Impact of emotional states on tinnitus sound therapy efficacy based on ECG signals and emotion recognition model

IF 2.7 4区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Journal of Neuroscience Methods Pub Date : 2024-07-02 DOI:10.1016/j.jneumeth.2024.110213
Ancheng Fang , Ping Zhong , Fan Pan , Yongkang Li , Peiyu He
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Abstract

Background

Diagnosis and severity assessment of tinnitus are mostly based on the patient's descriptions and subjective questionnaires, which lacks objective means of diagnosis and assessment bases, the accuracy of which fluctuates with the clarity of the patient's description. This complicates the timely modification of treatment strategies or therapeutic music to improve treatment efficacy.

New method

We employed a novel random convolutional kernel-based method for electrocardiogram (ECG) signal analysis to identify patients' emotional states during Music Tinnitus Sound Therapy (Music-TST) sessions. Then analyzed correlations between emotional changes in different treatment phase and Tinnitus Handicap Inventory (THI) score differences to determine the impact of emotions on tinnitus treatment efficacy.

Results

This study revealed a significant correlation between patients' emotion changes during Music-TST and the therapy's effectiveness. Changes in arousal and dominance dimension, were strongly linked to THI variations. These findings highlight the substantial impact of emotional responses on sound therapy's efficacy, offering a new perspective for understanding and optimizing tinnitus treatment.

Comparison with existing methods

Compared to existing methods, we proposed an objective indicator to assess the progress of sound therapy, the indicator could also be used to provide feedback to optimize sound therapy music.

Conclusions

This study revealed the critical role of emotion changes in tinnitus sound therapy. By integrating objective ECG-based emotion analysis with traditional subjective scale like THI, we present an innovative approach to assess and potentially optimize therapy effectiveness. This finding could lead to more personalized and effective treatment strategies for tinnitus sound therapy.

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基于心电信号和情绪识别模型的情绪状态对耳鸣声疗效的影响
背景:耳鸣的诊断和严重程度评估大多基于患者的描述和主观问卷,缺乏客观的诊断手段和评估依据,其准确性随患者描述的清晰度而波动。这使得及时修改治疗策略或治疗音乐以提高疗效变得复杂:新方法:我们采用了一种基于随机卷积核的心电图(ECG)信号分析新方法,来识别患者在音乐耳鸣声音治疗(Music-TST)过程中的情绪状态。然后分析不同治疗阶段的情绪变化与耳鸣障碍量表(THI)评分差异之间的相关性,以确定情绪对耳鸣治疗效果的影响:结果:本研究显示,患者在音乐-TST治疗过程中的情绪变化与治疗效果之间存在明显的相关性。唤醒和支配维度的变化与 THI 变化密切相关。这些发现凸显了情绪反应对声音疗法疗效的重大影响,为理解和优化耳鸣治疗提供了新的视角:与现有方法的比较:与现有方法相比,我们提出了一个客观指标来评估声音治疗的进展,该指标还可用于提供反馈以优化声音治疗音乐:本研究揭示了情绪变化在耳鸣声音治疗中的关键作用。通过将基于心电图的客观情绪分析与传统的主观量表(如 THI)相结合,我们提出了一种创新方法来评估并优化治疗效果。这一发现可为耳鸣声音治疗提供更个性化、更有效的治疗策略。
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来源期刊
Journal of Neuroscience Methods
Journal of Neuroscience Methods 医学-神经科学
CiteScore
7.10
自引率
3.30%
发文量
226
审稿时长
52 days
期刊介绍: The Journal of Neuroscience Methods publishes papers that describe new methods that are specifically for neuroscience research conducted in invertebrates, vertebrates or in man. Major methodological improvements or important refinements of established neuroscience methods are also considered for publication. The Journal''s Scope includes all aspects of contemporary neuroscience research, including anatomical, behavioural, biochemical, cellular, computational, molecular, invasive and non-invasive imaging, optogenetic, and physiological research investigations.
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