Development and validation of a prediction model for self-reported mobility decline in community-dwelling older adults

被引:2
|
作者
Sanchez-Santos, Maria T. [1 ,2 ,7 ]
Williamson, Esther [1 ,3 ]
Nicolson, Philippa J. A. [1 ]
Bruce, Julie [4 ]
Collins, Gary S. [2 ]
Mallen, Christian D. [5 ]
Griffiths, Frances [6 ]
Garret, Angela [1 ]
Morris, Alana [1 ]
Slark, Mandy [1 ]
Lamb, Sarah E. [3 ]
OPAL Study Team
机构
[1] Univ Oxford, Ctr Rehabil Res, Nuffield Dept Rheumatol Orthopaed & Musculoskeleta, Oxford, England
[2] Univ Oxford, Ctr Stat Med, Nuffield Dept Orthopaed, Musculoskeletal Sci, Oxford, England
[3] Univ Exeter, Coll Med & Hlth, Exeter, England
[4] Univ Warwick, Div Hlth Sci, Warwick Clin Trials Unit, Coventry, England
[5] Keele Univ, Primary Care Ctr Versus Arthrit, Sch Med, Keele, England
[6] Univ Warwick, Warwick Med Sch, Div Hlth Sci, Coventry, England
[7] Univ Oxford, Botnar Res Ctr, Nuffield Dept Orthopaed Rheumatol & Musculoskeleta, Windmill Rd, Oxford OX3 7LD, England
基金
美国国家卫生研究院;
关键词
Prognostic; Impaired mobility; General population; Aging; Prediction model; Elderly; Model performance; ALL-CAUSE MORTALITY; QUALITY-OF-LIFE; PHYSICAL-ACTIVITY; DISABILITY; RISK; PERFORMANCE; PAIN; SHRINKAGE; ONSET;
D O I
10.1016/j.jclinepi.2022.09.002
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objectives: The aim of this study is to develop and validate two models to predict 2-year risk of self-reported mobility decline among community-dwelling older adults.Study Design and Setting: We used data from a prospective cohort study of people aged 65 years and over in England. Mobility status was assessed using the EQ-5D-5L mobility question. The models were based on the outcome: Model 1, any mobility decline at 2 years; Model 2, new onset of persistent mobility problems over 2 years. Least absolute shrinkage and selection operator logistic regression was used to select predictors. Model performance was assessed using C-statistics, calibration plot, Brier scores, and decision curve analyses. Models were internally validated using bootstrapping. Results: Over 18% of participants who could walk reported mobility decline at year 2 (Model 1), and 7.1% with no mobility problems at baseline, reported new onset of mobility problems after 2 years (Model 2). Thirteen and 6 out of 31 variables were selected as predictors in Models 1 and 2, respectively. Models 1 and 2 had a C-statistic of 0.740 and 0.765 (optimism ! 0.013), and Brier score 5 0.136 and 0.069, respectively.Conclusion: Two prediction models for mobility decline were developed and internally validated. They are based on self-reported vari-ables and could serve as simple assessments in primary care after external validation. (c) 2022 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:70 / 79
页数:10
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