Mapping health assessment questionnaire disability index onto EQ-5D-5L in China

被引:7
作者
Wan, Chuchuan [1 ]
Wang, Qiqi [1 ]
Xu, Zhaoqi [1 ]
Huang, Yuankai [1 ]
Xi, Xiaoyu [1 ]
机构
[1] China Pharmaceut Univ, Res Ctr Natl Drug Policy & Ecosyst, Nanjing, Peoples R China
关键词
HAQ-DI; EQ-5D-5L; mapping; Rheumatoid Arthritis; health utility; China; QUALITY-OF-LIFE; VARIABLE MIXTURE-MODELS; RHEUMATOID-ARTHRITIS; DISEASE-ACTIVITY; STATE UTILITY; OUTCOME MEASURES; HAQ-DI; VALUES; REGRESSION; SCALE;
D O I
10.3389/fpubh.2023.1123552
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
ObjectiveThis research aimed to develop the more accurate mapping algorithms from health assessment questionnaire disability index (HAQ-DI) onto EQ-5D-5L based on Chinese Rheumatoid Arthritis patients. MethodsThe cross-sectional data of Chinese RA patients from 8 tertiary hospitals across four provincial capitals was used for constructing the mapping algorithms. Direct mapping using Ordinary least squares regression (OLS), the general linear regression model (GLM), MM-estimator model (MM), Tobit regression model (Tobit), Beta regression model (Beta) and the adjusted limited dependent variable mixture model (ALDVMM) and response mapping using Multivariate Ordered Probit regression model (MV-Probit) were carried out. HAQ-DI score, age, gender, BMI, DAS28-ESR and PtAAP were included as the explanatory variables. The bootstrap was used for validation of mapping algorithms. The average ranking of mean absolute error (MAE), root mean square error (RMSE), adjusted R-2 (adjR(2)) and concordance correlation coefficient (CCC) were used to assess the predictive ability of the mapping algorithms. ResultsAccording to the average ranking of MAE, RMSE, adjR(2), and CCC, the mapping algorithm based on Beta performed the best. The mapping algorithm would perform better as the number of variables increasing. ConclusionThe mapping algorithms provided in this research can help researchers to obtain the health utility values more accurately. Researchers can choose the mapping algorithms under different combinations of variables based on the actual data.
引用
收藏
页数:11
相关论文
共 63 条
[1]   The relationship between EQ-5D, HAQ and pain in patients with rheumatoid arthritis [J].
Alava, Monica Hernandez ;
Wailoo, Allan ;
Wolfe, Fred ;
Michaud, Kaleb .
RHEUMATOLOGY, 2013, 52 (05) :944-950
[2]   Tails from the Peak District: Adjusted Limited Dependent Variable Mixture Models of EQ-5D Questionnaire Health State Utility Values [J].
Alava, Monica Hernandez ;
Wailoo, Allan J. ;
Ara, Roberta .
VALUE IN HEALTH, 2012, 15 (03) :550-561
[3]   2010 Rheumatoid Arthritis Classification Criteria An American College of Rheumatology/European League Against Rheumatism Collaborative Initiative [J].
Aletaha, Daniel ;
Neogi, Tuhina ;
Silman, Alan J. ;
Funovits, Julia ;
Felson, David T. ;
Bingham, Clifton O., III ;
Birnbaum, Neal S. ;
Burmester, Gerd R. ;
Bykerk, Vivian P. ;
Cohen, Marc D. ;
Combe, Bernard ;
Costenbader, Karen H. ;
Dougados, Maxime ;
Emery, Paul ;
Ferraccioli, Gianfranco ;
Hazes, Johanna M. W. ;
Hobbs, Kathryn ;
Huizinga, Tom W. J. ;
Kavanaugh, Arthur ;
Kay, Jonathan ;
Kvien, Tore K. ;
Laing, Timothy ;
Mease, Philip ;
Menard, Henri A. ;
Moreland, Larry W. ;
Naden, Raymond L. ;
Pincus, Theodore ;
Smolen, Josef S. ;
Stanislawska-Biernat, Ewa ;
Symmons, Deborah ;
Tak, Paul P. ;
Upchurch, Katherine S. ;
Vencovsky, Jiri ;
Wolfe, Frederick ;
Hawker, Gillian .
ARTHRITIS AND RHEUMATISM, 2010, 62 (09) :2569-2581
[4]  
[Anonymous], HLTH ASS QUEST HAQ D
[5]   Regression Estimators for Generic Health-Related Quality of Life and Quality-Adjusted Life Years [J].
Basu, Anirban ;
Manca, Andrea .
MEDICAL DECISION MAKING, 2012, 32 (01) :56-69
[6]   A review of studies mapping (or cross walking) non-preference based measures of health to generic preference-based measures [J].
Brazier, John E. ;
Yang, Yaling ;
Tsuchiya, Aki ;
Rowen, Donna Louise .
EUROPEAN JOURNAL OF HEALTH ECONOMICS, 2010, 11 (02) :215-225
[7]  
Bruce B, 2003, J RHEUMATOL, V30, P167
[8]   Use of Bayesian Multivariate Meta-Analysis to Estimate the HAQ for Mapping Onto the EQ-5D Questionnaire in Rheumatoid Arthritis [J].
Bujkiewicz, Sylwia ;
Thompson, John R. ;
Sutton, Alex J. ;
Cooper, Nicola J. ;
Harrison, Mark J. ;
Symmons, Deborah P. M. ;
Abrams, Keith R. .
VALUE IN HEALTH, 2014, 17 (01) :109-115
[9]   Using HAQ-DI to estimate HUI-3 and EQ-5D utility values for patients with rheumatoid arthritis in Spain [J].
Carreno, Agata ;
Fernandez, Ignacio ;
Badia, Xavier ;
Varela, Cristina ;
Roset, Montserrat .
VALUE IN HEALTH, 2011, 14 (01) :192-200
[10]   Mapping between 6 Multiattribute Utility Instruments [J].
Chen, Gang ;
Khan, Munir A. ;
Iezzi, Angelo ;
Ratcliffe, Julie ;
Richardson, Jeff .
MEDICAL DECISION MAKING, 2016, 36 (02) :160-175