Objective The aim of this study was to develop a response mapping algorithm to predict EQ-5D-5L utilities from European Organisation for Research and Treatment Quality of Life Questionnaire Core 30 (EORTC QLQ-C30) scores and compare performance with direct mapping approaches to identify the best performing algorithm. Methods The Multi-Instrument Comparison dataset contains responses to both the EQ-5D-5L and QLQ-C30 questionnaires from 692 individuals with a broad range of cancers. Response mapping was conducted, fitting ordered logistic regressions to predict response levels for each of the five EQ-5D dimensions and utilities were predicted using the US and Japanese EQ-5D-5L value sets to test the algorithm performance. Various direct mapping models were fitted: ordinary least squares, tobit, two-part (TPM), adjusted limited dependent variable mixture and beta mixture models. Model assessment and recommendations regarding the best mapping algorithm was based on goodness-of-fit statistics, predictive ability (measures of error, distribution of predicted utilities) and in sample cross-validation. Results The response mapping model performed well in terms of predictive ability and measurement error using the US or Japanese value set, with mean absolute error ranging from 0.0708 to 0.0988, and comparably to the TPM, which was the best performing direct algorithm. Conclusion The developed mapping algorithms enable the prediction of EQ-5D-5L utilities from QLQ-C30 scores when EQ-5D-5L data have not been directly collected in clinical trials. The response mapping model offers the possibility of predicting EQ-5D-5L utility values using any national value set and can be generalised to multiple countries and oncology settings.
机构:
Univ Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Hagiwara, Yasuhiro
Shiroiwa, Takeru
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Publ Hlth, Ctr Outcomes Res & Econ Evaluat Hlth, Wako, Saitama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Shiroiwa, Takeru
Taira, Naruto
论文数: 0引用数: 0
h-index: 0
机构:
Okayama Univ Hosp, Breast & Endocrine Surg Dept, Okayama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Taira, Naruto
论文数: 引用数:
h-index:
机构:
Kawahara, Takuya
Konomura, Keiko
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Publ Hlth, Ctr Outcomes Res & Econ Evaluat Hlth, Wako, Saitama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Konomura, Keiko
Noto, Shinichi
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ Hlth & Welf, Ctr Hlth Econ & QOL Res, Niigata, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Noto, Shinichi
Fukuda, Takashi
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Publ Hlth, Ctr Outcomes Res & Econ Evaluat Hlth, Wako, Saitama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Fukuda, Takashi
Shimozuma, Kojiro
论文数: 0引用数: 0
h-index: 0
机构:
Ritsumeikan Univ, Coll Life Sci, Dept Biomed Sci, Kusatsu, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Jang, Raymond W.
Isogai, Pierre K.
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Hlth Outcomes & Pharmacoecon Evaluat Res Ctr, Toronto, ON M4N 3M5, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Isogai, Pierre K.
Mittmann, Nicole
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Hlth Outcomes & Pharmacoecon Evaluat Res Ctr, Toronto, ON M4N 3M5, Canada
Univ Toronto, Dept Pharmacol, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Mittmann, Nicole
Bradbury, Penelope A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Bradbury, Penelope A.
Shepherd, Frances A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Shepherd, Frances A.
Feld, Ronald
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Feld, Ronald
Leighl, Natasha B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
机构:
Univ Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Univ Sydney, Fac Med, Sydney Med Sch, Cent Clin Sch, Sydney, NSW 2006, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
King, M. T.
Costa, D. S. J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Costa, D. S. J.
Aaronson, N. K.
论文数: 0引用数: 0
h-index: 0
机构:
Netherlands Canc Inst, Div Psychosocial Res & Epidemiol, Amsterdam, NetherlandsUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Aaronson, N. K.
Brazier, J. E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sch Hlth & Related Res, Hlth Econ & Decis Sci, Sheffield, S Yorkshire, EnglandUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Brazier, J. E.
Cella, D. F.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Dept Med Social Sci, Chicago, IL 60611 USAUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Cella, D. F.
Fayers, P. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Aberdeen, Inst Appl Hlth Sci, Aberdeen, Scotland
Norwegian Univ Sci & Technol NTNU, Dept Canc Res & Mol Med, Trondheim, NorwayUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Fayers, P. M.
Grimison, P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Sydney Med Sch, Chris OBrien Lifehouse, Sydney, NSW 2006, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Grimison, P.
Janda, M.
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth, Brisbane, Qld 4001, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Janda, M.
Kemmler, G.
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ Innsbruck, Dept Psychiat & Psychotherapy, A-6020 Innsbruck, AustriaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Kemmler, G.
Norman, R.
论文数: 0引用数: 0
h-index: 0
机构:
Curtin Univ, Sch Publ Hlth, Perth, WA 6845, Australia
Univ Technol Sydney, Ctr Hlth Econ Res & Evaluat, Sydney, NSW 2007, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Norman, R.
Pickard, A. S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Coll Pharm, Dept Pharm Syst Outcomes & Policy, Chicago, IL USAUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Pickard, A. S.
论文数: 引用数:
h-index:
机构:
Rowen, D.
Velikova, G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Leeds, St Jamess Univ Hosp, Leeds Inst Canc & Pathol, Leeds, W Yorkshire, EnglandUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Velikova, G.
Young, T. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sch Hlth & Related Res, Hlth Econ & Decis Sci, Sheffield, S Yorkshire, EnglandUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Young, T. A.
Viney, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, Ctr Hlth Econ Res & Evaluat, Sydney, NSW 2007, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
机构:
Univ Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Hagiwara, Yasuhiro
Shiroiwa, Takeru
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Publ Hlth, Ctr Outcomes Res & Econ Evaluat Hlth, Wako, Saitama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Shiroiwa, Takeru
Taira, Naruto
论文数: 0引用数: 0
h-index: 0
机构:
Okayama Univ Hosp, Breast & Endocrine Surg Dept, Okayama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Taira, Naruto
论文数: 引用数:
h-index:
机构:
Kawahara, Takuya
Konomura, Keiko
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Publ Hlth, Ctr Outcomes Res & Econ Evaluat Hlth, Wako, Saitama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Konomura, Keiko
Noto, Shinichi
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ Hlth & Welf, Ctr Hlth Econ & QOL Res, Niigata, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Noto, Shinichi
Fukuda, Takashi
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Publ Hlth, Ctr Outcomes Res & Econ Evaluat Hlth, Wako, Saitama, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
Fukuda, Takashi
Shimozuma, Kojiro
论文数: 0引用数: 0
h-index: 0
机构:
Ritsumeikan Univ, Coll Life Sci, Dept Biomed Sci, Kusatsu, JapanUniv Tokyo, Dept Biostat, Div Hlth Sci & Nursing, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1130033, Japan
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Jang, Raymond W.
Isogai, Pierre K.
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Hlth Outcomes & Pharmacoecon Evaluat Res Ctr, Toronto, ON M4N 3M5, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Isogai, Pierre K.
Mittmann, Nicole
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Hlth Outcomes & Pharmacoecon Evaluat Res Ctr, Toronto, ON M4N 3M5, Canada
Univ Toronto, Dept Pharmacol, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Mittmann, Nicole
Bradbury, Penelope A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Bradbury, Penelope A.
Shepherd, Frances A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Shepherd, Frances A.
Feld, Ronald
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Feld, Ronald
Leighl, Natasha B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Med, Toronto, ON, CanadaUniv Hlth Network, Princess Margaret Hosp, Div Med Oncol, Toronto, ON M5G 2M9, Canada
机构:
Univ Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Univ Sydney, Fac Med, Sydney Med Sch, Cent Clin Sch, Sydney, NSW 2006, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
King, M. T.
Costa, D. S. J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Costa, D. S. J.
Aaronson, N. K.
论文数: 0引用数: 0
h-index: 0
机构:
Netherlands Canc Inst, Div Psychosocial Res & Epidemiol, Amsterdam, NetherlandsUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Aaronson, N. K.
Brazier, J. E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sch Hlth & Related Res, Hlth Econ & Decis Sci, Sheffield, S Yorkshire, EnglandUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Brazier, J. E.
Cella, D. F.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Feinberg Sch Med, Dept Med Social Sci, Chicago, IL 60611 USAUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Cella, D. F.
Fayers, P. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Aberdeen, Inst Appl Hlth Sci, Aberdeen, Scotland
Norwegian Univ Sci & Technol NTNU, Dept Canc Res & Mol Med, Trondheim, NorwayUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Fayers, P. M.
Grimison, P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Sydney Med Sch, Chris OBrien Lifehouse, Sydney, NSW 2006, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Grimison, P.
Janda, M.
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth, Brisbane, Qld 4001, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Janda, M.
Kemmler, G.
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ Innsbruck, Dept Psychiat & Psychotherapy, A-6020 Innsbruck, AustriaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Kemmler, G.
Norman, R.
论文数: 0引用数: 0
h-index: 0
机构:
Curtin Univ, Sch Publ Hlth, Perth, WA 6845, Australia
Univ Technol Sydney, Ctr Hlth Econ Res & Evaluat, Sydney, NSW 2007, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Norman, R.
Pickard, A. S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Coll Pharm, Dept Pharm Syst Outcomes & Policy, Chicago, IL USAUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Pickard, A. S.
论文数: 引用数:
h-index:
机构:
Rowen, D.
Velikova, G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Leeds, St Jamess Univ Hosp, Leeds Inst Canc & Pathol, Leeds, W Yorkshire, EnglandUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Velikova, G.
Young, T. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sch Hlth & Related Res, Hlth Econ & Decis Sci, Sheffield, S Yorkshire, EnglandUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia
Young, T. A.
Viney, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, Ctr Hlth Econ Res & Evaluat, Sydney, NSW 2007, AustraliaUniv Sydney, Fac Sci, Sch Psychol, Psychooncol Cooperat Res Grp PoCoG, Sydney, NSW 2006, Australia