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The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment

We develop a frailty index (FI) from continuous valued biomarker measurements that does not use thresholds to binarize deficits. In this work we construct a quantile frailty index (FI-Q) directly from risk quantiles, without binarizing the deficits. FI-Q is the average risk quantile for an individua...

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Autores principales: Stubbings, Garrett, Farrell, Spencer, Mitnitski, Arnold, Rockwood, Kenneth, Rutenberg, Andrew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7740510/
http://dx.doi.org/10.1093/geroni/igaa057.582
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author Stubbings, Garrett
Farrell, Spencer
Mitnitski, Arnold
Rockwood, Kenneth
Rutenberg, Andrew
author_facet Stubbings, Garrett
Farrell, Spencer
Mitnitski, Arnold
Rockwood, Kenneth
Rutenberg, Andrew
author_sort Stubbings, Garrett
collection PubMed
description We develop a frailty index (FI) from continuous valued biomarker measurements that does not use thresholds to binarize deficits. In this work we construct a quantile frailty index (FI-Q) directly from risk quantiles, without binarizing the deficits. FI-Q is the average risk quantile for an individual in the population with respect to the set of measured biomarkers. We show that FI-Q predicts adverse health outcomes better than either a quantile-based cutpoint approach or an FI-Lab method used in previous studies. We also address practical questions such as how to use longitudinal data. We use data from the English Longitudinal Study of Ageing (ELSA) for longitudinal analysis and data from the National Health and Nutrition Examination Survey (NHANES) and the Canadian Study of Health and Aging (CSHA) to compare predictive value of FI-QM with previous FI-Lab studies.
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spelling pubmed-77405102020-12-21 The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment Stubbings, Garrett Farrell, Spencer Mitnitski, Arnold Rockwood, Kenneth Rutenberg, Andrew Innov Aging Abstracts We develop a frailty index (FI) from continuous valued biomarker measurements that does not use thresholds to binarize deficits. In this work we construct a quantile frailty index (FI-Q) directly from risk quantiles, without binarizing the deficits. FI-Q is the average risk quantile for an individual in the population with respect to the set of measured biomarkers. We show that FI-Q predicts adverse health outcomes better than either a quantile-based cutpoint approach or an FI-Lab method used in previous studies. We also address practical questions such as how to use longitudinal data. We use data from the English Longitudinal Study of Ageing (ELSA) for longitudinal analysis and data from the National Health and Nutrition Examination Survey (NHANES) and the Canadian Study of Health and Aging (CSHA) to compare predictive value of FI-QM with previous FI-Lab studies. Oxford University Press 2020-12-16 /pmc/articles/PMC7740510/ http://dx.doi.org/10.1093/geroni/igaa057.582 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of The Gerontological Society of America. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Abstracts
Stubbings, Garrett
Farrell, Spencer
Mitnitski, Arnold
Rockwood, Kenneth
Rutenberg, Andrew
The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment
title The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment
title_full The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment
title_fullStr The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment
title_full_unstemmed The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment
title_short The Quantile Frailty Index: A Cutpoint-Free Approach to Biomarker-Based Health Assessment
title_sort quantile frailty index: a cutpoint-free approach to biomarker-based health assessment
topic Abstracts
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7740510/
http://dx.doi.org/10.1093/geroni/igaa057.582
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