Objective speech outcomes after surgical treatment for oral cancer: An acoustic analysis of a spontaneous speech corpus containing 32.850 tokens.

J Commun Disord

Amsterdam Center for Language and Communication, University of Amsterdam, Spuistraat 134, 1012 VB Amsterdam, The Netherlands; Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX, Amsterdam, The Netherlands; Multimedia Computing Group, Delft University of Technology, Mekelweg 4, 2628 CD, Delft, The Netherlands.

Published: February 2023

AI Article Synopsis

  • The study investigates how surgical treatment for oral cancer affects the acoustic properties of speech, focusing on individuals treated for oral cancer (ITOC) and identifying changes in articulation.
  • Key findings show that manner of articulation significantly influences post-treatment speech changes, particularly for fricatives, while plosives and vowels remain largely unchanged compared to control speakers.
  • Analysis reveals that despite initial high variation in speech quality, there are overall improvements one year after treatment, highlighting the need to focus on specific articulation challenges in ITOC.

Article Abstract

Introduction: Surgical treatment for oral cancer leads to lasting changes of the vocal tract and individuals treated for oral cancer (ITOC) often experience speech problems. The purpose of this study was to analyse the acoustic properties of the spontaneous speech of individuals who were surgically treated for oral cancer. It was investigated (1) how key spectral measures of articulation change post-treatment; (2) whether changes are more related to target manner or place of articulation; and (3) how spectral measures develop at various time points following treatment.

Method: A corpus consisting of 32.850 tokens was constructed by manually segmenting the speech of five (four female - one male) American English speaking ITOC. General acoustic characteristics (duration and spectral tilt), plosives (burst frequency), fricatives (centre of gravity and spectral skewness), and vowels (F1 and F2) were analysed using linear mixed effects regression and compared to control speech. Moreover, a within speaker analysis was performed for speakers with multiple recordings.

Results: Manner of articulation is more predictive of post-treatment changes than place of articulation. Compared to controls, ITOC produced the fricatives /f, v, θ, ð, s, z, ʃ, ʒ/ with a lower centre of gravity while no differences were found for plosives and vowels. Longitudinal analyses show high within-speaker variation, but general improvements one-year post-treatment.

Conclusions: Surgical oral cancer treatment changes the spectral properties of speech. Fricatives with varying manner of articulations were distorted, suggesting that manner of articulation is more predictive than place of articulation in identifying general problem areas for ITOC.

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Source
http://dx.doi.org/10.1016/j.jcomdis.2022.106292DOI Listing

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