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Development and validation of a physical frailty phenotype index-based model to estimate the frailty index
Yong‐Hao Pua, Laura Tay, Ross Allan Clark, Julian Thumboo, Ee‐Ling Tay, Shi‐Min Mah, Pei-Yueng Lee, Yee Sien Ng
Diagnostic and Prognostic Research · 2023
Abstract
BACKGROUND: The conventional count-based physical frailty phenotype (PFP) dichotomizes its criterion predictors-an approach that creates information loss and depends on the availability of population-derived cut-points. This study proposes an alternative approach to computing the PFP by developing and validating a model that uses PFP components to predict the frailty index (FI) in community-dwelling older adults, without the need for predictor dichotomization. METHODS: A sample of 998 community-dwelling older adults (mean [SD], 68 [7] years) participated in this prospective cohort study. Participants completed a multi-domain geriatric screen and a physical fitness assessment from which the count-based PFP and the 36-item FI were computed. One-year prospective falls and hospitalization rates were also measured. Bayesian beta regression analysis, allowing for nonlinear effects of the non-dichotomized PFP criterion predictors, was used to develop a model for FI ("model-based PFP"). Approximate leave-one-out (LOO) cross-validation was used to examine model overfitting. RESULTS: , 0.47 vs 0.36) and (ii) resulted primarily in a 23% (95%CI, 18-28%) net increase in FI-defined "prefrail/frail" participants correctly classified. The model-based PFP showed stronger prognostic performance for predicting falls and hospitalization than did the count-based PFP. CONCLUSION: The developed model-based PFP predicted FI and clinical outcomes more strongly than did the count-based PFP in community-dwelling older adults. By not requiring predictor cut-points, the model-based PFP potentially facilitates usage and feasibility. Future validation studies should aim to obtain clear evidence on the benefits of this approach.
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- 10.1186/s41512-023-00143-3
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- 2026-10-14 MST
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APA
Pua, Y., Tay, L., Clark, R.A., Thumboo, J., Tay, E., Mah, S., Lee, P., & Ng, Y.S. (2023). Development and validation of a physical frailty phenotype index-based model to estimate the frailty index. <em>Diagnostic and Prognostic Research</em>. https://doi.org/10.1186/s41512-023-00143-3
Vancouver
Pua Y, Tay L, Clark RA, Thumboo J, Tay E, Mah S, et al. Development and validation of a physical frailty phenotype index-based model to estimate the frailty index. Diagnostic and Prognostic Research. 2023. doi:10.1186/s41512-023-00143-3.
BibTeX
@article{yonghao2023Develo,
title = {Development and validation of a physical frailty phenotype index-based model to estimate the frailty index},
author = {Yong‐Hao Pua and Laura Tay and Ross Allan Clark and Julian Thumboo and Ee‐Ling Tay and Shi‐Min Mah and Pei-Yueng Lee and Yee Sien Ng},
journal = {Diagnostic and Prognostic Research},
year = {2023},
doi = {10.1186/s41512-023-00143-3},
}
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