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Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use
BACKGROUND: Acute heart failure and cardiogenic shock remain highly morbid conditions despite prompt medical therapy in critical care settings. Mechanical circulatory support (MCS) is a promising therapy for these patients, yet remains managed with open-loop control. Continuous measure of cardiac fu...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8688616/ https://www.ncbi.nlm.nih.gov/pubmed/34928472 http://dx.doi.org/10.1186/s40635-021-00426-3 |
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author | Chang, Brian Y. Zhang, Zhengyang Feng, Kimberly Josephy, Noam Keller, Steven P. Edelman, Elazer R. |
author_facet | Chang, Brian Y. Zhang, Zhengyang Feng, Kimberly Josephy, Noam Keller, Steven P. Edelman, Elazer R. |
author_sort | Chang, Brian Y. |
collection | PubMed |
description | BACKGROUND: Acute heart failure and cardiogenic shock remain highly morbid conditions despite prompt medical therapy in critical care settings. Mechanical circulatory support (MCS) is a promising therapy for these patients, yet remains managed with open-loop control. Continuous measure of cardiac function would support and optimize MCS deployment and weaning. The nature of indwelling MCS provides a platform for attaining this information. This study investigates how hysteresis modeling derived from MCS device signals can be used to assess contractility changes to provide continuous indication of changing cardiac state. Load-dependent MCS devices vary their operation with cardiac state to yield a device–heart hysteretic interaction. Predicting and examining this hysteric relation provides insight into cardiac state and can be separated by cardiac cycle phases. Here, we demonstrate this by predicting hysteresis and using the systolic portion of the hysteresis loop to estimate changes in native contractility. This study quantified this measurement as the enclosed area of the systolic portion of the hysteresis loop and correlated it with other widely accepted contractility metrics in animal studies (n = 4) using acute interventions that alter inotropy, including a heart failure model. Clinical validation was performed in patients (n = 8) undergoing Impella support. RESULTS: Hysteresis is well estimated from device signals alone (r = 0.92, limits of agreement: − 0.18 to 0.18). Quantified systolic area was well correlated in animal studies with end-systolic pressure–volume relationship (r = 0.84), preload recruitable stroke work index (r = 0.77), and maximum slope of left ventricular pressure (dP/dt(max)) (r = 0.95) across a range of inotropic conditions. Comparable results were seen in patients with dP/dt(max) (r = 0.88). Diagnostic capability from ROC analysis yielded AUC measurements of 0.92 and 0.90 in animal and patients, respectively. CONCLUSIONS: Mechanical circulatory support hysteretic behavior can be well modeled using device signals and used to estimate contractility changes. Contractility estimate is correlated with other accepted metrics, captures temporal trends that elucidate changing cardiac state, and is able to accurately indicate changes in inotropy. Inherently available during MCS deployment, this measure will guide titration and inform need for further intervention. |
format | Online Article Text |
id | pubmed-8688616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-86886162022-01-05 Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use Chang, Brian Y. Zhang, Zhengyang Feng, Kimberly Josephy, Noam Keller, Steven P. Edelman, Elazer R. Intensive Care Med Exp Research Articles BACKGROUND: Acute heart failure and cardiogenic shock remain highly morbid conditions despite prompt medical therapy in critical care settings. Mechanical circulatory support (MCS) is a promising therapy for these patients, yet remains managed with open-loop control. Continuous measure of cardiac function would support and optimize MCS deployment and weaning. The nature of indwelling MCS provides a platform for attaining this information. This study investigates how hysteresis modeling derived from MCS device signals can be used to assess contractility changes to provide continuous indication of changing cardiac state. Load-dependent MCS devices vary their operation with cardiac state to yield a device–heart hysteretic interaction. Predicting and examining this hysteric relation provides insight into cardiac state and can be separated by cardiac cycle phases. Here, we demonstrate this by predicting hysteresis and using the systolic portion of the hysteresis loop to estimate changes in native contractility. This study quantified this measurement as the enclosed area of the systolic portion of the hysteresis loop and correlated it with other widely accepted contractility metrics in animal studies (n = 4) using acute interventions that alter inotropy, including a heart failure model. Clinical validation was performed in patients (n = 8) undergoing Impella support. RESULTS: Hysteresis is well estimated from device signals alone (r = 0.92, limits of agreement: − 0.18 to 0.18). Quantified systolic area was well correlated in animal studies with end-systolic pressure–volume relationship (r = 0.84), preload recruitable stroke work index (r = 0.77), and maximum slope of left ventricular pressure (dP/dt(max)) (r = 0.95) across a range of inotropic conditions. Comparable results were seen in patients with dP/dt(max) (r = 0.88). Diagnostic capability from ROC analysis yielded AUC measurements of 0.92 and 0.90 in animal and patients, respectively. CONCLUSIONS: Mechanical circulatory support hysteretic behavior can be well modeled using device signals and used to estimate contractility changes. Contractility estimate is correlated with other accepted metrics, captures temporal trends that elucidate changing cardiac state, and is able to accurately indicate changes in inotropy. Inherently available during MCS deployment, this measure will guide titration and inform need for further intervention. Springer International Publishing 2021-12-20 /pmc/articles/PMC8688616/ /pubmed/34928472 http://dx.doi.org/10.1186/s40635-021-00426-3 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Articles Chang, Brian Y. Zhang, Zhengyang Feng, Kimberly Josephy, Noam Keller, Steven P. Edelman, Elazer R. Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
title | Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
title_full | Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
title_fullStr | Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
title_full_unstemmed | Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
title_short | Hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
title_sort | hysteretic device characteristics indicate cardiac contractile state for guiding mechanical circulatory support device use |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8688616/ https://www.ncbi.nlm.nih.gov/pubmed/34928472 http://dx.doi.org/10.1186/s40635-021-00426-3 |
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