4.3 Article

Establishing Reference Values for Temporal Kinematic Swallow Events Across the Lifespan in Healthy Community Dwelling Adults Using High-Resolution Cervical Auscultation

Journal

DYSPHAGIA
Volume 37, Issue 3, Pages 664-675

Publisher

SPRINGER
DOI: 10.1007/s00455-021-10317-0

Keywords

Dysphagia; Presbyphagia; Videofluoroscopy; Machine learning; Cervical auscultation; Swallow screening; Deglutition; Deglutition disorders

Funding

  1. Eunice Kennedy Shriver National Institute of Child Health & Human Development of the National Institutes of Health [R01HD092239, R01HD074819]

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Establishing reference values for temporal kinematic swallow events in healthy adults and annotating these events using HRCA showed some measurements aligned with previous studies, but others differed, highlighting the need for further standardization. Machine learning algorithms using HRCA signal features demonstrated promising accuracy in annotating key swallow events, suggesting potential for noninvasive dysphagia screening cutoffs.
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.

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