Dudik Joshua M, Jestrović Iva, Luan Bo, Coyle James L, Sejdić Ervin
Department of Electrical and Computer Engineering, Swanson School of Engineering, University of Pittsburgh, 3700 O'Hara Street, 15261 Pittsburgh, PA, USA.
Biomed Eng Online. 2015 Jan 12;14:3. doi: 10.1186/1475-925X-14-3.
Accelerometry (the measurement of vibrations) and auscultation (the measurement of sounds) are both non-invasive techniques that have been explored for their potential to detect abnormalities in swallowing. The differences between these techniques and the information they capture about swallowing have not previously been explored in a direct comparison.
In this study, we investigated the differences between dual-axis swallowing accelerometry and swallowing sounds by recording data from adult participants and calculating a number of time and frequency domain features. During the experiment, 55 participants (ages 18-65) were asked to complete five saliva swallows in a neutral head position. The resulting data was processed using previously designed techniques including wavelet denoising, spline filtering, and fuzzy means segmentation. The pre-processed signals were then used to calculate 9 time, frequency, and time-frequency domain features for each independent signal. Wilcoxon signed-rank and Wilcoxon rank-sum tests were utilized to compare feature values across transducers and patient demographics, respectively.
In addition to finding a number of features that varied between male and female participants, our statistical analysis determined that the majority of our chosen features were statistically significantly different across the two sensor methods and that the dependence on within-subject factors varied with the transducer type. However, a regression analysis showed that age accounted for an insignificant amount of variation in our signals.
We conclude that swallowing accelerometry and swallowing sounds provide different information about deglutition despite utilizing similar transduction methods. This contradicts past assumptions in the field and necessitates the development of separate analysis and processing techniques for swallowing sounds and vibrations.
加速度测量法(振动测量)和听诊法(声音测量)都是非侵入性技术,人们已探索过它们在检测吞咽异常方面的潜力。此前尚未通过直接比较来探究这些技术之间的差异以及它们所获取的有关吞咽的信息。
在本研究中,我们通过记录成年参与者的数据并计算一些时域和频域特征,来研究双轴吞咽加速度测量法和吞咽声音之间的差异。实验过程中,55名参与者(年龄在18至65岁之间)被要求在头部处于中立位置时完成五次唾液吞咽。使用先前设计的技术(包括小波去噪、样条滤波和模糊均值分割)对所得数据进行处理。然后,利用预处理后的信号为每个独立信号计算9个时域、频域和时频域特征。分别使用Wilcoxon符号秩检验和Wilcoxon秩和检验来比较不同传感器以及不同患者人口统计学特征的特征值。
除了发现一些在男性和女性参与者之间存在差异的特征外,我们的统计分析还确定,我们所选择的大多数特征在两种传感器方法之间存在统计学显著差异,并且对受试者内因素的依赖性随传感器类型而变化。然而,回归分析表明年龄在我们的信号变化中所占比例微不足道。
我们得出结论,尽管吞咽加速度测量法和吞咽声音采用了类似的传感方法,但它们提供了有关吞咽的不同信息。这与该领域过去的假设相矛盾,因此有必要为吞咽声音和振动开发单独的分析和处理技术。