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CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT
Although life longevity has increased across the world, evidence suggests some heterogeneity of the ageing process across individuals. To investigate different ageing patterns, the ATHLOS project harmonised data from 411,000 individuals across 17 existing cohort studies. The harmonised dataset provi...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6845509/ http://dx.doi.org/10.1093/geroni/igz038.2941 |
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author | Sanchez-Niubo, Albert Caballero, Francisco Felix Daskalopoulou, Christina de la Fuente, Javier de la Torre, Alejandro Vazquez, Iago Giné Wu, Yu-Tzu Prina, Matthew |
author_facet | Sanchez-Niubo, Albert Caballero, Francisco Felix Daskalopoulou, Christina de la Fuente, Javier de la Torre, Alejandro Vazquez, Iago Giné Wu, Yu-Tzu Prina, Matthew |
author_sort | Sanchez-Niubo, Albert |
collection | PubMed |
description | Although life longevity has increased across the world, evidence suggests some heterogeneity of the ageing process across individuals. To investigate different ageing patterns, the ATHLOS project harmonised data from 411,000 individuals across 17 existing cohort studies. The harmonised dataset provides comparable information on functioning measures, cognition, mental health, sociodemographic and lifestyle behaviours. To measure the process of healthy ageing across time and cohorts, we employed a Bayesian Multilevel Item Response Theory(IRT) and created a common metric of health status by using items of functioning. The IRT measurement model includes parameters describing the difficulty and discriminatory power of each item. We adopted the Bayesian Multilevel framework as it allows item parameters to vary among studies and the simultaneous estimation of all parameters under a Markov Chain Monte Carlo(MCMC) method. Finally, we assessed the predictive validity of the metric against mortality by performing a Receiver Operating Characteristic(ROC) curve analysis. |
format | Online Article Text |
id | pubmed-6845509 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-68455092019-11-18 CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT Sanchez-Niubo, Albert Caballero, Francisco Felix Daskalopoulou, Christina de la Fuente, Javier de la Torre, Alejandro Vazquez, Iago Giné Wu, Yu-Tzu Prina, Matthew Innov Aging Session 4040 (Symposium) Although life longevity has increased across the world, evidence suggests some heterogeneity of the ageing process across individuals. To investigate different ageing patterns, the ATHLOS project harmonised data from 411,000 individuals across 17 existing cohort studies. The harmonised dataset provides comparable information on functioning measures, cognition, mental health, sociodemographic and lifestyle behaviours. To measure the process of healthy ageing across time and cohorts, we employed a Bayesian Multilevel Item Response Theory(IRT) and created a common metric of health status by using items of functioning. The IRT measurement model includes parameters describing the difficulty and discriminatory power of each item. We adopted the Bayesian Multilevel framework as it allows item parameters to vary among studies and the simultaneous estimation of all parameters under a Markov Chain Monte Carlo(MCMC) method. Finally, we assessed the predictive validity of the metric against mortality by performing a Receiver Operating Characteristic(ROC) curve analysis. Oxford University Press 2019-11-08 /pmc/articles/PMC6845509/ http://dx.doi.org/10.1093/geroni/igz038.2941 Text en © The Author(s) 2019. 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 | Session 4040 (Symposium) Sanchez-Niubo, Albert Caballero, Francisco Felix Daskalopoulou, Christina de la Fuente, Javier de la Torre, Alejandro Vazquez, Iago Giné Wu, Yu-Tzu Prina, Matthew CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT |
title | CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT |
title_full | CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT |
title_fullStr | CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT |
title_full_unstemmed | CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT |
title_short | CREATION OF A COMMON METRIC OF HEALTH STATUS IN THE HARMONIZED DATASET OF THE ATHLOS PROJECT |
title_sort | creation of a common metric of health status in the harmonized dataset of the athlos project |
topic | Session 4040 (Symposium) |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6845509/ http://dx.doi.org/10.1093/geroni/igz038.2941 |
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