in the respiratory tract can cause recurrent benign squamous papillomas in the larynx, in children, juvenile-onset recurrent respiratory papillomatosis (JoRRP).

Objectives: This systematic review investigated the impact of national HPV vaccination programs on JoRRP incidence and prevalence.

Methods: PubMED was systematically searched for publications between 2010 and March 2024 that assessed the incidence and prevalence of JoRRP post-implementation of HPV vaccination programs.

Results: Four studies met the inclusion criteria, comprising 622 patients with JoRRP (range 15-576) from Australia, New Zealand and the Unites States. The majority were girls (F:M ratio 2:1), with a median debut age between three to four years. Two studies (n = 591) showed a significant decline in JoRRP incidence after vaccination from 2,0 per 100,000 < 18 years (2004-2005) to 0,5 per 100,000 < 18 years (2012-2013) in the United States, and 0,16 per 100,000 < 15 years (2012) to 0,02 per 100,000 < 15 years (2016) in Australia. Higher vaccination coverage correlated with a reduced JoRRP burden.

Conclusion: Our findings indicate implementation of HPV-vaccination programs reduced the JoRRP incidence and prevalence emphasizing the importance of large-scale HPV vaccination. Total impact of HPV vaccination will become fully evident when the vaccinated population reach childbearing ages.

背景:呼吸道感染人乳头瘤病毒(HPV)低危6型和11型可引起喉部复发性良性鳞状乳头状瘤,在儿童中,复发性呼吸道乳头状瘤病(JoRRP)。目的:本系统综述调查了国家HPV疫苗接种计划对JoRRP发病率和患病率的影响。方法:系统检索PubMED 2010年至2024年3月期间评估HPV疫苗接种计划实施后JoRRP发病率和患病率的出版物。结果:4项研究符合纳入标准,包括来自澳大利亚、新西兰和美国的622例JoRRP患者(范围15-576)。大多数是女孩(男女比例2:1),初次出道的平均年龄在3到4岁之间。两项研究(n = 591)显示,接种疫苗后,JoRRP的发病率从每10万人中2人显著下降。结论:我们的研究结果表明,HPV疫苗接种计划的实施降低了JoRRP的发病率和患病率,强调了大规模HPV疫苗接种的重要性。当接种疫苗的人口达到生育年龄时,HPV疫苗接种的总体影响将变得充分明显。
{"title":"Trends in the incidence and prevalence of juvenile-onset recurrent respiratory papillomatosis following implementation of national HPV vaccination initiatives: a systematic review.","authors":"Ida-Marie Jacobsen, Amanda-Louise Fenger Carlander, Mathilde Aakilde, Christian von Buchwald","doi":"10.1080/00016489.2024.2431548","DOIUrl":"10.1080/00016489.2024.2431548","url":null,"abstract":"<p><strong>Background: </strong>Infection with human papillomavirus (HPV) low-risk type 6 and 11 in the respiratory tract can cause recurrent benign squamous papillomas in the larynx, in children, juvenile-onset recurrent respiratory papillomatosis (JoRRP).</p><p><strong>Objectives: </strong>This systematic review investigated the impact of national HPV vaccination programs on JoRRP incidence and prevalence.</p><p><strong>Methods: </strong>PubMED was systematically searched for publications between 2010 and March 2024 that assessed the incidence and prevalence of JoRRP post-implementation of HPV vaccination programs.</p><p><strong>Results: </strong>Four studies met the inclusion criteria, comprising 622 patients with JoRRP (range 15-576) from Australia, New Zealand and the Unites States. The majority were girls (F:M ratio 2:1), with a median debut age between three to four years. Two studies (<i>n</i> = 591) showed a significant decline in JoRRP incidence after vaccination from 2,0 per 100,000 < 18 years (2004-2005) to 0,5 per 100,000 < 18 years (2012-2013) in the United States, and 0,16 per 100,000 < 15 years (2012) to 0,02 per 100,000 < 15 years (2016) in Australia. Higher vaccination coverage correlated with a reduced JoRRP burden.</p><p><strong>Conclusion: </strong>Our findings indicate implementation of HPV-vaccination programs reduced the JoRRP incidence and prevalence emphasizing the importance of large-scale HPV vaccination. Total impact of HPV vaccination will become fully evident when the vaccinated population reach childbearing ages.</p>","PeriodicalId":6880,"journal":{"name":"Acta Oto-Laryngologica","volume":" ","pages":"66-71"},"PeriodicalIF":1.2,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749599","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Acta Oto-Laryngologica
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