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Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration
BACKGROUND: Accurate measurement of free-living energy expenditure is vital to understanding changes in energy metabolism with aging. The efficacy of heart rate as a surrogate for energy expenditure is rooted in the assumption of a linear function between heart rate and energy expenditure, but its v...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4005766/ https://www.ncbi.nlm.nih.gov/pubmed/24787146 http://dx.doi.org/10.1371/journal.pone.0093520 |
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author | Schrack, Jennifer A. Zipunnikov, Vadim Goldsmith, Jeff Bandeen-Roche, Karen Crainiceanu, Ciprian M. Ferrucci, Luigi |
author_facet | Schrack, Jennifer A. Zipunnikov, Vadim Goldsmith, Jeff Bandeen-Roche, Karen Crainiceanu, Ciprian M. Ferrucci, Luigi |
author_sort | Schrack, Jennifer A. |
collection | PubMed |
description | BACKGROUND: Accurate measurement of free-living energy expenditure is vital to understanding changes in energy metabolism with aging. The efficacy of heart rate as a surrogate for energy expenditure is rooted in the assumption of a linear function between heart rate and energy expenditure, but its validity and reliability in older adults remains unclear. OBJECTIVE: To assess the validity and reliability of the linear function between heart rate and energy expenditure in older adults using different levels of calibration. DESIGN: Heart rate and energy expenditure were assessed across five levels of exertion in 290 adults participating in the Baltimore Longitudinal Study of Aging. Correlation and random effects regression analyses assessed the linearity of the relationship between heart rate and energy expenditure and cross-validation models assessed predictive performance. RESULTS: Heart rate and energy expenditure were highly correlated (r = 0.98) and linear regardless of age or sex. Intra-person variability was low but inter-person variability was high, with substantial heterogeneity of the random intercept (s.d. = 0.372) despite similar slopes. Cross-validation models indicated individual calibration data substantially improves accuracy predictions of energy expenditure from heart rate, reducing the potential for considerable measurement bias. Although using five calibration measures provided the greatest reduction in the standard deviation of prediction errors (1.08 kcals/min), substantial improvement was also noted with two (0.75 kcals/min). CONCLUSION: These findings indicate standard regression equations may be used to make population-level inferences when estimating energy expenditure from heart rate in older adults but caution should be exercised when making inferences at the individual level without proper calibration. |
format | Online Article Text |
id | pubmed-4005766 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40057662014-05-09 Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration Schrack, Jennifer A. Zipunnikov, Vadim Goldsmith, Jeff Bandeen-Roche, Karen Crainiceanu, Ciprian M. Ferrucci, Luigi PLoS One Research Article BACKGROUND: Accurate measurement of free-living energy expenditure is vital to understanding changes in energy metabolism with aging. The efficacy of heart rate as a surrogate for energy expenditure is rooted in the assumption of a linear function between heart rate and energy expenditure, but its validity and reliability in older adults remains unclear. OBJECTIVE: To assess the validity and reliability of the linear function between heart rate and energy expenditure in older adults using different levels of calibration. DESIGN: Heart rate and energy expenditure were assessed across five levels of exertion in 290 adults participating in the Baltimore Longitudinal Study of Aging. Correlation and random effects regression analyses assessed the linearity of the relationship between heart rate and energy expenditure and cross-validation models assessed predictive performance. RESULTS: Heart rate and energy expenditure were highly correlated (r = 0.98) and linear regardless of age or sex. Intra-person variability was low but inter-person variability was high, with substantial heterogeneity of the random intercept (s.d. = 0.372) despite similar slopes. Cross-validation models indicated individual calibration data substantially improves accuracy predictions of energy expenditure from heart rate, reducing the potential for considerable measurement bias. Although using five calibration measures provided the greatest reduction in the standard deviation of prediction errors (1.08 kcals/min), substantial improvement was also noted with two (0.75 kcals/min). CONCLUSION: These findings indicate standard regression equations may be used to make population-level inferences when estimating energy expenditure from heart rate in older adults but caution should be exercised when making inferences at the individual level without proper calibration. Public Library of Science 2014-04-30 /pmc/articles/PMC4005766/ /pubmed/24787146 http://dx.doi.org/10.1371/journal.pone.0093520 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article Schrack, Jennifer A. Zipunnikov, Vadim Goldsmith, Jeff Bandeen-Roche, Karen Crainiceanu, Ciprian M. Ferrucci, Luigi Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration |
title | Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration |
title_full | Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration |
title_fullStr | Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration |
title_full_unstemmed | Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration |
title_short | Estimating Energy Expenditure from Heart Rate in Older Adults: A Case for Calibration |
title_sort | estimating energy expenditure from heart rate in older adults: a case for calibration |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4005766/ https://www.ncbi.nlm.nih.gov/pubmed/24787146 http://dx.doi.org/10.1371/journal.pone.0093520 |
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