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Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults
While social characteristics are well-known predictors of mortality, prediction models rely almost exclusively on demographics, medical comorbidities, and function. Lacking an efficient way to summarize the prognostic impact of social factor, many studies exclude social factors altogether. Our objec...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9963593/ https://www.ncbi.nlm.nih.gov/pubmed/36749720 http://dx.doi.org/10.1073/pnas.2209414120 |
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author | Shah, Sachin J. Oreper, Sandra Jeon, Sun Young Boscardin, W. John Fang, Margaret C. Covinsky, Kenneth E. |
author_facet | Shah, Sachin J. Oreper, Sandra Jeon, Sun Young Boscardin, W. John Fang, Margaret C. Covinsky, Kenneth E. |
author_sort | Shah, Sachin J. |
collection | PubMed |
description | While social characteristics are well-known predictors of mortality, prediction models rely almost exclusively on demographics, medical comorbidities, and function. Lacking an efficient way to summarize the prognostic impact of social factor, many studies exclude social factors altogether. Our objective was to develop and validate a summary measure of social risk and determine its ability to risk-stratify beyond traditional risk models. We examined participants in the Health and Retirement Study, a longitudinal, survey of US older adults. We developed the model from a comprehensive inventory of 183 social characteristics using least absolute shrinkage and selection operator, a penalized regression approach. Then, we assessed the predictive capacity of the model and its ability to improve on traditional prediction models. We studied 8,250 adults aged ≥65 y. Within 4 y of the baseline interview, 22% had died. Drawn from 183 possible predictors, the Social Frailty Index included age, gender, and eight social predictors: neighborhood cleanliness, perceived control over financial situation, meeting with children less than yearly, not working for pay, active with children, volunteering, feeling isolated, and being treated with less courtesy or respect. In the validation cohort, predicted and observed mortality were strongly correlated. Additionally, the Social Frailty Index meaningfully risk-stratified participants beyond the Charlson score (medical comorbidity index) and the Lee Index (comorbidity and function model). The Social Frailty Index includes age, gender, and eight social characteristics and accurately risk-stratifies older adults. The model improves upon commonly used risk prediction tools and has application in clinical, population health, and research settings. |
format | Online Article Text |
id | pubmed-9963593 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-99635932023-08-07 Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults Shah, Sachin J. Oreper, Sandra Jeon, Sun Young Boscardin, W. John Fang, Margaret C. Covinsky, Kenneth E. Proc Natl Acad Sci U S A Biological Sciences While social characteristics are well-known predictors of mortality, prediction models rely almost exclusively on demographics, medical comorbidities, and function. Lacking an efficient way to summarize the prognostic impact of social factor, many studies exclude social factors altogether. Our objective was to develop and validate a summary measure of social risk and determine its ability to risk-stratify beyond traditional risk models. We examined participants in the Health and Retirement Study, a longitudinal, survey of US older adults. We developed the model from a comprehensive inventory of 183 social characteristics using least absolute shrinkage and selection operator, a penalized regression approach. Then, we assessed the predictive capacity of the model and its ability to improve on traditional prediction models. We studied 8,250 adults aged ≥65 y. Within 4 y of the baseline interview, 22% had died. Drawn from 183 possible predictors, the Social Frailty Index included age, gender, and eight social predictors: neighborhood cleanliness, perceived control over financial situation, meeting with children less than yearly, not working for pay, active with children, volunteering, feeling isolated, and being treated with less courtesy or respect. In the validation cohort, predicted and observed mortality were strongly correlated. Additionally, the Social Frailty Index meaningfully risk-stratified participants beyond the Charlson score (medical comorbidity index) and the Lee Index (comorbidity and function model). The Social Frailty Index includes age, gender, and eight social characteristics and accurately risk-stratifies older adults. The model improves upon commonly used risk prediction tools and has application in clinical, population health, and research settings. National Academy of Sciences 2023-02-07 2023-02-14 /pmc/articles/PMC9963593/ /pubmed/36749720 http://dx.doi.org/10.1073/pnas.2209414120 Text en Copyright © 2023 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Biological Sciences Shah, Sachin J. Oreper, Sandra Jeon, Sun Young Boscardin, W. John Fang, Margaret C. Covinsky, Kenneth E. Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults |
title | Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults |
title_full | Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults |
title_fullStr | Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults |
title_full_unstemmed | Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults |
title_short | Social Frailty Index: Development and validation of an index of social attributes predictive of mortality in older adults |
title_sort | social frailty index: development and validation of an index of social attributes predictive of mortality in older adults |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9963593/ https://www.ncbi.nlm.nih.gov/pubmed/36749720 http://dx.doi.org/10.1073/pnas.2209414120 |
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