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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...

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Autores principales: Shah, Sachin J., Oreper, Sandra, Jeon, Sun Young, Boscardin, W. John, Fang, Margaret C., Covinsky, Kenneth E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2023
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.
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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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