Relative importance of selected predictors of health-related quality-of-life (HRQOL) among US adults
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作者:
Jia, Haomiao
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机构:
Columbia Univ, Mailman Sch Publ Hlth, Dept Biostat, 560 West 168th St, New York, NY 10032 USA
Columbia Univ, Sch Nursing, 560 West 168th St, New York, NY 10032 USAColumbia Univ, Mailman Sch Publ Hlth, Dept Biostat, 560 West 168th St, New York, NY 10032 USA
Jia, Haomiao
[1
,2
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Lubetkin, Erica I.
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机构:
CUNY, Sch Med, Dept Community Hlth & Social Med, New York, NY USAColumbia Univ, Mailman Sch Publ Hlth, Dept Biostat, 560 West 168th St, New York, NY 10032 USA
Lubetkin, Erica I.
[3
]
机构:
[1] Columbia Univ, Mailman Sch Publ Hlth, Dept Biostat, 560 West 168th St, New York, NY 10032 USA
[2] Columbia Univ, Sch Nursing, 560 West 168th St, New York, NY 10032 USA
[3] CUNY, Sch Med, Dept Community Hlth & Social Med, New York, NY USA
PurposeMany factors have been associated with health-related quality of life (HRQOL), and researchers often have tried to rank these contributing factors. Variable importance quantifies the net independent contribution of each individual predictor in a set of predictors to the prediction accuracy of the outcome. This study assessed relative importance (RI) of selected contributing factors to respondents' physically unhealthy days (PUD), mentally unhealthy days (MUD), activity limitation days (ALD), and EuroQol EQ-5D index derived from the Healthy Days measures (dEQ-5D). MethodsUsing data from the 2021 Behavioral Risk Factor Surveillance Systems (BRFSS), we estimated the RI of seven socio-demographics and seventeen chronic conditions and risk behaviors. A variable's importance was measured as the average increase in the coefficient of determination after adding the variable to all possible sub-models. ResultsAfter controlling for socio-demographics, arthritis and no physical activity were the most important variables for PUD with a RI of 10.5 and 10.4, respectively, followed by depression (RI = 8.5) and COPD (RI = 8.3). Depression was the most important variable for MUD with RI = 23.0 while all other 16 predictors had a RI < 7.0. Similar results were observed for ALD and dEQ-5D: depression was the most important predictor (RI = 16.3 and 15.2, respectively), followed by no physical activity, arthritis, and COPD (RI ranging from 7.1 to 9.2). ConclusionThis study quantified and ranked selected contributing factors of HRQOL. Results of this analysis also can be used to validate HRQOL measures based on domain knowledge of HRQOL.
机构:
Univ North Carolina Chapel Hill, Biostat Core Facil, Lineberger Comprehens Canc Ctr, 170 Manning Dr, Chapel Hill, NC 27599 USAColorado State Univ, Dept Occupat Therapy, Coll Hlth & Human Serv, 800 Oval Dr, Ft Collins, CO 80526 USA
Deal, Allison M.
Williams, Grant R.
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Univ Alabama Birmingham, Sch Med, Div Hematol Oncol, Birmingham, AL USAColorado State Univ, Dept Occupat Therapy, Coll Hlth & Human Serv, 800 Oval Dr, Ft Collins, CO 80526 USA
Williams, Grant R.
Bryant, Ashley L.
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Univ North Carolina Chapel Hill, Sch Nursing, Carrington Hall,CB 7460, Chapel Hill, NC 27599 USAColorado State Univ, Dept Occupat Therapy, Coll Hlth & Human Serv, 800 Oval Dr, Ft Collins, CO 80526 USA
Bryant, Ashley L.
Bensen, Jeannette T.
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UNC Lineberger Comprehens Canc Ctr, Campus Box 7295, Chapel Hill, NC 27599 USAColorado State Univ, Dept Occupat Therapy, Coll Hlth & Human Serv, 800 Oval Dr, Ft Collins, CO 80526 USA
Bensen, Jeannette T.
Muss, Hyman B.
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机构:
Univ North Carolina Chapel Hill, Geriatr Oncol Program, Lineberger Comprehens Canc Ctr, 170 Manning Dr, Chapel Hill, NC 27599 USAColorado State Univ, Dept Occupat Therapy, Coll Hlth & Human Serv, 800 Oval Dr, Ft Collins, CO 80526 USA
Muss, Hyman B.
Reeve, Bryce B.
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机构:
Univ North Carolina Chapel Hill, Dept Hlth Policy & Management, Gillings Sch Global Publ Hlth, 1101D McGavran Greenberg Hall,Campus Box 7411, Chapel Hill, NC 27599 USAColorado State Univ, Dept Occupat Therapy, Coll Hlth & Human Serv, 800 Oval Dr, Ft Collins, CO 80526 USA
机构:
Center for Outcomes and Effectiveness, Agency for Health Care Research and Quality, Rockville, MD 20850Center for Outcomes and Effectiveness, Agency for Health Care Research and Quality, Rockville, MD 20850