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Development and validation of risk stratification trees for incident slow gait speed in persons at high risk for knee osteoarthritis
- Source :
- Ann Rheum Dis, Annals of the rheumatic diseases, vol 78, iss 10
- Publication Year :
- 2019
- Publisher :
- BMJ, 2019.
-
Abstract
- Objectives Disability prevention strategies are more achievable before osteoarthritis disease drives impairment. It is critical to identify high-risk groups, for strategy implementation and trial eligibility. An established measure, gait speed is associated with disability and mortality. We sought to develop and validate risk stratification trees for incident slow gait in persons at high risk for knee osteoarthritis, feasible in community and clinical settings. Methods Osteoarthritis Initiative (derivation cohort) and Multicenter Osteoarthritis Study (validation cohort) participants at high risk for knee osteoarthritis were included. Outcome was incident slow gait over up to 10-year follow-up. Derivation cohort classification and regression tree analysis identified predictors from easily assessed variables and developed risk stratification models, then applied to the validation cohort. Logistic regression compared risk group predictive values; area under the receiver operating characteristic curves (AUCs) summarised discrimination ability. Results 1870 (derivation) and 1279 (validation) persons were included. The most parsimonious tree identified three risk groups, from stratification based on age and WOMAC Function. A 7-risk-group tree also included education, strenuous sport/recreational activity, obesity and depressive symptoms; outcome occurred in 11%, varying 0%–29 % (derivation) and 2%–23 % (validation) depending on risk group. AUCs were comparable in the two cohorts (7-risk-group tree, 0.75, 95% CI 0.72 to 0.78 (derivation); 0.72, 95% CI 0.68 to 0.76 (validation)). Conclusions In persons at high risk for knee osteoarthritis, easily acquired data can be used to identify those at high risk of incident functional impairment. Outcome risk varied greatly depending on tree-based risk group membership. These trees can inform individual awareness of risk for impaired function and define eligibility for prevention trials.
- Subjects :
- Male
Osteoarthritis
Disease
Logistic regression
Disability Evaluation
0302 clinical medicine
prevention
Risk Factors
Immunology and Allergy
Medicine
030212 general & internal medicine
Incidence
Middle Aged
Osteoarthritis, Knee
Area Under Curve
Risk stratification
Public Health and Health Services
Female
medicine.medical_specialty
WOMAC
Clinical Trials and Supportive Activities
Clinical Sciences
Immunology
Risk Assessment
knee osteoarthritis
Article
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
Physical medicine and rehabilitation
Rheumatology
Clinical Research
Neurologic
Humans
Knee
Gait Disorders
Gait Disorders, Neurologic
Aged
030203 arthritis & rheumatology
Receiver operating characteristic
business.industry
Arthritis
Decision Trees
Reproducibility of Results
medicine.disease
Obesity
Arthritis & Rheumatology
Walking Speed
Gait speed
functional impairment
Good Health and Well Being
Logistic Models
disability
ROC Curve
Feasibility Studies
business
Subjects
Details
- ISSN :
- 14682060 and 00034967
- Volume :
- 78
- Database :
- OpenAIRE
- Journal :
- Annals of the Rheumatic Diseases
- Accession number :
- edsair.doi.dedup.....cfdabefd2d3881a3d377a5ebb604fb70