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Correction: Efficacy of Game-Based EMG-Biofeedback Therapy in Post-Stroke Dysphagia: A Randomized Controlled Trial. 修正:基于游戏的肌电生物反馈治疗卒中后吞咽困难的疗效:一项随机对照试验。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 DOI: 10.1007/s00455-025-10901-8
Bülent Alyanak, Murat İnanır, Selime Ilgın Sade, Serkan Kablanoğlu
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引用次数: 0
Patient Perceptions on a Wearable Sensor Technology for Swallowing: A Qualitative Study with Patients with Parkinson's Disease. 患者对可穿戴式吞咽传感器技术的感知:帕金森病患者的定性研究
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 DOI: 10.1007/s00455-025-10910-7
Cagla Kantarcigil, Bonnie Martin-Harris, Abigail B Nellis, Rabab Rangwala, Matt Keller, Shuai Xu, Sara Shaunfield

Wearable sensors show promise for monitoring breathing and swallowing events in patients with dysphagia. However, little is known about factors that facilitate their use for swallowing rehabilitation, particularly in individuals with Parkinson's disease (PD). Examining these factors in patients with PD (PwPD) is critical given the prevalence of motor disorders in this population. The aims of this qualitative study were to explore PwPD's: 1) impressions of a novel wearable sensor and customized iOS application developed for monitoring swallowing and breathing; 2) recommendations and desired functions for future iterations; and 3) anticipated benefits and drawbacks of the sensor/app for managing swallowing difficulties. Semi-structured interviews were conducted with PwPD. Prior to the study session, a "sensor kit" was shipped to participants' homes. Study sessions were audio-recorded, transcribed verbatim, and inductively analyzed using a constant comparative approach. Study sessions were completed with 10 PwPD and 2 care partners. Five major themes were identified: 1) sensor/adhesive features; 2) wearing the sensor in public; 3) app features; 4) recommendations; and 5) anticipated benefits and drawbacks for managing swallowing disorders. PwPD highlighted the sensor's potential benefits for managing PD-related swallowing disorders, particularly the sensor's ability to track swallowing function over time. Participants' recommendations for additional features included adding reminder vibrations to prompt swallowing, however, they also expressed concerns about real-life use of the sensor including potential for sensory distractions and questioned the devices affordability. PwPD feedback revealed critical insights for the future adaptations of this innovative device for managing PD and related swallowing disorders.

可穿戴传感器有望监测吞咽困难患者的呼吸和吞咽事件。然而,对于促进吞咽康复的因素知之甚少,特别是在帕金森病患者(PD)中。考虑到运动障碍在PD患者中的患病率,检查PD患者(PwPD)中的这些因素至关重要。本定性研究的目的是探讨PwPD的:1)新型可穿戴传感器和定制的iOS应用程序开发用于监测吞咽和呼吸的印象;2)对未来迭代的建议和期望功能;3)预测传感器/应用程序在处理吞咽困难方面的优点和缺点。与PwPD进行了半结构化访谈。在学习之前,一个“传感器套件”被送到参与者的家中。对学习过程进行录音,逐字抄录,并采用持续比较的方法进行归纳分析。研究小组与10名残疾人和2名护理伙伴一起完成。确定了五个主要主题:1)传感器/粘合剂特性;2)在公共场合佩戴传感器;3) app功能;4)建议;5)预测治疗吞咽障碍的利弊。PwPD强调了传感器在治疗pd相关吞咽障碍方面的潜在益处,特别是传感器随时间跟踪吞咽功能的能力。参与者对附加功能的建议包括增加提醒振动以促使吞咽,然而,他们也表达了对传感器在现实生活中的使用的担忧,包括潜在的感官干扰,并质疑设备的可负担性。PwPD反馈揭示了这一创新设备用于PD和相关吞咽障碍的未来适应的关键见解。
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引用次数: 0
Modulation of Pharyngoesophageal Motility Characteristics During Concurrent Oral Feeding in Infants: Novel Pilot Observations. 婴儿同时口服喂养时咽食管运动特征的调节:新的飞行员观察。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-05-16 DOI: 10.1007/s00455-025-10832-4
Sudarshan R Jadcherla, Roseanna Helmick, Enas S Alshaikh, Erika K Osborn, Reza Shaker

Effect of interventions or diseases on the mechanisms of swallowing difficulties, and indications to change nipples, flows, or formula thickness in high-risk infants remains unclear. We evaluated and compared the effects of nipple flows and/or formula thickness on pharyngoesophageal timing and amplitude characteristics during oral milk challenge (OMC). A total of 48 OMC trials were undertaken in 12 infants [born at 36.4 ± 3.8 weeks gestation, studied at 48.0 ± 5.6 weeks postmenstrual age (PMA)] concurrent with high resolution pharyngoesophageal manometry (HRPM). We evaluated timing and amplitude of swallowing characteristics (pharyngeal and esophageal contractile strength, duration, activity, pharyngeal peak interval variability, bursts, and rhythm) and volume intakes. We compared within and between the entities: un-thickened formula vs. thickened formula and slower- vs. faster flow nipple. OMC durations averaged 71 ± 31 s and did not differ between interventions (p > 0.05). Pharyngeal swallow rhythms (timing) and contractile characteristics were dependent on the interaction between nipple flow rates and formula thickness (p < 0.05). Thickness decreased overall contractility and modified distal pharyngeal contractile activity (p < 0.05), which is critical to opening the upper esophageal sphincter. A structural equation model was developed that revealed the influence of PMA, respiratory status, volume extracted, nipple flow rate, and thickener presence on pharyngeal swallowing frequency with a comparative fit index of 0.83. Oropharyngeal stimulus-types trigger, integrate, and modify brainstem mediated oral and pharyngeal rhythms and modulate contractility and airway protection mechanisms. Effects of therapies, maturation and diagnoses are measurable using these novel approaches at crib-side.

干预措施或疾病对高危婴儿吞咽困难机制的影响,以及改变乳头、流量或配方奶厚度的适应症仍不清楚。我们评估并比较了乳头流量和/或配方奶厚度对口服奶挑战(OMC)期间咽食管时间和振幅特征的影响。共对12名婴儿进行了48项OMC试验[出生在妊娠36.4±3.8周,研究年龄为经后48.0±5.6周(PMA)],同时进行了高分辨率咽食管测压(HRPM)。我们评估了吞咽特征的时间和幅度(咽和食管收缩强度、持续时间、活动、咽峰间隔变异性、爆发和节奏)和体积摄入量。我们比较了实体内部和实体之间:未增稠配方与增稠配方以及慢速与快速流动乳头。OMC持续时间平均为71±31秒,干预间无差异(p < 0.05)。咽咽节奏(定时)和收缩特征依赖于乳头流速和配方厚度之间的相互作用
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引用次数: 0
White Matter Microstructural Correlates of Swallowing Biomechanics: An Exploratory Pilot Study in Healthy Young Adults. 白质微观结构与吞咽生物力学的相关性:一项健康年轻人的探索性初步研究。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-05-27 DOI: 10.1007/s00455-025-10841-3
Rahul Krishnamurthy, Caitlin Cloud, Ross Westemeyer, Yingying Wang, Douglas H Schultz, Angela M Dietsch

White matter (WM) enables complex brain connectivity by linking several cortical and subcortical regions. Most studies investigating the association between WM tracts and swallowing function have predominantly used a disease (lesion) based approach, and there is currently a paucity of research investigating the associations between swallowing physiology and WM microstructure in healthy individuals. Moreover, studies in healthy individuals are essential to understanding typical WM architecture and identifying any deviations caused by diseases or adaptations resulting from specific interventions or training regimes. The current study addresses this critical gap by investigating the association between quantitative metrics of WM microstructure and kinematic and temporal measures of swallowing biomechanics in healthy young adults. Diffusion-weighted magnetic resonance imaging (DW-MRI) was obtained from 17 right-handed healthy adults (males = 9; females = 8) aged 20 to 35 (mean age = 27.11 years). DW-MRI was pre-processed and analyzed using a custom-developed analysis pipeline to generate diffusion tensor image (DTI) derived scalar measures. Furthermore, videofluoroscopic data were collected from these participants and quantified using computational analysis of swallowing mechanics (CASM) and traditional pixel-based temporal and kinematic measures. We performed partial correlations to explore the association between swallowing biomechanics and WM diffusion metrics, with participants' age and sex as covariates. Our study revealed that the corpus callosum, cerebellar peduncle, thalamic radiation, corticospinal tract, cingulum, stratum, corona radiata, fornix, internal capsule, external capsule, and the superior frontal-occipital fasciculus showed significant bidirectional associations with the kinematic and temporal measures of swallowing biomechanics investigated in the current study. These findings are interpreted in relation to lesion studies and well-established functions of WM tracts. Future directions and limitations of our study are also discussed.

白质(WM)通过连接几个皮层和皮层下区域来实现复杂的大脑连接。大多数关于WM束与吞咽功能之间关系的研究主要采用基于疾病(病变)的方法,目前关于健康个体吞咽生理学与WM微结构之间关系的研究很少。此外,对健康个体的研究对于理解典型的WM结构和确定由疾病引起的任何偏差或由特定干预或训练制度引起的适应是必不可少的。目前的研究通过研究健康年轻人吞咽生物力学的运动学和时间测量与WM微观结构的定量指标之间的关系来解决这一关键差距。采用扩散加权磁共振成像(DW-MRI)对17例健康右撇子成人(男性9例;女性8例,年龄20 ~ 35岁,平均27.11岁。DW-MRI使用定制开发的分析管道进行预处理和分析,以生成扩散张量图像(DTI)衍生标量度量。此外,从这些参与者中收集视频透视数据,并使用吞咽力学(CASM)计算分析和传统的基于像素的时间和运动学测量进行量化。我们以参与者的年龄和性别为协变量,对吞咽生物力学和WM扩散指标之间的关系进行了部分相关分析。我们的研究表明,胼胝体、小脑脚、丘脑辐射、皮质脊髓束、扣带、地层、辐射冠、穹窿、内囊、外囊和额枕上束与本研究中研究的吞咽生物力学的运动学和时间测量显示出显著的双向关联。这些发现与病变研究和WM束的既定功能有关。讨论了未来研究的方向和局限性。
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引用次数: 0
A Machine Learning Pipeline for Automated Bolus Segmentation and Area Measurement in Swallowing Videofluoroscopy Images of an Infant Pig Model. 一种用于婴儿猪模型吞咽视频透视图像自动分割和面积测量的机器学习管道。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-04-28 DOI: 10.1007/s00455-025-10829-z
Max Sarmet, Elska Kaczmarek, Alexane Fauveau, Kendall Steer, Alex-Ann Velasco, Ani Smith, Maressa Kennedy, Hannah Shideler, Skyler Wallace, Thomas Stroud, Morgan Blilie, Christopher J Mayerl

Feeding efficiency and safety are often driven by bolus volume, which is one of the most common clinical measures of assessing swallow performance. However, manual measurement of bolus area is time-consuming and suffers from high levels of inter-rater variability. This study proposes a machine learning (ML) pipeline using ilastik, an accessible bioimage analysis tool, to automate the measurement of bolus area during swallowing. The pipeline was tested on 336 swallows from videofluoroscopic recordings of 8 infant pigs during bottle feeding. Eight trained raters manually measured bolus area in ImageJ and also used ilastik's autocontext pixel-level labeling and object classification tools to train ML models for automated bolus segmentation and area calculation. The ML pipeline trained in 1h42min and processed the dataset in 2 min 48s, a 97% time saving compared to manual methods. The model exhibited strong performance, achieving a high Dice Similarity Coefficient (0.84), Intersection over Union (0.76), and inter-rater reliability (intraclass correlation coefficient = 0.79). The bolus areas from the two methods were highly correlated (R² = 0.74 overall, 0.78 without bubbles, 0.67 with bubbles), with no significant difference in measured bolus area between the methods. Our ML pipeline, requiring no ML expertise, offers a reliable and efficient method for automatically measuring bolus area. While human confirmation remains valuable, this pipeline accelerates analysis and improves reproducibility compared to manual methods. Future refinements can further enhance precision and broaden its application in dysphagia research.

喂养效率和安全性通常由丸量驱动,这是评估吞咽性能的最常见临床措施之一。然而,人工测量丸面积是费时的,并遭受高水平的变异性。本研究提出了一种使用ilastik(一种可访问的生物图像分析工具)的机器学习(ML)管道,以自动测量吞咽过程中的丸面积。该管道在8只哺乳仔猪的336只燕子身上进行了测试。8名训练好的评分员在ImageJ中手动测量丸子面积,并使用ilastik的自动上下文像素级标记和对象分类工具来训练ML模型,用于自动丸子分割和面积计算。机器学习管道的训练时间为1小时42分钟,处理数据集的时间为2分钟48秒,与手动方法相比节省了97%的时间。该模型表现出较强的性能,具有较高的骰子相似系数(0.84)、交集大于联合(0.76)和评分间信度(类内相关系数= 0.79)。两种方法测量的丸面积高度相关(总体R²= 0.74,无气泡R²= 0.78,有气泡R²= 0.67),两种方法测量的丸面积无显著差异。我们的ML管道,不需要ML专业知识,提供了一个可靠和有效的方法来自动测量丸面积。虽然人工确认仍然有价值,但与手动方法相比,该管道加速了分析并提高了可重复性。未来的改进可以进一步提高精度,扩大其在吞咽困难研究中的应用。
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引用次数: 0
Effect of Visual Biofeedback Using the Iowa Oral Performance Instrument and Auditory Feedback on Floor-of-the-Mouth Muscle Activation and Oral Pressure During Effortful Swallowing in Healthy Older Adults. 使用爱荷华口腔表演仪的视觉生物反馈和听觉反馈对健康老年人吞咽时口底肌肉激活和口腔压力的影响。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-04-01 DOI: 10.1007/s00455-025-10824-4
Jong-Chi Oh

Effortful swallowing (ES) is a promising exercise option for patients with dysphagia due to reduced tongue base retraction. However, studies confirming how exercise physiology changes when performing ES continuously over multiple sets in clinical practice are limited. This study aimed to determine the effect of visual biofeedback using the Iowa Oral Performance Instrument (IOPI) on the muscle activity of the floor-of-the-mouth (FOM) and oral swallowing pressure during ES exercise. Forty-five healthy older adults (mean age 76.1 ± 4.48y) participated in this randomized crossover study with two conditions. In the visual biofeedback condition using the IOPI, the participants were presented with a value corresponding to 80% of the maximum isometric pressure of the posterior oral tongue measured at baseline and asked to exceed the target value while performing ES. In the no-feedback condition, the IOPI screen was blocked to ensure that information regarding the swallowing pressure during ES was not provided. In the biofeedback condition, participants showed a significantly higher oral swallowing pressure from Sets 3-8 compared with the no-feedback condition (p < 0.05). In the no feedback condition, FOM muscle activity was significantly lower in Set 4 than in the Set 1 (p < 0.05). To improve the strength of the tongue and FOM muscles through ES exercise, providing biofeedback using the IOPI may be beneficial for maintaining a consistently high level of exercise intensity. Further research is required to enable the application of this study's finding to patients with dysphagia.

努力吞咽(ES)是一个很有前途的运动选择患者吞咽困难,由于减少舌根收缩。然而,证实在临床实践中连续进行多组ES时运动生理变化的研究有限。本研究旨在研究使用爱荷华口腔表演仪(IOPI)的视觉生物反馈对ES运动中口腔底部肌肉活动(FOM)和口腔吞咽压力的影响。45名健康老年人(平均年龄76.1±4.48岁)参加了两种情况的随机交叉研究。在使用IOPI的视觉生物反馈条件下,研究人员向参与者提供了一个值,对应于基线时测得的口腔后舌最大等距压力的80%,并要求他们在进行ES时超过目标值。在无反馈条件下,阻断IOPI屏幕,以确保不提供有关ES期间吞咽压力的信息。在生物反馈条件下,与无反馈条件相比,受试者在第3-8组中表现出明显更高的口服吞咽压力
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引用次数: 0
Efficacy of Game-Based EMG-Biofeedback Therapy in Post-Stroke Dysphagia: A Randomized Controlled Trial. 基于游戏的肌电生物反馈治疗脑卒中后吞咽困难的疗效:一项随机对照试验。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-03-05 DOI: 10.1007/s00455-025-10819-1
Bülent Alyanak, Murat İnanır, Selime Ilgın Sade, Serkan Kablanoğlu

The aim of this study was to investigate the effects of game-based electromyography (EMG)-biofeedback therapy on swallowing functions and quality of life in patients with post-stroke dysphagia. This prospective, assessor-blind, randomized controlled trial included 33 patients with post-stroke dysphagia. The study group performed the Mendelsohn maneuver and effortful swallow using game-based EMG-biofeedback, while the control group performed the same tasks with only verbal feedback for 30 min across a total of 15 sessions. In addition, both groups received oral motor exercises and thermal-tactile stimulation for equal durations. Patients were evaluated immediately before and after the treatment using clinical swallowing assessments, including the Functional Oral Intake Scale (FOIS), Penetration-Aspiration Scale (PAS), Dysphagia Outcome and Severity Scale (DOSS), and Dysphagia Handicap Index (DHI). Statistically significant improvements were observed in FOIS scores (p = 0.038), PAS-Liquid scores (p = 0.026), and DOSS scores (p = 0.003) in the study group, while no significant changes were noted in the control group. PAS-Semisolid scores improved in both groups (study group, p = 0.002; control group, p = 0.023); however, post-treatment scores were significantly higher in the study group compared to the control group (p = 0.031). Although significant improvements in DHI total, physical, emotional, and functional scores were observed in both groups at the end of treatment (all p < 0.05), post-treatment DHI scores were significantly higher in the study group compared to the control group (all p < 0.05). The addition of game-based EMG-biofeedback to conventional therapy improved clinical and radiological outcomes, as evidenced by improvements in FOIS, PAS-Liquid, and DOSS scores, and led to statistically significant improvements in PAS-Semisolid and DHI scores. In conclusion, the inclusion of game-based EMG-biofeedback therapy in swallowing rehabilitation programs may have a positive impact on treatment outcomes.

本研究旨在探讨基于游戏的肌电-生物反馈疗法对脑卒中后吞咽困难患者吞咽功能和生活质量的影响。这项前瞻性、双盲、随机对照试验包括33例卒中后吞咽困难患者。研究组使用基于游戏的肌电生物反馈进行门德尔松手法和用力吞咽,而对照组仅使用口头反馈进行门德尔松手法和用力吞咽,共15次,共30分钟。在试验前和试验期间,使用临床吞咽评估对患者进行评估,如功能性口服摄入量表(FOIS)、渗透-吸入量表(PAS)、吞咽困难结局和严重程度量表(DOSS)和吞咽困难障碍指数(DHI)。研究组FOIS评分(p = 0.038)、PAS-Liquid评分(p = 0.026)、DOSS评分(p = 0.003)改善有统计学意义,对照组差异无统计学意义。两组患者pas -半固体评分均有改善(研究组,p = 0.002;对照组,p = 0.023),治疗后评分实验组高于对照组,差异有统计学意义(p = 0.031)。尽管在治疗结束时,两组患者的DHI总分、身体、情绪和功能评分均有统计学上的显著改善(p
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引用次数: 0
Assessing Public Awareness and Understanding of Dysphagia: A Representative Survey of US Adults. 评估公众对吞咽困难的认识和理解:一项对美国成年人的代表性调查。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-03-27 DOI: 10.1007/s00455-025-10826-2
Sonja M Molfenter, R Brynn Jones-Rastelli, Arie Barfield, Drew Cooks, Claire Crossman, Kaiyn Jackson, D'manda Price, Journee C Robinson, Aaron M Johnson

Purpose: Dysphagia is a commonly occurring medical condition estimated to occur in between and 10% adults in the US. Despite this relatively high prevalence, the general population's understanding of this condition is currently unknown. Our aims were to (a) conduct a large-scale survey to determine the public's awareness and understanding of dysphagia in comparison to other three other health conditions and (b) compare this knowledge to relative prevalence rates of the conditions.

Methods: The survey was designed to measure four constructs of interest comparing dysphagia with insomnia, vertigo and ataxia. Constructs included: (1) Knowledge of the Condition, (2) Source of Knowledge, (3) Health Impact, (4) Treating Medical Professionals. The survey was launched via Qualtrics™ software and participants were recruited and paid using Prolific™. Descriptive statistics were used to compare participants knowledge of dysphagia with the other conditions. To obtain relative prevalence rates, Cosmos was used to quantify the number of Epic-based patient encounters with any ICD-10 code for each condition in 2023 and expressed as a percent of all patient encounters in the US in 2023.

Results: 2000 adults (n = 1030 female) aged 18-95 (median 49, IQR = 33-62) completed our survey. When asked, 'Do you know what ____ is'? participants expressed higher familiarity with insomnia (99%) and vertigo (87%) in comparison to dysphagia (25%) and ataxia (18%). From a list of 8 options, 99% and 94% participants selected the correct impairment for insomnia and vertigo respectively, compared with 44% correct for dysphagia and 22% for ataxia. Participants selected an appropriate healthcare provider for dysphagia 47% of the time compared with 74% for insomnia, 56% for vertigo and 36% for ataxia. When asked to identify up to 3 sequelae (from a list of 9), only 4% of participants were able to correctly identify all three for dysphagia, in comparison to 16% for ataxia, 27% for vertigo and 60% for insomnia. The Cosmos analysis revealed that while insomnia had the highest prevalence in 2023 (5.5% of patient encounters), dysphagia occurred much more frequently (2.4%) than vertigo (0.68%) and ataxia (0.24%).

Conclusions: These discrepancies highlight a notable gap in public awareness between dysphagia and more recognized conditions of insomnia and vertigo, even though the prevalence of dysphagia is higher than vertigo. Increasing public awareness of dysphagia is vital for early intervention, increasing quality of life, and advocating for equitable access to healthcare resources.

目的:吞咽困难是一种常见的医疗状况,估计发生在美国10%的成年人之间。尽管患病率相对较高,但一般人群对这种情况的了解目前尚不清楚。我们的目的是:(a)进行一次大规模调查,以确定公众对吞咽困难的认识和理解,并将其与其他三种健康状况进行比较;(b)将这种知识与这些状况的相对患病率进行比较。方法:采用四个感兴趣构念对吞咽困难与失眠、眩晕和共济失调进行比较。构念包括:(1)疾病知识,(2)知识来源,(3)健康影响,(4)治疗医疗专业人员。该调查是通过Qualtrics™软件发起的,参与者是通过高产软件招募和付费的。描述性统计用于比较参与者对吞咽困难与其他情况的了解。为了获得相对患病率,Cosmos用于量化2023年每种疾病的ICD-10代码中基于epic的患者就诊数量,并表示为2023年美国所有患者就诊的百分比。结果:2000名成年人(n = 1030名女性)完成了我们的调查,年龄在18-95岁之间(中位数49,IQR = 33-62)。当被问到“你知道____是什么吗?”参与者对失眠(99%)和眩晕(87%)的熟悉程度高于吞咽困难(25%)和共济失调(18%)。从8个选项中,99%和94%的参与者分别选择了失眠和眩晕的正确损害,相比之下,44%的人选择了吞咽困难,22%的人选择了共济失调。参与者选择合适的医疗服务提供者治疗吞咽困难的比例为47%,失眠为74%,眩晕为56%,共济失调为36%。当被要求识别多达3个后遗症(从9个列表中)时,只有4%的参与者能够正确识别所有三个吞咽困难,相比之下,16%的人能够识别共济失调,27%的人能够识别眩晕,60%的人能够识别失眠。Cosmos的分析显示,尽管失眠在2023年的患病率最高(占患者总数的5.5%),但吞咽困难的发生率(2.4%)远高于眩晕(0.68%)和共济失调(0.24%)。结论:这些差异表明,尽管吞咽困难的患病率高于眩晕,但公众对吞咽困难与更广为人知的失眠和眩晕的认识存在显著差距。提高公众对吞咽困难的认识对于早期干预、提高生活质量和倡导公平获得医疗资源至关重要。
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引用次数: 0
Use of Transfer Learning for the Automated Segmentation and Detection of Swallows via Digital Cervical Auscultation in Children. 迁移学习在儿童数字子宫颈听诊中燕子声自动分割和检测中的应用。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-06-03 DOI: 10.1007/s00455-025-10833-3
Stephen So, Timothy Tadj, Belinda Schwerin, Anne B Chang, Thuy T Frakking

Digital cervical auscultation (CA) has high diagnostic test accuracy in the detection of aspiration in children. However, the clinical application of digital CA is limited because swallow sound recordings require manual segmentation by trained experts, which is time consuming and not feasible in clinical practice. The automated detection of swallowing sounds in adults from sound recordings have reported accuracies between 76 and 95%. No equivalent literature exists for the automated detection of swallowing sounds in children. This study aimed to establish whether automated machine learning using a transfer learning approach can accurately detect and segment swallows from digital CA recordings in children. Swallow sounds were collected from 16 typically developing children, median age 18 months (range 4-35 months, 50% males); and 19 videofluoroscopic swallow studies of children with pediatric feeding disorders, median age 9 months (range 3-71 months, males 36.8% males). All swallowing sounds were on thin fluids. A deep convolutional neural network (DCNN) that was pre-trained for the task of audio event classification was used as the base machine learning model. Using the raw swallow audio data as input, embedding vectors from the base DCNN were computed and used to train a feedforward neural network to identify whether an audio segment was a swallow or not. A high overall accuracy of 91% was achieved using our model, with a sensitivity (or recall) and positive predictability (or precision) of 81% and 79%, respectively. Interestingly, the model was also able to detect saliva swallows in the clinical feeding evaluation test set, even though these non-nutritive swallows were not part of the training set. This indicates a level of generalizability of the model, where it was able to recognize swallowing events that it had not "seen" before. Our study provides the highest accuracy reported to date on the automatic segmentation and detection of swallowing sounds in children.

指颈听诊(CA)对儿童误吸的诊断具有较高的准确性。然而,数字CA的临床应用受到限制,因为吞咽录音需要经过训练的专家手动分割,这是耗时的,在临床实践中是不可行的。据报道,从录音中自动检测成人吞咽声音的准确率在76%到95%之间。关于儿童吞咽音的自动检测还没有相应的文献。本研究旨在确定使用迁移学习方法的自动机器学习是否可以准确地从儿童的数字CA记录中检测和分割燕子。收集了16名发育正常的儿童的吞咽声音,平均年龄18个月(范围4-35个月,50%为男性);19例小儿喂养障碍儿童的透视吞咽研究,中位年龄9个月(范围3-71个月,男性36.8%)。所有的吞咽声都是在稀薄的液体上。采用深度卷积神经网络(deep convolutional neural network, DCNN)作为基础机器学习模型,对音频事件分类任务进行预训练。使用原始的燕子音频数据作为输入,计算来自基础DCNN的嵌入向量,并用于训练前馈神经网络来识别音频片段是否为燕子。使用我们的模型实现了91%的高总体准确率,灵敏度(或召回率)和正可预测性(或精度)分别为81%和79%。有趣的是,该模型还能够在临床喂养评估测试集中检测唾液燕子,尽管这些无营养的燕子不是训练集的一部分。这表明该模型具有一定程度的通用性,它能够识别以前没有“看到”的吞咽事件。我们的研究在儿童吞咽音的自动分割和检测方面提供了迄今为止最高的准确性。
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引用次数: 0
Acoustic Correlation with Dysphagia in Stroke Patients. 脑卒中患者吞咽困难的声学相关性。
IF 3 3区 医学 Q1 OTORHINOLARYNGOLOGY Pub Date : 2025-12-01 Epub Date: 2025-05-04 DOI: 10.1007/s00455-025-10830-6
Gang Fang, Ren Zhuang, Chaolan Wang, Mengye Zhou, Yi Zhang

Swallowing disorder or dysphagia is one of the common functional disorders in stroke survivors, and its early screening is important for reducing patient dependence, pneumonia incidence, mortality, and shortening the hospital stay. However, the commonly used methods to examine dysphagia, which include Toronto bedside swallowing screening test, volume viscosity swallowing test, and swallowing angiography screening/examination, are all invasive with the risk of aspiration. Here we have undertaken a detailed voice analysis on stroke patients with dysphagia by monitoring a series of acoustic parameters including maximum volume, maximum pitch, glottal noise excitation ratio, fundamental frequency perturbation, amplitude perturbation (Shimmer), maximum pronunciation time, irregularity, breath sound, overall severity, and voice disorder severity index. We show that all these acoustic parameters change significantly for the stroke patients with dysphagia compared with the healthy group as well as stroke group with no dysphagia, and the changes are correlated with the severity of pharyngeal residue especially for Shimmer and overall severity of the voice. Our findings suggest that voice analysis, which is quick and non-invasive, may give an important initial indication on the severity of dysphagia and cross-validate results from swallowing tests that clinicians may further pursue for a thorough diagnosis of dysphagia.

吞咽障碍或吞咽困难是脑卒中幸存者中常见的功能障碍之一,其早期筛查对于减少患者依赖性、肺炎发病率、死亡率和缩短住院时间具有重要意义。然而,目前常用的吞咽困难检查方法,包括多伦多床边吞咽筛查试验、体积粘度吞咽试验、吞咽血管造影筛查/检查等,都是有创性的,存在误吸的风险。我们通过监测最大音量、最大音高、声门噪声激发比、基频扰动、振幅扰动(Shimmer)、最大发音时间、不规则性、呼吸音、整体严重程度、语音障碍严重程度指数等一系列声学参数,对卒中吞咽困难患者进行了详细的语音分析。我们发现,吞咽困难的脑卒中患者与健康组和无吞咽困难的脑卒中患者相比,所有这些声学参数都发生了显著变化,并且这些变化与咽部残留的严重程度,尤其是Shimmer的严重程度和声音的整体严重程度相关。我们的研究结果表明,快速且无创的声音分析可能对吞咽困难的严重程度提供重要的初步指示,并交叉验证吞咽测试的结果,临床医生可能会进一步追求吞咽困难的彻底诊断。
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引用次数: 0
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Dysphagia
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