Mapping the EORTC QLQ-C30 onto the EQ-5D-3L: assessing the external validity of existing mapping algorithms

被引:27
作者
Doble, Brett [1 ]
Lorgelly, Paula [1 ]
机构
[1] Monash Univ, Monash Business Sch, Ctr Hlth Econ, 15 Innovat Walk, Clayton, Vic 3800, Australia
关键词
Cancer; Condition-specific non-preference-based measures; External validation; Generic preference-based measures; Mapping; Quality of life; QUALITY-OF-LIFE; MULTIPLE-MYELOMA; UTILITY VALUES; EUROPEAN-ORGANIZATION; CANCER-PATIENTS; BREAST-CANCER; HEALTH STATES; VALUATION; MULTIATTRIBUTE; QUESTIONNAIRE;
D O I
10.1007/s11136-015-1116-2
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
To determine the external validity of existing mapping algorithms for predicting EQ-5D-3L utility values from EORTC QLQ-C30 responses and to establish their generalizability in different types of cancer. A main analysis (pooled) sample of 3560 observations (1727 patients) and two disease severity patient samples (496 and 93 patients) with repeated observations over time from Cancer 2015 were used to validate the existing algorithms. Errors were calculated between observed and predicted EQ-5D-3L utility values using a single pooled sample and ten pooled tumour type-specific samples. Predictive accuracy was assessed using mean absolute error (MAE) and standardized root-mean-squared error (RMSE). The association between observed and predicted EQ-5D utility values and other covariates across the distribution was tested using quantile regression. Quality-adjusted life years (QALYs) were calculated using observed and predicted values to test responsiveness. Ten 'preferred' mapping algorithms were identified. Two algorithms estimated via response mapping and ordinary least-squares regression using dummy variables performed well on number of validation criteria, including accurate prediction of the best and worst QLQ-C30 health states, predicted values within the EQ-5D tariff range, relatively small MAEs and RMSEs, and minimal differences between estimated QALYs. Comparison of predictive accuracy across ten tumour type-specific samples highlighted that algorithms are relatively insensitive to grouping by tumour type and affected more by differences in disease severity. Two of the 'preferred' mapping algorithms suggest more accurate predictions, but limitations exist. We recommend extensive scenario analyses if mapped utilities are used in cost-utility analyses.
引用
收藏
页码:891 / 911
页数:21
相关论文
共 55 条
[1]   THE EUROPEAN-ORGANIZATION-FOR-RESEARCH-AND-TREATMENT-OF-CANCER QLQ-C30 - A QUALITY-OF-LIFE INSTRUMENT FOR USE IN INTERNATIONAL CLINICAL-TRIALS IN ONCOLOGY [J].
AARONSON, NK ;
AHMEDZAI, S ;
BERGMAN, B ;
BULLINGER, M ;
CULL, A ;
DUEZ, NJ ;
FILIBERTI, A ;
FLECHTNER, H ;
FLEISHMAN, SB ;
DEHAES, JCJM ;
KAASA, S ;
KLEE, M ;
OSOBA, D ;
RAZAVI, D ;
ROFE, PB ;
SCHRAUB, S ;
SNEEUW, K ;
SULLIVAN, M ;
TAKEDA, F .
JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1993, 85 (05) :365-376
[2]  
Altman DG, 2000, STAT MED, V19, P453, DOI 10.1002/(SICI)1097-0258(20000229)19:4<453::AID-SIM350>3.0.CO
[3]  
2-5
[4]  
[Anonymous], 2001, EORTC QLQ-C30 Scoring Manual, Vthird
[5]   Testing mapping algorithms of the cancer-specific EORTC QLQ-C30 onto EQ-5D in malignant mesothelioma [J].
Arnold, David T. ;
Rowen, Donna ;
Versteegh, Matthijs M. ;
Morley, Anna ;
Hooper, Clare E. ;
Maskell, Nicholas A. .
HEALTH AND QUALITY OF LIFE OUTCOMES, 2015, 13
[6]   The estimation of a preference-based measure of health from the SF-12 [J].
Brazier, JE ;
Roberts, J .
MEDICAL CARE, 2004, 42 (09) :851-859
[7]   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
[8]   EuroQol: The current state of play [J].
Brooks, R .
HEALTH POLICY, 1996, 37 (01) :53-72
[9]   THE FUNCTIONAL ASSESSMENT OF CANCER-THERAPY SCALE - DEVELOPMENT AND VALIDATION OF THE GENERAL MEASURE [J].
CELLA, DF ;
TULSKY, DS ;
GRAY, G ;
SARAFIAN, B ;
LINN, E ;
BONOMI, A ;
SILBERMAN, M ;
YELLEN, SB ;
WINICOUR, P ;
BRANNON, J ;
ECKBERG, K ;
LLOYD, S ;
PURL, S ;
BLENDOWSKI, C ;
GOODMAN, M ;
BARNICLE, M ;
STEWART, I ;
MCHALE, M ;
BONOMI, P ;
KAPLAN, E ;
TAYLOR, S ;
THOMAS, CR ;
HARRIS, J .
JOURNAL OF CLINICAL ONCOLOGY, 1993, 11 (03) :570-579
[10]   Underestimation of Uncertainties in Health Utilities Derived from Mapping Algorithms Involving Health-Related Quality-of-Life Measures: Statistical Explanations and Potential Remedies [J].
Chan, Kelvin K. W. ;
Willan, Andrew R. ;
Gupta, Michael ;
Pullenayegum, Eleanor .
MEDICAL DECISION MAKING, 2014, 34 (07) :863-872