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Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study
BACKGROUND: Standing from a bed or chair may cause a significant lowering of blood pressure (ΔBP), which may have severe consequences such as, for example, falls in older subjects. The goal of this study was to develop a mathematical model to predict the ΔBP due to standing in healthy subjects, base...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4705494/ https://www.ncbi.nlm.nih.gov/pubmed/26391336 http://dx.doi.org/10.1186/1472-6947-15-S3-S2 |
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author | Sannino, G Melillo, P Stranges, S De Pietro, G Pecchia, L |
author_facet | Sannino, G Melillo, P Stranges, S De Pietro, G Pecchia, L |
author_sort | Sannino, G |
collection | PubMed |
description | BACKGROUND: Standing from a bed or chair may cause a significant lowering of blood pressure (ΔBP), which may have severe consequences such as, for example, falls in older subjects. The goal of this study was to develop a mathematical model to predict the ΔBP due to standing in healthy subjects, based on their Heart Rate Variability, recorded in the 5 minutes before standing. METHODS: Heart Rate Variability was extracted from an electrocardiogram, recorded from 10 healthy subjects during the 5 minutes before standing. The blood pressure value was measured before and after rising. A mathematical model aiming to predict ΔBP based on Heart Rate Variability measurements was developed using a robust multi-linear regression and was validated with the leave-one-subject-out cross-validation technique. RESULTS: The model predicted correctly the ΔBP in 80% of experiments, with an error below the measurement error of sphygmomanometer digital devices (±4.5 mmHg), a false negative rate of 7.5% and a false positive rate of 10%. The magnitude of the ΔBP was associated with a depressed and less chaotic Heart Rate Variability pattern. CONCLUSIONS: The present study showes that blood pressure lowering due to standing can be predicted by monitoring the Heart Rate Variability in the 5 minutes before standing. |
format | Online Article Text |
id | pubmed-4705494 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-47054942016-01-20 Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study Sannino, G Melillo, P Stranges, S De Pietro, G Pecchia, L BMC Med Inform Decis Mak Research Article BACKGROUND: Standing from a bed or chair may cause a significant lowering of blood pressure (ΔBP), which may have severe consequences such as, for example, falls in older subjects. The goal of this study was to develop a mathematical model to predict the ΔBP due to standing in healthy subjects, based on their Heart Rate Variability, recorded in the 5 minutes before standing. METHODS: Heart Rate Variability was extracted from an electrocardiogram, recorded from 10 healthy subjects during the 5 minutes before standing. The blood pressure value was measured before and after rising. A mathematical model aiming to predict ΔBP based on Heart Rate Variability measurements was developed using a robust multi-linear regression and was validated with the leave-one-subject-out cross-validation technique. RESULTS: The model predicted correctly the ΔBP in 80% of experiments, with an error below the measurement error of sphygmomanometer digital devices (±4.5 mmHg), a false negative rate of 7.5% and a false positive rate of 10%. The magnitude of the ΔBP was associated with a depressed and less chaotic Heart Rate Variability pattern. CONCLUSIONS: The present study showes that blood pressure lowering due to standing can be predicted by monitoring the Heart Rate Variability in the 5 minutes before standing. BioMed Central 2015-09-04 /pmc/articles/PMC4705494/ /pubmed/26391336 http://dx.doi.org/10.1186/1472-6947-15-S3-S2 Text en Copyright © 2015 Sannino et al.; http://creativecommons.org/licenses/by/4.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Sannino, G Melillo, P Stranges, S De Pietro, G Pecchia, L Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study |
title | Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study |
title_full | Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study |
title_fullStr | Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study |
title_full_unstemmed | Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study |
title_short | Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study |
title_sort | short term heart rate variability to predict blood pressure drops due to standing: a pilot study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4705494/ https://www.ncbi.nlm.nih.gov/pubmed/26391336 http://dx.doi.org/10.1186/1472-6947-15-S3-S2 |
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