Skip to main content
Top
Published in: Quality of Life Research 1/2019

Open Access 01-01-2019

Mapping the Positive and Negative Syndrome Scale scores to EQ-5D-5L and SF-6D utility scores in patients with schizophrenia

Authors: Edimansyah Abdin, Siow Ann Chong, Esmond Seow, Swapna Verma, Kelvin Bryan Tan, Mythily Subramaniam

Published in: Quality of Life Research | Issue 1/2019

Login to get access

Abstract

Objective

The current study aims to map the Positive and Negative Syndrome Scale (PANSS) onto the five-level EuroQol five-dimensional (EQ-5D-5L) and Short Form six-dimensional (SF-6D) utility scores for patients with schizophrenia.

Methods

A total of 239 participants with schizophrenia spectrum disorder were recruited from a tertiary psychiatric hospital in Singapore. Ordinary least squares (OLS), censored least absolute deviations and Tobit regression methods were employed to estimate utility scores from the EQ-5D-5L and SF-6D. Model selection of the 18 regression models (three regression methods × six model specifications) was primarily determined by the smallest mean absolute error and mean square error, and the largest R2 and adjusted R2.

Results

The mean age of the sample was 39.7 years (SD = 10.3). The mean EQ-5D-5L and SF-6D utility scores were 0.81 and 0.68, respectively. The EQ-5D-5L utility scores were best predicted by the OLS regression model consisting of three PANSS subscales, i.e. positive, negative and general psychopathology symptoms, and covariates including age and gender. The SF-6D was best predicted by OLS regression model consisting of five PANSS subscales, i.e. positive, negative, excitement, depression and cognitive subscales.

Conclusion

The current study provides important evidence to clinicians and researchers on mapping algorithms for converting PANSS scores into utility scores that can be easily applicable for cost–utility analysis when EQ-5D-5L and SF-6D data are not available for patients with schizophrenia spectrum disorder in Singapore.
Appendix
Available only for authorised users
Literature
1.
go back to reference WHO. (1998). Schizophrenia and public health. Division of mental health and prevention of substance abuse, Geneva: World Health Organization. WHO. (1998). Schizophrenia and public health. Division of mental health and prevention of substance abuse, Geneva: World Health Organization.
2.
go back to reference Chong, H. Y., Teoh, S. L., Wu, D. B., et al. (2016). Global economic burden of schizophrenia: A systematic review. Neuropsychiatric Disease and Treatment, 12, 357–373.PubMedPubMedCentral Chong, H. Y., Teoh, S. L., Wu, D. B., et al. (2016). Global economic burden of schizophrenia: A systematic review. Neuropsychiatric Disease and Treatment, 12, 357–373.PubMedPubMedCentral
3.
go back to reference Andrew, A., Knapp, M., McCrone, P., et al. (2012). Effective interventions in schizophrenia: The economic case, in personal social services research unit. London: London School of Economics and Political Science. Andrew, A., Knapp, M., McCrone, P., et al. (2012). Effective interventions in schizophrenia: The economic case, in personal social services research unit. London: London School of Economics and Political Science.
4.
go back to reference Brazier, J. (2008). Measuring and valuing mental health for use in economic evaluation. The Journal of Health Services Research & Policy, 13(Suppl 3), 70–75.CrossRef Brazier, J. (2008). Measuring and valuing mental health for use in economic evaluation. The Journal of Health Services Research & Policy, 13(Suppl 3), 70–75.CrossRef
5.
go back to reference Brazier, J., Connell, J., Papaioannou, D., et al. (2014). A systematic review, psychometric analysis and qualitative assessment of generic preference-based measures of health in mental health populations and the estimation of mapping functions from widely used specific measures. Health Technology Assessment, 18, 1–188.CrossRefPubMed Brazier, J., Connell, J., Papaioannou, D., et al. (2014). A systematic review, psychometric analysis and qualitative assessment of generic preference-based measures of health in mental health populations and the estimation of mapping functions from widely used specific measures. Health Technology Assessment, 18, 1–188.CrossRefPubMed
7.
go back to reference Longworth, L., Yang, Y., Young, T., et al. (2014). Use of generic and condition-specific measures of health-related quality of life in NICE decision-making: A systematic review, statistical modelling and survey. Health Technology Assessment, 18, 1–224.CrossRefPubMed Longworth, L., Yang, Y., Young, T., et al. (2014). Use of generic and condition-specific measures of health-related quality of life in NICE decision-making: A systematic review, statistical modelling and survey. Health Technology Assessment, 18, 1–224.CrossRefPubMed
8.
go back to reference Brazier, J. E., Yang, Y., Tsuchiya, A., et al. (2010). A review of studies mapping (or cross walking) non-preference based measures of health to generic preference-based measures. The European Journal of Health Economics, 11, 215–225.CrossRefPubMed Brazier, J. E., Yang, Y., Tsuchiya, A., et al. (2010). A review of studies mapping (or cross walking) non-preference based measures of health to generic preference-based measures. The European Journal of Health Economics, 11, 215–225.CrossRefPubMed
9.
go back to reference Dakin, H., Abel, L., Burns, R., et al. (2018). 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. Health and Quality of Life Outcomes, 16, 31.CrossRefPubMedPubMedCentral Dakin, H., Abel, L., Burns, R., et al. (2018). 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. Health and Quality of Life Outcomes, 16, 31.CrossRefPubMedPubMedCentral
10.
go back to reference Siani, C., de Peretti, C., Millier, A., et al. (2016). Predictive models to estimate utility from clinical questionnaires in schizophrenia: Findings from EuroSC. Quality of Life Research, 25, 925–934.CrossRefPubMed Siani, C., de Peretti, C., Millier, A., et al. (2016). Predictive models to estimate utility from clinical questionnaires in schizophrenia: Findings from EuroSC. Quality of Life Research, 25, 925–934.CrossRefPubMed
11.
go back to reference Kay, S. R., Fiszbein, A., & Opler, L. A. (1987). The positive and negative syndrome scale (PANSS) for schizophrenia. Schizophrenia Bulletin, 13, 261–276.CrossRefPubMed Kay, S. R., Fiszbein, A., & Opler, L. A. (1987). The positive and negative syndrome scale (PANSS) for schizophrenia. Schizophrenia Bulletin, 13, 261–276.CrossRefPubMed
12.
go back to reference Jiang, J., Sim, K., & Lee, J. (2013). Validated five-factor model of positive and negative syndrome scale for schizophrenia in Chinese population. Schizophrenia Research, 143, 38–43.CrossRefPubMed Jiang, J., Sim, K., & Lee, J. (2013). Validated five-factor model of positive and negative syndrome scale for schizophrenia in Chinese population. Schizophrenia Research, 143, 38–43.CrossRefPubMed
13.
go back to reference Singapore Department of Statistics. (2017). Yearbook of statistics Singapore, 2017. Singapore: Ministry of Trade & Industry. Singapore Department of Statistics. (2017). Yearbook of statistics Singapore, 2017. Singapore: Ministry of Trade & Industry.
14.
go back to reference van Hout, B., Janssen, M. F., Feng, Y. S., et al. (2012). Interim scoring for the EQ-5D-5L: Mapping the EQ-5D-5L to EQ-5D-3L value sets. Value in Health, 15, 708–715.CrossRefPubMed van Hout, B., Janssen, M. F., Feng, Y. S., et al. (2012). Interim scoring for the EQ-5D-5L: Mapping the EQ-5D-5L to EQ-5D-3L value sets. Value in Health, 15, 708–715.CrossRefPubMed
15.
go back to reference Brazier, J., Roberts, J., & Deverill, M. (2002). The estimation of a preference-based measure of health from the SF-36. Journal of Health Economics, 21, 271–292.CrossRefPubMed Brazier, J., Roberts, J., & Deverill, M. (2002). The estimation of a preference-based measure of health from the SF-36. Journal of Health Economics, 21, 271–292.CrossRefPubMed
16.
go back to reference Wee, H. L., Cheung, Y. B., Fong, K. Y., et al. (2004). Are English- and Chinese-language versions of the SF-6D equivalent? A comparison from a population-based study. Clinical Therapeutics, 26, 1137–1148.CrossRefPubMed Wee, H. L., Cheung, Y. B., Fong, K. Y., et al. (2004). Are English- and Chinese-language versions of the SF-6D equivalent? A comparison from a population-based study. Clinical Therapeutics, 26, 1137–1148.CrossRefPubMed
17.
go back to reference Xie, F., Pullenayegum, E. M., Li, S. C., et al. (2010). Use of a disease-specific instrument in economic evaluations: Mapping WOMAC onto the EQ-5D utility index. Value in Health, 13, 873–878.CrossRefPubMed Xie, F., Pullenayegum, E. M., Li, S. C., et al. (2010). Use of a disease-specific instrument in economic evaluations: Mapping WOMAC onto the EQ-5D utility index. Value in Health, 13, 873–878.CrossRefPubMed
18.
go back to reference Powell, J. L. (1984). Least absolute deviations estimation for the censored regression model. Journal of Econometrics, 25, 303–325.CrossRef Powell, J. L. (1984). Least absolute deviations estimation for the censored regression model. Journal of Econometrics, 25, 303–325.CrossRef
19.
go back to reference Tobin, J. (1985). Estimation of relationships for limited dependent variables. Econometrica, 26, 24–36.CrossRef Tobin, J. (1985). Estimation of relationships for limited dependent variables. Econometrica, 26, 24–36.CrossRef
20.
go back to reference Payakachat, N., Summers, K. H., Pleil, A. M., et al. (2009). Predicting EQ-5D utility scores from the 25-item National Eye Institute Vision Function Questionnaire (NEI-VFQ 25) in patients with age-related macular degeneration. Quality of Life Research, 18, 801–813.CrossRefPubMed Payakachat, N., Summers, K. H., Pleil, A. M., et al. (2009). Predicting EQ-5D utility scores from the 25-item National Eye Institute Vision Function Questionnaire (NEI-VFQ 25) in patients with age-related macular degeneration. Quality of Life Research, 18, 801–813.CrossRefPubMed
21.
go back to reference Subramaniam, M., Abdin, E., Poon, L. Y., et al. (2014). EQ-5D as a measure of programme outcome: Results from the Singapore early psychosis intervention programme. Psychiatry Research, 215, 46–51.CrossRefPubMed Subramaniam, M., Abdin, E., Poon, L. Y., et al. (2014). EQ-5D as a measure of programme outcome: Results from the Singapore early psychosis intervention programme. Psychiatry Research, 215, 46–51.CrossRefPubMed
22.
go back to reference Subramaniam, M., Abdin, E., Vaingankar, J. A., et al. (2013). Impact of psychiatric disorders and chronic physical conditions on health-related quality of life: Singapore Mental Health Study. Journal of Affective Disorders, 147, 325–330.CrossRefPubMed Subramaniam, M., Abdin, E., Vaingankar, J. A., et al. (2013). Impact of psychiatric disorders and chronic physical conditions on health-related quality of life: Singapore Mental Health Study. Journal of Affective Disorders, 147, 325–330.CrossRefPubMed
23.
go back to reference Cheung, Y. B., Luo, N., Ng, R., et al. (2014). Mapping the functional assessment of cancer therapy-breast (FACT-B) to the 5-level EuroQoL Group’s 5-dimension questionnaire (EQ-5D-5L) utility index in a multi-ethnic Asian population. Health and Quality of Life Outcomes, 12, 180.CrossRefPubMedPubMedCentral Cheung, Y. B., Luo, N., Ng, R., et al. (2014). Mapping the functional assessment of cancer therapy-breast (FACT-B) to the 5-level EuroQoL Group’s 5-dimension questionnaire (EQ-5D-5L) utility index in a multi-ethnic Asian population. Health and Quality of Life Outcomes, 12, 180.CrossRefPubMedPubMedCentral
24.
go back to reference Wijeysundera, H. C., Tomlinson, A. J., Norris, C. M., et al. (2011). Predicting EQ-5D utility scores from the Seattle Angina Questionnaire in Coronary Artery Disease: A mapping algorithm using a bayesian framework. Medical Decision Making, 31, 481.CrossRefPubMed Wijeysundera, H. C., Tomlinson, A. J., Norris, C. M., et al. (2011). Predicting EQ-5D utility scores from the Seattle Angina Questionnaire in Coronary Artery Disease: A mapping algorithm using a bayesian framework. Medical Decision Making, 31, 481.CrossRefPubMed
25.
go back to reference Austin, P. C. (2002). A comparison of methods for analyzing health-related quality-of-life measures. Value in Health, 5, 329–337.CrossRefPubMed Austin, P. C. (2002). A comparison of methods for analyzing health-related quality-of-life measures. Value in Health, 5, 329–337.CrossRefPubMed
26.
go back to reference Pullenayegum, E. M., Tarride, J. E., Xie, F., et al. (2010). Analysis of health utility data when some subjects attain the upper bound of 1: Are Tobit and CLAD Models appropriate? Value in Health, 13, 487–494.CrossRefPubMed Pullenayegum, E. M., Tarride, J. E., Xie, F., et al. (2010). Analysis of health utility data when some subjects attain the upper bound of 1: Are Tobit and CLAD Models appropriate? Value in Health, 13, 487–494.CrossRefPubMed
27.
go back to reference Baum, C. F. (2006). An introduction to modern econometrics using stata. College Station: A Stata Press Publication. Baum, C. F. (2006). An introduction to modern econometrics using stata. College Station: A Stata Press Publication.
28.
go back to reference Sullivan, P. W., & Ghushchyan, V. (2006). Mapping the EQ-5D index from the SF-12: US general population preferences in a nationally representative sample. Medical Decision Making, 26, 401–409.CrossRefPubMedPubMedCentral Sullivan, P. W., & Ghushchyan, V. (2006). Mapping the EQ-5D index from the SF-12: US general population preferences in a nationally representative sample. Medical Decision Making, 26, 401–409.CrossRefPubMedPubMedCentral
29.
go back to reference Chuang, L. H., & Kind, P. (2009). Converting the SF-12 into the EQ-5D: An empirical comparison of methodologies. Pharmacoeconomics, 27, 491–505.CrossRefPubMed Chuang, L. H., & Kind, P. (2009). Converting the SF-12 into the EQ-5D: An empirical comparison of methodologies. Pharmacoeconomics, 27, 491–505.CrossRefPubMed
30.
go back to reference Cheung, Y. B., Tan, L. C., Lau, P. N., et al. (2008). Mapping the eight-item Parkinson’s Disease Questionnaire (PDQ-8) to the EQ-5D utility index. Quality of Life Research, 17, 1173–1181.CrossRefPubMed Cheung, Y. B., Tan, L. C., Lau, P. N., et al. (2008). Mapping the eight-item Parkinson’s Disease Questionnaire (PDQ-8) to the EQ-5D utility index. Quality of Life Research, 17, 1173–1181.CrossRefPubMed
31.
go back to reference Wang, P., Luo, N., Tai, E. S., et al. (2016). The EQ-5D-5L is more discriminative than the EQ-5D-3L in patients with diabetes in Singapore. Value in Health Regional Issues, 9, 57–62.CrossRefPubMed Wang, P., Luo, N., Tai, E. S., et al. (2016). The EQ-5D-5L is more discriminative than the EQ-5D-3L in patients with diabetes in Singapore. Value in Health Regional Issues, 9, 57–62.CrossRefPubMed
32.
go back to reference Wailoo, A. J., Hernandez-Alava, M., Manca, A., et al. (2017). Mapping to estimate health-state utility from non-preference-based outcome measures: An ISPOR good practices for outcomes research task force report. Value in Health, 20, 18–27.CrossRefPubMed Wailoo, A. J., Hernandez-Alava, M., Manca, A., et al. (2017). Mapping to estimate health-state utility from non-preference-based outcome measures: An ISPOR good practices for outcomes research task force report. Value in Health, 20, 18–27.CrossRefPubMed
33.
go back to reference Verma, S., Poon, L. Y., Subramaniam, M., et al. (2012). The Singapore Early Psychosis Intervention Programme (EPIP): A programme evaluation. The Asian Journal of Psychiatry, 5, 63–67.CrossRefPubMed Verma, S., Poon, L. Y., Subramaniam, M., et al. (2012). The Singapore Early Psychosis Intervention Programme (EPIP): A programme evaluation. The Asian Journal of Psychiatry, 5, 63–67.CrossRefPubMed
34.
go back to reference Verma, S., Subramaniam, M., Abdin, E., et al. (2010). Safety and efficacy of long-acting injectable risperidone in patients with schizophrenia spectrum disorders: A 6-month open-lable trial in Asian patients. Human Psychopharmacology, 25, 230–235.CrossRefPubMed Verma, S., Subramaniam, M., Abdin, E., et al. (2010). Safety and efficacy of long-acting injectable risperidone in patients with schizophrenia spectrum disorders: A 6-month open-lable trial in Asian patients. Human Psychopharmacology, 25, 230–235.CrossRefPubMed
Metadata
Title
Mapping the Positive and Negative Syndrome Scale scores to EQ-5D-5L and SF-6D utility scores in patients with schizophrenia
Authors
Edimansyah Abdin
Siow Ann Chong
Esmond Seow
Swapna Verma
Kelvin Bryan Tan
Mythily Subramaniam
Publication date
01-01-2019
Publisher
Springer International Publishing
Published in
Quality of Life Research / Issue 1/2019
Print ISSN: 0962-9343
Electronic ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-018-2037-7

Other articles of this Issue 1/2019

Quality of Life Research 1/2019 Go to the issue