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Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood
BACKGROUND: Cardiorespiratory fitness is a powerful predictor of health outcomes that is currently underused in primary prevention, especially in young adults. We sought to develop a blood‐based biomarker of cardiorespiratory fitness that is easily translatable across populations. METHODS AND RESULT...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9683648/ https://www.ncbi.nlm.nih.gov/pubmed/36073631 http://dx.doi.org/10.1161/JAHA.122.026670 |
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author | Shah, Ravi V. Miller, Patricia Colangelo, Laura A. Chernofsky, Ariel Houstis, Nicholas E. Malhotra, Rajeev Velagaleti, Raghava S. Jacobs, David R. Gabriel, Kelley Pettee Reis, Jared P. Lloyd‐Jones, Donald M. Clish, Clary B. Larson, Martin G. Vasan, Ramachandran S. Murthy, Venkatesh L. Lewis, Gregory D. Nayor, Matthew |
author_facet | Shah, Ravi V. Miller, Patricia Colangelo, Laura A. Chernofsky, Ariel Houstis, Nicholas E. Malhotra, Rajeev Velagaleti, Raghava S. Jacobs, David R. Gabriel, Kelley Pettee Reis, Jared P. Lloyd‐Jones, Donald M. Clish, Clary B. Larson, Martin G. Vasan, Ramachandran S. Murthy, Venkatesh L. Lewis, Gregory D. Nayor, Matthew |
author_sort | Shah, Ravi V. |
collection | PubMed |
description | BACKGROUND: Cardiorespiratory fitness is a powerful predictor of health outcomes that is currently underused in primary prevention, especially in young adults. We sought to develop a blood‐based biomarker of cardiorespiratory fitness that is easily translatable across populations. METHODS AND RESULTS: Maximal effort cardiopulmonary exercise testing for quantification of cardiorespiratory fitness (by peak oxygen uptake) and profiling of >200 metabolites at rest were performed in the FHS (Framingham Heart Study; 2016–2019). A metabolomic fitness score was derived/validated in the FHS and was associated with long‐term outcomes in the younger CARDIA (Coronary Artery Risk Development in Young Adults) study. In the FHS (derivation, N=451; validation, N=914; age 54±8 years, 53% women, body mass index 27.7±5.3 kg/m(2)), we used LASSO (least absolute shrinkage and selection operator) regression to develop a multimetabolite score to predict peak oxygen uptake (correlation with peak oxygen uptake r=0.77 in derivation, 0.61 in validation; both P<0.0001). In a linear model including clinical risk factors, a ≈1‐SD higher metabolomic fitness score had equivalent magnitude of association with peak oxygen uptake as a 9.2‐year age increment. In the CARDIA study (N=2300, median follow‐up 26.9 years, age 32±4 years, 44% women, 44% Black individuals), a 1‐SD higher metabolomic fitness score was associated with a 44% lower risk for mortality (hazard ratio [HR], 0.56 [95% CI, 0.47–0.68]; P<0.0001) and 32% lower risk for cardiovascular disease (HR, 0.68 [95% CI, 0.55–0.84]; P=0.0003) in models adjusted for age, sex, and race, which remained robust with adjustment for clinical risk factors. CONCLUSIONS: A blood‐based biomarker of cardiorespiratory fitness largely independent of traditional risk factors is associated with long‐term risk of cardiovascular disease and mortality in young adults. |
format | Online Article Text |
id | pubmed-9683648 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96836482022-11-25 Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood Shah, Ravi V. Miller, Patricia Colangelo, Laura A. Chernofsky, Ariel Houstis, Nicholas E. Malhotra, Rajeev Velagaleti, Raghava S. Jacobs, David R. Gabriel, Kelley Pettee Reis, Jared P. Lloyd‐Jones, Donald M. Clish, Clary B. Larson, Martin G. Vasan, Ramachandran S. Murthy, Venkatesh L. Lewis, Gregory D. Nayor, Matthew J Am Heart Assoc Original Research BACKGROUND: Cardiorespiratory fitness is a powerful predictor of health outcomes that is currently underused in primary prevention, especially in young adults. We sought to develop a blood‐based biomarker of cardiorespiratory fitness that is easily translatable across populations. METHODS AND RESULTS: Maximal effort cardiopulmonary exercise testing for quantification of cardiorespiratory fitness (by peak oxygen uptake) and profiling of >200 metabolites at rest were performed in the FHS (Framingham Heart Study; 2016–2019). A metabolomic fitness score was derived/validated in the FHS and was associated with long‐term outcomes in the younger CARDIA (Coronary Artery Risk Development in Young Adults) study. In the FHS (derivation, N=451; validation, N=914; age 54±8 years, 53% women, body mass index 27.7±5.3 kg/m(2)), we used LASSO (least absolute shrinkage and selection operator) regression to develop a multimetabolite score to predict peak oxygen uptake (correlation with peak oxygen uptake r=0.77 in derivation, 0.61 in validation; both P<0.0001). In a linear model including clinical risk factors, a ≈1‐SD higher metabolomic fitness score had equivalent magnitude of association with peak oxygen uptake as a 9.2‐year age increment. In the CARDIA study (N=2300, median follow‐up 26.9 years, age 32±4 years, 44% women, 44% Black individuals), a 1‐SD higher metabolomic fitness score was associated with a 44% lower risk for mortality (hazard ratio [HR], 0.56 [95% CI, 0.47–0.68]; P<0.0001) and 32% lower risk for cardiovascular disease (HR, 0.68 [95% CI, 0.55–0.84]; P=0.0003) in models adjusted for age, sex, and race, which remained robust with adjustment for clinical risk factors. CONCLUSIONS: A blood‐based biomarker of cardiorespiratory fitness largely independent of traditional risk factors is associated with long‐term risk of cardiovascular disease and mortality in young adults. John Wiley and Sons Inc. 2022-09-08 /pmc/articles/PMC9683648/ /pubmed/36073631 http://dx.doi.org/10.1161/JAHA.122.026670 Text en © 2022 The Authors. Published on behalf of the American Heart Association, Inc., by Wiley. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Research Shah, Ravi V. Miller, Patricia Colangelo, Laura A. Chernofsky, Ariel Houstis, Nicholas E. Malhotra, Rajeev Velagaleti, Raghava S. Jacobs, David R. Gabriel, Kelley Pettee Reis, Jared P. Lloyd‐Jones, Donald M. Clish, Clary B. Larson, Martin G. Vasan, Ramachandran S. Murthy, Venkatesh L. Lewis, Gregory D. Nayor, Matthew Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood |
title |
Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood |
title_full |
Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood |
title_fullStr |
Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood |
title_full_unstemmed |
Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood |
title_short |
Blood‐Based Fingerprint of Cardiorespiratory Fitness and Long‐Term Health Outcomes in Young Adulthood |
title_sort | blood‐based fingerprint of cardiorespiratory fitness and long‐term health outcomes in young adulthood |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9683648/ https://www.ncbi.nlm.nih.gov/pubmed/36073631 http://dx.doi.org/10.1161/JAHA.122.026670 |
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