Department of Communication Science and Disorders, School of Health and Rehabilitation Sciences, University of Pittsburgh, 6035 Forbes Tower, Pittsburgh, PA, 15260, USA.
Department of Electrical and Computer Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, 15260, USA.
Dysphagia. 2022 Jun;37(3):664-675. doi: 10.1007/s00455-021-10317-0. Epub 2021 May 20.
Few research studies have investigated temporal kinematic swallow events in healthy adults to establish normative reference values. Determining cutoffs for normal and disordered swallowing is vital for differentially diagnosing presbyphagia, variants of normal swallowing, and dysphagia; and for ensuring that different swallowing research laboratories produce consistent results in common measurements from different samples within the same population. High-resolution cervical auscultation (HRCA), a sensor-based dysphagia screening method, has accurately annotated temporal kinematic swallow events in patients with dysphagia, but hasn't been used to annotate temporal kinematic swallow events in healthy adults to establish dysphagia screening cutoffs. This study aimed to determine: (1) Reference values for temporal kinematic swallow events, (2) Whether HRCA can annotate temporal kinematic swallow events in healthy adults. We hypothesized (1) Our reference values would align with a prior study; (2) HRCA would detect temporal kinematic swallow events as accurately as human judges. Trained judges completed temporal kinematic measurements on 659 swallows (N = 70 adults). Swallow reaction time and LVC duration weren't different (p > 0.05) from a previously published historical cohort (114 swallows, N = 38 adults), while other temporal kinematic measurements were different (p < 0.05), suggesting a need for further standardization to feasibly pool data analyses across laboratories. HRCA signal features were used as input to machine learning algorithms and annotated UES opening (69.96% accuracy), UES closure (64.52% accuracy), LVC (52.56% accuracy), and LV re-opening (69.97% accuracy); providing preliminary evidence that HRCA can noninvasively and accurately annotate temporal kinematic measurements in healthy adults to determine dysphagia screening cutoffs.
目前,仅有少数研究调查了健康成年人的时间运动学吞咽事件,以建立正常参考值。确定正常和异常吞咽的截止值对于鉴别老年人吞咽困难、正常吞咽的变异型和吞咽困难至关重要;并确保不同的吞咽研究实验室在同一人群的不同样本中使用相同的测量方法产生一致的结果。基于传感器的高分辨率颈听诊(HRCA)是一种吞咽障碍筛查方法,它可以准确地标注吞咽障碍患者的时间运动学吞咽事件,但尚未用于标注健康成年人的时间运动学吞咽事件,以建立吞咽障碍筛查的截止值。本研究旨在确定:(1)时间运动学吞咽事件的参考值;(2)HRCA 是否可以标注健康成年人的时间运动学吞咽事件。我们假设:(1)我们的参考值将与先前的研究一致;(2)HRCA 将像人类评判者一样准确地检测时间运动学吞咽事件。经过培训的评判者对 659 次吞咽(N=70 名成年人)完成了时间运动学测量。吞咽反应时间和 LVC 持续时间与之前发表的历史队列(114 次吞咽,N=38 名成年人)没有差异(p>0.05),而其他时间运动学测量则存在差异(p<0.05),这表明需要进一步的标准化,以便在实验室之间可行地汇总数据分析。HRCA 信号特征被用作机器学习算法的输入,并对UES 开口(69.96%的准确率)、UES 闭合(64.52%的准确率)、LVC(52.56%的准确率)和 LV 重新开放(69.97%的准确率)进行了标注;为 HRCA 能够无创且准确地标注健康成年人的时间运动学测量以确定吞咽障碍筛查的截止值提供了初步证据。