A novel method of calculating stroke volume using point-of-care echocardiography

Abstract Background Point-of-care transthoracic echocardiography (POC-TTE) is essential in shock management, allowing for stroke volume (SV) and cardiac output (CO) estimation using left ventricular outflow tract diameter (LVOTD) and left ventricular velocity time integral (VTI). Since LVOTD is diff...

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Main Authors: Ehson Aligholizadeh, William Teeter, Rajan Patel, Peter Hu, Syeda Fatima, Shiming Yang, Gautam Ramani, Sami Safadi, Peter Olivieri, Thomas Scalea, Sarah Murthi
Format: Article
Language:English
Published: BMC 2020-08-01
Series:Cardiovascular Ultrasound
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12947-020-00219-w
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spelling doaj-0a4dfbd143bb41ae8489bab40824598f2020-11-25T03:26:56ZengBMCCardiovascular Ultrasound1476-71202020-08-011811710.1186/s12947-020-00219-wA novel method of calculating stroke volume using point-of-care echocardiographyEhson Aligholizadeh0William Teeter1Rajan Patel2Peter Hu3Syeda Fatima4Shiming Yang5Gautam Ramani6Sami Safadi7Peter Olivieri8Thomas Scalea9Sarah Murthi10Division of Trauma and Surgical Critical Care, Department of Surgery, University of Maryland School of MedicineDivision of Trauma and Surgical Critical Care, Department of Surgery, University of Maryland School of MedicineUniversity of Maryland School of MedicineUniversity of Maryland School of MedicineDivision of Trauma and Surgical Critical Care, Department of Surgery, University of Maryland School of MedicineUniversity of Maryland School of MedicineDivision of Cardiovascular Medicine, University of Maryland School of MedicineUniversity of Maryland School of Medicine, Pulmonary and Critical Care MedicineUniversity of Maryland Baltimore Washington Medical Center, Pulmonary and Critical CareDivision of Trauma and Surgical Critical Care, Department of Surgery, University of Maryland School of MedicineDivision of Trauma and Surgical Critical Care, Department of Surgery, University of Maryland School of MedicineAbstract Background Point-of-care transthoracic echocardiography (POC-TTE) is essential in shock management, allowing for stroke volume (SV) and cardiac output (CO) estimation using left ventricular outflow tract diameter (LVOTD) and left ventricular velocity time integral (VTI). Since LVOTD is difficult to obtain and error-prone, the body surface area (BSA) or a modified BSA (mBSA) is sometimes used as a surrogate (LVOTDBSA, LVOTDmBSA). Currently, no models of LVOTD based on patient characteristics exist nor have BSA-based alternatives been validated. Methods Focused rapid echocardiographic evaluations (FREEs) performed in intensive care unit patients over a 3-year period were reviewed. The age, sex, height, and weight were recorded. Human expert measurement of LVOTD (LVOTDHEM) was performed. An epsilon-support vector regression was used to derive a computer model of the predicted LVOTD (LVOTDCM). Training, testing, and validation were completed. Pearson coefficient and Bland-Altman were used to assess correlation and agreement. Results Two hundred eighty-seven TTEs with ideal images of the LVOT were identified. LVOTDCM was the best method of SV measurement, with a correlation of 0.87. LVOTDmBSA and LVOTDBSA had correlations of 0.71 and 0.49 respectively. Root mean square error for LVOTDCM, LVOTDmBSA, and LVOTDBSA respectively were 13.3, 37.0, and 26.4. Bland-Altman for LVOTDCM demonstrated a bias of 5.2. LVOTDCM model was used in a separate validation set of 116 ideal images yielding a linear correlation of 0.83 between SVHEM and SVCM. Bland Altman analysis for SVCM had a bias of 2.3 with limits of agreement (LOAs) of − 24 and 29, a percent error (PE) of 34% and a root mean square error (RMSE) of 13.9. Conclusions A computer model may allow for SV and CO measurement when the LVOTD cannot be assessed. Further study is needed to assess the accuracy of the model in various patient populations and in comparison to the gold standard pulmonary artery catheter. The LVOTDCM is more accurate with less error compared to BSA-based methods, however there is still a percentage error of 33%. BSA should not be used as a surrogate measure of LVOTD. Once validated and improved this model may improve feasibility and allow hemodynamic monitoring via POC-TTE once it is validated.http://link.springer.com/article/10.1186/s12947-020-00219-wEchocardiographyPOCUSHemodynamic monitoringCardiac outputFluid resuscitation
collection DOAJ
language English
format Article
sources DOAJ
author Ehson Aligholizadeh
William Teeter
Rajan Patel
Peter Hu
Syeda Fatima
Shiming Yang
Gautam Ramani
Sami Safadi
Peter Olivieri
Thomas Scalea
Sarah Murthi
spellingShingle Ehson Aligholizadeh
William Teeter
Rajan Patel
Peter Hu
Syeda Fatima
Shiming Yang
Gautam Ramani
Sami Safadi
Peter Olivieri
Thomas Scalea
Sarah Murthi
A novel method of calculating stroke volume using point-of-care echocardiography
Cardiovascular Ultrasound
Echocardiography
POCUS
Hemodynamic monitoring
Cardiac output
Fluid resuscitation
author_facet Ehson Aligholizadeh
William Teeter
Rajan Patel
Peter Hu
Syeda Fatima
Shiming Yang
Gautam Ramani
Sami Safadi
Peter Olivieri
Thomas Scalea
Sarah Murthi
author_sort Ehson Aligholizadeh
title A novel method of calculating stroke volume using point-of-care echocardiography
title_short A novel method of calculating stroke volume using point-of-care echocardiography
title_full A novel method of calculating stroke volume using point-of-care echocardiography
title_fullStr A novel method of calculating stroke volume using point-of-care echocardiography
title_full_unstemmed A novel method of calculating stroke volume using point-of-care echocardiography
title_sort novel method of calculating stroke volume using point-of-care echocardiography
publisher BMC
series Cardiovascular Ultrasound
issn 1476-7120
publishDate 2020-08-01
description Abstract Background Point-of-care transthoracic echocardiography (POC-TTE) is essential in shock management, allowing for stroke volume (SV) and cardiac output (CO) estimation using left ventricular outflow tract diameter (LVOTD) and left ventricular velocity time integral (VTI). Since LVOTD is difficult to obtain and error-prone, the body surface area (BSA) or a modified BSA (mBSA) is sometimes used as a surrogate (LVOTDBSA, LVOTDmBSA). Currently, no models of LVOTD based on patient characteristics exist nor have BSA-based alternatives been validated. Methods Focused rapid echocardiographic evaluations (FREEs) performed in intensive care unit patients over a 3-year period were reviewed. The age, sex, height, and weight were recorded. Human expert measurement of LVOTD (LVOTDHEM) was performed. An epsilon-support vector regression was used to derive a computer model of the predicted LVOTD (LVOTDCM). Training, testing, and validation were completed. Pearson coefficient and Bland-Altman were used to assess correlation and agreement. Results Two hundred eighty-seven TTEs with ideal images of the LVOT were identified. LVOTDCM was the best method of SV measurement, with a correlation of 0.87. LVOTDmBSA and LVOTDBSA had correlations of 0.71 and 0.49 respectively. Root mean square error for LVOTDCM, LVOTDmBSA, and LVOTDBSA respectively were 13.3, 37.0, and 26.4. Bland-Altman for LVOTDCM demonstrated a bias of 5.2. LVOTDCM model was used in a separate validation set of 116 ideal images yielding a linear correlation of 0.83 between SVHEM and SVCM. Bland Altman analysis for SVCM had a bias of 2.3 with limits of agreement (LOAs) of − 24 and 29, a percent error (PE) of 34% and a root mean square error (RMSE) of 13.9. Conclusions A computer model may allow for SV and CO measurement when the LVOTD cannot be assessed. Further study is needed to assess the accuracy of the model in various patient populations and in comparison to the gold standard pulmonary artery catheter. The LVOTDCM is more accurate with less error compared to BSA-based methods, however there is still a percentage error of 33%. BSA should not be used as a surrogate measure of LVOTD. Once validated and improved this model may improve feasibility and allow hemodynamic monitoring via POC-TTE once it is validated.
topic Echocardiography
POCUS
Hemodynamic monitoring
Cardiac output
Fluid resuscitation
url http://link.springer.com/article/10.1186/s12947-020-00219-w
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