Literature DB >> 31243017

Development and validation of risk stratification trees for incident slow gait speed in persons at high risk for knee osteoarthritis.

Leena Sharma1, Kent Kwoh2, Jungwha Julia Lee3, Jane Cauley4, Rebecca Jackson5, Marc Hochberg6, Alison H Chang7, Charles Eaton8, Michael Nevitt9, Jing Song10, Orit Almagor10, Joan S Chmiel3.   

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. © Author(s) (or their employer(s)) 2019. No commercial re-use. See rights and permissions. Published by BMJ.

Entities:  

Keywords:  disability; functional impairment; knee osteoarthritis; osteoarthritis; prevention

Mesh:

Year:  2019        PMID: 31243017      PMCID: PMC7044716          DOI: 10.1136/annrheumdis-2019-215353

Source DB:  PubMed          Journal:  Ann Rheum Dis        ISSN: 0003-4967            Impact factor:   19.103


  47 in total

1.  Knee pain and knee osteoarthritis severity in self-reported task specific disability: the Johnston County Osteoarthritis Project.

Authors:  J Jordan; G Luta; J Renner; A Dragomir; M Hochberg; J Fryer
Journal:  J Rheumatol       Date:  1997-07       Impact factor: 4.666

2.  Risk factors for functional decline in older adults with arthritis.

Authors:  Dorothy D Dunlop; Pamela Semanik; Jing Song; Larry M Manheim; Vivian Shih; Rowland W Chang
Journal:  Arthritis Rheum       Date:  2005-04

3.  Knee confidence as it relates to physical function outcome in persons with or at high risk of knee osteoarthritis in the osteoarthritis initiative.

Authors:  Carmelita J Colbert; Jing Song; Dorothy Dunlop; Joan S Chmiel; Karen W Hayes; September Cahue; Kirsten C Moisio; Alison H Chang; Leena Sharma
Journal:  Arthritis Rheum       Date:  2012-05

4.  Daily walking and the risk of incident functional limitation in knee osteoarthritis: an observational study.

Authors:  Daniel K White; Catrine Tudor-Locke; Yuqing Zhang; Roger Fielding; Michael LaValley; David T Felson; K Douglas Gross; Michael C Nevitt; Cora E Lewis; James Torner; Tuhina Neogi
Journal:  Arthritis Care Res (Hoboken)       Date:  2014-09       Impact factor: 4.794

5.  Perceived Community Environmental Factors and Risk of Five-Year Participation Restriction Among Older Adults With or at Risk of Knee Osteoarthritis.

Authors:  Molly W Vaughan; David T Felson; Michael P LaValley; Gael I Orsmond; Jingbo Niu; Cora E Lewis; Neil A Segal; Michael C Nevitt; Julie J Keysor
Journal:  Arthritis Care Res (Hoboken)       Date:  2017-06-02       Impact factor: 4.794

Review 6.  Walking speed: the functional vital sign.

Authors:  Addie Middleton; Stacy L Fritz; Michelle Lusardi
Journal:  J Aging Phys Act       Date:  2014-05-02       Impact factor: 1.961

7.  Decrease of muscle strength is associated with increase of activity limitations in early knee osteoarthritis: 3-year results from the cohort hip and cohort knee study.

Authors:  Martin van der Esch; Jasmijn F Holla; Marike van der Leeden; Dirk L Knol; Willem F Lems; Leo D Roorda; Joost Dekker
Journal:  Arch Phys Med Rehabil       Date:  2014-06-28       Impact factor: 3.966

Review 8.  Global, regional, and national incidence, prevalence, and years lived with disability for 301 acute and chronic diseases and injuries in 188 countries, 1990-2013: a systematic analysis for the Global Burden of Disease Study 2013.

Authors: 
Journal:  Lancet       Date:  2015-06-07       Impact factor: 202.731

9.  Relation of physical activity time to incident disability in community dwelling adults with or at risk of knee arthritis: prospective cohort study.

Authors:  Dorothy D Dunlop; Jing Song; Pamela A Semanik; Leena Sharma; Joan M Bathon; Charles B Eaton; Marc C Hochberg; Rebecca D Jackson; C Kent Kwoh; W Jerry Mysiw; Michael C Nevitt; Rowland W Chang
Journal:  BMJ       Date:  2014-04-29

10.  Effect of weight maintenance on symptoms of knee osteoarthritis in obese patients: a twelve-month randomized controlled trial.

Authors:  Robin Christensen; Marius Henriksen; Anthony R Leeds; Henrik Gudbergsen; Pia Christensen; Tina J Sørensen; Else M Bartels; Birgit F Riecke; Jens Aaboe; Rikke Frederiksen; Mikael Boesen; L Stefan Lohmander; Arne Astrup; Henning Bliddal
Journal:  Arthritis Care Res (Hoboken)       Date:  2015-05       Impact factor: 4.794

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  1 in total

1.  A Simple Nomogram for Predicting Osteoarthritis Severity in Patients with Knee Osteoarthritis.

Authors:  Qingzhu Zhang; Yinhui Yao; Jinzhu Wang; Yufeng Chen; Dong Ren; Pengcheng Wang
Journal:  Comput Math Methods Med       Date:  2022-09-02       Impact factor: 2.809

  1 in total

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