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Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients
BACKGROUND: Although technological advances to pump design have improved survival, left ventricular assist device (LVAD) recipients experience variable improvements in quality of life. Methods for optimizing LVAD support to improve quality of life are needed. We investigated whether acoustic signatu...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8174227/ https://www.ncbi.nlm.nih.gov/pubmed/33660516 http://dx.doi.org/10.1161/JAHA.120.018588 |
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author | Mainsah, Boyla O. Patel, Priyesh A. Chen, Xinlin J. Olsen, Cameron Collins, Leslie M. Karra, Ravi |
author_facet | Mainsah, Boyla O. Patel, Priyesh A. Chen, Xinlin J. Olsen, Cameron Collins, Leslie M. Karra, Ravi |
author_sort | Mainsah, Boyla O. |
collection | PubMed |
description | BACKGROUND: Although technological advances to pump design have improved survival, left ventricular assist device (LVAD) recipients experience variable improvements in quality of life. Methods for optimizing LVAD support to improve quality of life are needed. We investigated whether acoustic signatures obtained from digital stethoscopes can predict patient‐centered outcomes in LVAD recipients. METHODS AND RESULTS: We followed precordial sounds over 6 months in 24 LVAD recipients (8 HeartWare HVAD™, 16 HeartMate 3 [HM3]). Subjects recorded their precordial sounds with a digital stethoscope and completed a Kansas City Cardiomyopathy Questionnaire weekly. We developed a novel algorithm to filter LVAD sounds from recordings. Unsupervised clustering of LVAD‐mitigated sounds revealed distinct groups of acoustic features. Of 16 HM3 recipients, 6 (38%) had a unique acoustic feature that we have termed the pulse synchronized sound based on its temporal association with the artificial pulse of the HM3. HM3 recipients with the pulse synchronized sound had significantly better Kansas City Cardiomyopathy Questionnaire scores at baseline (median, 89.1 [interquartile range, 86.2–90.4] versus 66.1 [interquartile range, 31.1–73.7]; P=0.03) and over the 6‐month study period (marginal mean, 77.6 [95% CI, 66.3–88.9] versus 59.9 [95% CI, 47.9–70.0]; P<0.001). Mechanistically, the pulse synchronized sound shares acoustic features with patient‐derived intrinsic sounds. Finally, we developed a machine learning algorithm to automatically detect the pulse synchronized sound within precordial sounds (area under the curve, 0.95, leave‐one‐subject‐out cross‐validation). CONCLUSIONS: We have identified a novel acoustic biomarker associated with better quality of life in HM3 LVAD recipients, which may provide a method for assaying optimized LVAD support. |
format | Online Article Text |
id | pubmed-8174227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81742272021-06-11 Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients Mainsah, Boyla O. Patel, Priyesh A. Chen, Xinlin J. Olsen, Cameron Collins, Leslie M. Karra, Ravi J Am Heart Assoc Original Research BACKGROUND: Although technological advances to pump design have improved survival, left ventricular assist device (LVAD) recipients experience variable improvements in quality of life. Methods for optimizing LVAD support to improve quality of life are needed. We investigated whether acoustic signatures obtained from digital stethoscopes can predict patient‐centered outcomes in LVAD recipients. METHODS AND RESULTS: We followed precordial sounds over 6 months in 24 LVAD recipients (8 HeartWare HVAD™, 16 HeartMate 3 [HM3]). Subjects recorded their precordial sounds with a digital stethoscope and completed a Kansas City Cardiomyopathy Questionnaire weekly. We developed a novel algorithm to filter LVAD sounds from recordings. Unsupervised clustering of LVAD‐mitigated sounds revealed distinct groups of acoustic features. Of 16 HM3 recipients, 6 (38%) had a unique acoustic feature that we have termed the pulse synchronized sound based on its temporal association with the artificial pulse of the HM3. HM3 recipients with the pulse synchronized sound had significantly better Kansas City Cardiomyopathy Questionnaire scores at baseline (median, 89.1 [interquartile range, 86.2–90.4] versus 66.1 [interquartile range, 31.1–73.7]; P=0.03) and over the 6‐month study period (marginal mean, 77.6 [95% CI, 66.3–88.9] versus 59.9 [95% CI, 47.9–70.0]; P<0.001). Mechanistically, the pulse synchronized sound shares acoustic features with patient‐derived intrinsic sounds. Finally, we developed a machine learning algorithm to automatically detect the pulse synchronized sound within precordial sounds (area under the curve, 0.95, leave‐one‐subject‐out cross‐validation). CONCLUSIONS: We have identified a novel acoustic biomarker associated with better quality of life in HM3 LVAD recipients, which may provide a method for assaying optimized LVAD support. John Wiley and Sons Inc. 2021-03-04 /pmc/articles/PMC8174227/ /pubmed/33660516 http://dx.doi.org/10.1161/JAHA.120.018588 Text en © 2021 The Authors. Published on behalf of the American Heart Association, Inc., by Wiley. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Research Mainsah, Boyla O. Patel, Priyesh A. Chen, Xinlin J. Olsen, Cameron Collins, Leslie M. Karra, Ravi Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients |
title | Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients |
title_full | Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients |
title_fullStr | Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients |
title_full_unstemmed | Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients |
title_short | Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients |
title_sort | novel acoustic biomarker of quality of life in left ventricular assist device recipients |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8174227/ https://www.ncbi.nlm.nih.gov/pubmed/33660516 http://dx.doi.org/10.1161/JAHA.120.018588 |
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