Cargando…

The voice of COVID-19: Acoustic correlates of infection in sustained vowels

COVID-19 is a global health crisis that has been affecting our daily lives throughout the past year. The symptomatology of COVID-19 is heterogeneous with a severity continuum. Many symptoms are related to pathological changes in the vocal system, leading to the assumption that COVID-19 may also affe...

Descripción completa

Detalles Bibliográficos
Autores principales: Bartl-Pokorny, Katrin D., Pokorny, Florian B., Batliner, Anton, Amiriparian, Shahin, Semertzidou, Anastasia, Eyben, Florian, Kramer, Elena, Schmidt, Florian, Schönweiler, Rainer, Wehler, Markus, Schuller, Björn W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Acoustical Society of America 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8269757/
https://www.ncbi.nlm.nih.gov/pubmed/34241490
http://dx.doi.org/10.1121/10.0005194
_version_ 1783720655297970176
author Bartl-Pokorny, Katrin D.
Pokorny, Florian B.
Batliner, Anton
Amiriparian, Shahin
Semertzidou, Anastasia
Eyben, Florian
Kramer, Elena
Schmidt, Florian
Schönweiler, Rainer
Wehler, Markus
Schuller, Björn W.
author_facet Bartl-Pokorny, Katrin D.
Pokorny, Florian B.
Batliner, Anton
Amiriparian, Shahin
Semertzidou, Anastasia
Eyben, Florian
Kramer, Elena
Schmidt, Florian
Schönweiler, Rainer
Wehler, Markus
Schuller, Björn W.
author_sort Bartl-Pokorny, Katrin D.
collection PubMed
description COVID-19 is a global health crisis that has been affecting our daily lives throughout the past year. The symptomatology of COVID-19 is heterogeneous with a severity continuum. Many symptoms are related to pathological changes in the vocal system, leading to the assumption that COVID-19 may also affect voice production. For the first time, the present study investigates voice acoustic correlates of a COVID-19 infection based on a comprehensive acoustic parameter set. We compare 88 acoustic features extracted from recordings of the vowels /i:/, /e:/, /u:/, /o:/, and /a:/ produced by 11 symptomatic COVID-19 positive and 11 COVID-19 negative German-speaking participants. We employ the Mann-Whitney U test and calculate effect sizes to identify features with prominent group differences. The mean voiced segment length and the number of voiced segments per second yield the most important differences across all vowels indicating discontinuities in the pulmonic airstream during phonation in COVID-19 positive participants. Group differences in front vowels are additionally reflected in fundamental frequency variation and the harmonics-to-noise ratio, group differences in back vowels in statistics of the Mel-frequency cepstral coefficients and the spectral slope. Our findings represent an important proof-of-concept contribution for a potential voice-based identification of individuals infected with COVID-19.
format Online
Article
Text
id pubmed-8269757
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Acoustical Society of America
record_format MEDLINE/PubMed
spelling pubmed-82697572021-07-12 The voice of COVID-19: Acoustic correlates of infection in sustained vowels Bartl-Pokorny, Katrin D. Pokorny, Florian B. Batliner, Anton Amiriparian, Shahin Semertzidou, Anastasia Eyben, Florian Kramer, Elena Schmidt, Florian Schönweiler, Rainer Wehler, Markus Schuller, Björn W. J Acoust Soc Am Special Issue on Covid-19 Pandemic Acoustic Effects COVID-19 is a global health crisis that has been affecting our daily lives throughout the past year. The symptomatology of COVID-19 is heterogeneous with a severity continuum. Many symptoms are related to pathological changes in the vocal system, leading to the assumption that COVID-19 may also affect voice production. For the first time, the present study investigates voice acoustic correlates of a COVID-19 infection based on a comprehensive acoustic parameter set. We compare 88 acoustic features extracted from recordings of the vowels /i:/, /e:/, /u:/, /o:/, and /a:/ produced by 11 symptomatic COVID-19 positive and 11 COVID-19 negative German-speaking participants. We employ the Mann-Whitney U test and calculate effect sizes to identify features with prominent group differences. The mean voiced segment length and the number of voiced segments per second yield the most important differences across all vowels indicating discontinuities in the pulmonic airstream during phonation in COVID-19 positive participants. Group differences in front vowels are additionally reflected in fundamental frequency variation and the harmonics-to-noise ratio, group differences in back vowels in statistics of the Mel-frequency cepstral coefficients and the spectral slope. Our findings represent an important proof-of-concept contribution for a potential voice-based identification of individuals infected with COVID-19. Acoustical Society of America 2021-06 2021-06-21 /pmc/articles/PMC8269757/ /pubmed/34241490 http://dx.doi.org/10.1121/10.0005194 Text en © 2021 Acoustical Society of America. 0001-4966/2021/149(6)/4377/7/$30.00 https://creativecommons.org/licenses/by/4.0/All article content, except where otherwise noted, is licensed under a Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Special Issue on Covid-19 Pandemic Acoustic Effects
Bartl-Pokorny, Katrin D.
Pokorny, Florian B.
Batliner, Anton
Amiriparian, Shahin
Semertzidou, Anastasia
Eyben, Florian
Kramer, Elena
Schmidt, Florian
Schönweiler, Rainer
Wehler, Markus
Schuller, Björn W.
The voice of COVID-19: Acoustic correlates of infection in sustained vowels
title The voice of COVID-19: Acoustic correlates of infection in sustained vowels
title_full The voice of COVID-19: Acoustic correlates of infection in sustained vowels
title_fullStr The voice of COVID-19: Acoustic correlates of infection in sustained vowels
title_full_unstemmed The voice of COVID-19: Acoustic correlates of infection in sustained vowels
title_short The voice of COVID-19: Acoustic correlates of infection in sustained vowels
title_sort voice of covid-19: acoustic correlates of infection in sustained vowels
topic Special Issue on Covid-19 Pandemic Acoustic Effects
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8269757/
https://www.ncbi.nlm.nih.gov/pubmed/34241490
http://dx.doi.org/10.1121/10.0005194
work_keys_str_mv AT bartlpokornykatrind thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT pokornyflorianb thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT batlineranton thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT amiriparianshahin thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT semertzidouanastasia thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT eybenflorian thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT kramerelena thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT schmidtflorian thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT schonweilerrainer thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT wehlermarkus thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT schullerbjornw thevoiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT bartlpokornykatrind voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT pokornyflorianb voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT batlineranton voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT amiriparianshahin voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT semertzidouanastasia voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT eybenflorian voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT kramerelena voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT schmidtflorian voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT schonweilerrainer voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT wehlermarkus voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels
AT schullerbjornw voiceofcovid19acousticcorrelatesofinfectioninsustainedvowels