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Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study
BACKGROUND: Non-invasive estimation of central blood pressure (BP) may have better prognostic value than brachial BP. The accuracy of central BP is limited in certain populations, such as in females and the elderly. This study aims to examine whether statistical modeling of central BP for clinical a...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9728538/ https://www.ncbi.nlm.nih.gov/pubmed/36505368 http://dx.doi.org/10.3389/fcvm.2022.1048507 |
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author | Desbiens, Louis-Charles Goulamhoussen, Nadir Fortier, Catherine Bernier-Jean, Amélie Agharazii, Mohsen Goupil, Rémi |
author_facet | Desbiens, Louis-Charles Goulamhoussen, Nadir Fortier, Catherine Bernier-Jean, Amélie Agharazii, Mohsen Goupil, Rémi |
author_sort | Desbiens, Louis-Charles |
collection | PubMed |
description | BACKGROUND: Non-invasive estimation of central blood pressure (BP) may have better prognostic value than brachial BP. The accuracy of central BP is limited in certain populations, such as in females and the elderly. This study aims to examine whether statistical modeling of central BP for clinical and hemodynamic parameters results in enhanced accuracy. METHODS: This study is a cross-sectional analysis of 500 patients who underwent cardiac catheterization. Non-invasive brachial cuff and central BP were measured simultaneously to invasive aortic systolic BP (AoSBP). Central BP was calibrated for brachial systolic (SBP) and diastolic BP (Type I calibration; C1SBP) or brachial mean and diastolic BP (Type II calibration; C2SBP). Differences between central SBP and the corresponding AoSBP were assessed with linear regression models using clinical and hemodynamic parameters. These parameters were then added to C1SBP and C2SBP in adjusted models to predict AoSBP. Accuracy and precision were computed in the overall population and per age or sex strata. RESULTS: C1SBP underestimated AoSBP by 11.2 mmHg (±13.5) and C2SBP overestimated it by 6.2 mmHg (±14.8). Estimated SBP amplification and heart rate were the greatest predictors of C1- and C2-AoSBP accuracies, respectively. Statistical modeling improved both accuracy (0.0 mmHg) and precision (±11.4) but more importantly, eliminated the differences of accuracy seen in different sex and age groups. CONCLUSION: Statistical modeling greatly enhances the accuracy of central BP measurements and abolishes sex- and age-based differences. Such factors could easily be implemented in central BP devices to improve their accuracy. |
format | Online Article Text |
id | pubmed-9728538 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97285382022-12-08 Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study Desbiens, Louis-Charles Goulamhoussen, Nadir Fortier, Catherine Bernier-Jean, Amélie Agharazii, Mohsen Goupil, Rémi Front Cardiovasc Med Cardiovascular Medicine BACKGROUND: Non-invasive estimation of central blood pressure (BP) may have better prognostic value than brachial BP. The accuracy of central BP is limited in certain populations, such as in females and the elderly. This study aims to examine whether statistical modeling of central BP for clinical and hemodynamic parameters results in enhanced accuracy. METHODS: This study is a cross-sectional analysis of 500 patients who underwent cardiac catheterization. Non-invasive brachial cuff and central BP were measured simultaneously to invasive aortic systolic BP (AoSBP). Central BP was calibrated for brachial systolic (SBP) and diastolic BP (Type I calibration; C1SBP) or brachial mean and diastolic BP (Type II calibration; C2SBP). Differences between central SBP and the corresponding AoSBP were assessed with linear regression models using clinical and hemodynamic parameters. These parameters were then added to C1SBP and C2SBP in adjusted models to predict AoSBP. Accuracy and precision were computed in the overall population and per age or sex strata. RESULTS: C1SBP underestimated AoSBP by 11.2 mmHg (±13.5) and C2SBP overestimated it by 6.2 mmHg (±14.8). Estimated SBP amplification and heart rate were the greatest predictors of C1- and C2-AoSBP accuracies, respectively. Statistical modeling improved both accuracy (0.0 mmHg) and precision (±11.4) but more importantly, eliminated the differences of accuracy seen in different sex and age groups. CONCLUSION: Statistical modeling greatly enhances the accuracy of central BP measurements and abolishes sex- and age-based differences. Such factors could easily be implemented in central BP devices to improve their accuracy. Frontiers Media S.A. 2022-11-23 /pmc/articles/PMC9728538/ /pubmed/36505368 http://dx.doi.org/10.3389/fcvm.2022.1048507 Text en Copyright © 2022 Desbiens, Goulamhoussen, Fortier, Bernier-Jean, Agharazii and Goupil. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cardiovascular Medicine Desbiens, Louis-Charles Goulamhoussen, Nadir Fortier, Catherine Bernier-Jean, Amélie Agharazii, Mohsen Goupil, Rémi Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study |
title | Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study |
title_full | Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study |
title_fullStr | Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study |
title_full_unstemmed | Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study |
title_short | Enhancing central blood pressure accuracy through statistical modeling: A proof-of-concept study |
title_sort | enhancing central blood pressure accuracy through statistical modeling: a proof-of-concept study |
topic | Cardiovascular Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9728538/ https://www.ncbi.nlm.nih.gov/pubmed/36505368 http://dx.doi.org/10.3389/fcvm.2022.1048507 |
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