Mapping PedsQL™ Generic Core Scales to EQ-5D-3L utility scores in transfusion-dependent thalassemia patients

被引:12
作者
Shafie, Asrul Akmal [1 ,2 ]
Chhabra, Irwinder Kaur [1 ,3 ]
Wong, Jacqueline Hui Yi [1 ,4 ]
Mohammed, Noor Syahireen [1 ,5 ]
机构
[1] Univ Sains Malaysia, Sch Pharmaceut Sci, Discipline Social & Adm Pharm, George Town 11800, Malaysia
[2] Univ Sains Malaysia, Inst Planning & Strateg Ctr, George Town 11800, Malaysia
[3] Sabah Women & Childrens Hosp, Minist Hlth Malaysia, Pharm Dept, Karung Berkunci 187, Kota Kinabalu 88996, Sabah, Malaysia
[4] Hosp Kuala Lumpur, Minist Hlth Malaysia, Dept Hosp, Jalan Pahang, Kuala Lumpur 50586, Malaysia
[5] Hosp Sultanah Bahiyah, Minist Hlth Malaysia, Clin Res Ctr, KM 6,Jalan Langgar, Alor Setar 05460, Kedah Darul Ama, Malaysia
关键词
Mapping algorithm; PedsQL; EQ-5D-3L; Utility scores; Quality of life; Thalassemia; QUALITY-OF-LIFE; ECONOMIC-EVALUATION; HEALTH UTILITIES; OUTCOME MEASURES; MODELS; TOBIT;
D O I
10.1007/s10198-021-01287-z
中图分类号
F [经济];
学科分类号
02 ;
摘要
Purpose To develop a mapping algorithm for generating EQ-5D-3L utility scores from the PedsQL Generic Core Scales (PedsQL GCS) in patients with transfusion-dependent thalassemia (TDT). Methods The algorithm was developed using data from 345 TDT patients. Spearman's rank correlation was used to evaluate the conceptual overlap between the instruments. Model specifications were chosen using a stepwise regression. Both direct and response mapping methods were attempted. Six mapping estimation methods ordinary least squares (OLS), a log-transformed response using OLS, generalized linear model (GLM), two-part model (TPM), Tobit and multinomial logistic regression (MLOGIT) were tested to determine the root mean squared error (RMSE) and mean absolute error (MAE). Other criterion used were accuracy of the predicted utility score, proportions of absolute differences that was less than 0.03 and intraclass correlation coefficient. An in-sample, leave-one-out cross validation was conducted to test the generalizability of each model. Results The best performing model was specified with three out of the four PedsQL GCS scales-the physical, emotional and social functioning score. The best performing estimation method for direct mapping was a GLM with a RMSE of 0.1273 and MAE of 0.1016, while the best estimation method for response mapping was the MLOGIT with a RMSE of 0.1597 and MAE of 0.0826. Conclusion The mapping algorithm developed using the GLM would facilitate the calculation of utility scores to inform economic evaluations for TDT patients when EQ-5D data is not available. However, caution should be exercised when using this algorithm in patients who have poor quality of life.
引用
收藏
页码:735 / 747
页数:13
相关论文
共 34 条
[1]   A Comparison of Direct and Indirect Methods for the Estimation of Health Utilities from Clinical Outcomes [J].
Alava, Monica Hernandez ;
Wailoo, Allan ;
Wolfe, Fred ;
Michaud, Kaleb .
MEDICAL DECISION MAKING, 2014, 34 (07) :919-930
[2]  
[Anonymous], 2015, Stata Statistical Software: Release 14
[3]  
Athanasopoulos G, 2018, FORECASTING PRINCIPL, VSecond
[4]   twopm: Two-part models [J].
Belotti, Federico ;
Deb, Partha ;
Manning, Willard G. ;
Norton, Edward C. .
STATA JOURNAL, 2015, 15 (01) :3-20
[5]   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
[6]   A paradigm shift on beta-thalassaemia treatment: How will we manage this old disease with new therapies? [J].
Cappellini, Maria Domenica ;
Porter, John B. ;
Viprakasit, Vip ;
Taher, Ali T. .
BLOOD REVIEWS, 2018, 32 (04) :300-311
[7]   Review and critical appraisal of studies mapping from quality of life or clinical measures to EQ-5D: an online database and application of the MAPS statement [J].
Dakin, Helen ;
Abel, Lucy ;
Burns, Richeal ;
Yang, Yaling .
HEALTH AND QUALITY OF LIFE OUTCOMES, 2018, 16
[8]  
Deb P., 2017, HLTH ECONOMETRICS US
[9]  
Developing NICE Guidelines, 2015, MAN NAT I HLTH CAR E
[10]   Addressing ceiling effects in health status measures: A comparison of techniques applied to measures for people with HIV disease [J].
Huang, I-Chan ;
Frangakis, Constantine ;
Atkinson, Mark J. ;
Willke, Richard J. ;
Leite, Walter L. ;
Vogel, W. Bruce ;
Wu, Albert W. .
HEALTH SERVICES RESEARCH, 2008, 43 (01) :327-339