TY - JOUR
T1 - Mapping chronic liver disease questionnaire scores onto SF-6D utility values in patients with primary sclerosing cholangitis
AU - Kalaitzakis, Evangelos
AU - Benito de Valle, Maria
AU - Rahman, Monira
AU - Lindkvist, Björn
AU - Björnsson, Einar
AU - Chapman, Roger
AU - Kontodimopoulos, Nick
PY - 2016/4
Y1 - 2016/4
N2 - PURPOSE: The chronic liver disease questionnaire (CLDQ) is a frequently used liver-specific quality of life instrument, but it does not provide information on preference-adjusted health status, which is essential for cost-utility analysis. We aimed to develop a mapping function deriving utilities from the CLDQ in primary sclerosing cholangitis (PSC).METHODS: Short form-6D (SF-6D) utilities were calculated from SF-36 data collected in a recent prospective study in which unselected patients with PSC also completed the CLDQ. Ordinary least squares (OLS), generalized linear, median, and kernel regression analyses were employed to devise a mapping function predicting utilities. This was validated in three random subsamples of the cohort and in a separate sample of PSC patients following liver transplantation. Adjusted R (2) and root-mean-square error (RMSE) as well as Pearson's r coefficients and mean absolute errors between predicted and observed values were used to determine model performance.RESULTS: Decompensated liver disease and fatigue, systemic symptoms, and emotional distress, assessed with the CLDQ, were related to worse SF-6D utilities. The final OLS prediction model explained 66.3 % of the variance in the derivation sample. Predicted and observed utilities were strongly correlated (r = 0.807, p < 0.001), but the mean absolute error (0.0604) and adjusted RMSE (10.6 %) were of intermediate size. Similar model characteristics were observed after employment of generalized linear and median regression models and at validation.CONCLUSIONS: A model has been constructed, showing good validity predicting SF-6D utilities from CLDQ scores at the group level in PSC. Further testing is required to externally validate the model.
AB - PURPOSE: The chronic liver disease questionnaire (CLDQ) is a frequently used liver-specific quality of life instrument, but it does not provide information on preference-adjusted health status, which is essential for cost-utility analysis. We aimed to develop a mapping function deriving utilities from the CLDQ in primary sclerosing cholangitis (PSC).METHODS: Short form-6D (SF-6D) utilities were calculated from SF-36 data collected in a recent prospective study in which unselected patients with PSC also completed the CLDQ. Ordinary least squares (OLS), generalized linear, median, and kernel regression analyses were employed to devise a mapping function predicting utilities. This was validated in three random subsamples of the cohort and in a separate sample of PSC patients following liver transplantation. Adjusted R (2) and root-mean-square error (RMSE) as well as Pearson's r coefficients and mean absolute errors between predicted and observed values were used to determine model performance.RESULTS: Decompensated liver disease and fatigue, systemic symptoms, and emotional distress, assessed with the CLDQ, were related to worse SF-6D utilities. The final OLS prediction model explained 66.3 % of the variance in the derivation sample. Predicted and observed utilities were strongly correlated (r = 0.807, p < 0.001), but the mean absolute error (0.0604) and adjusted RMSE (10.6 %) were of intermediate size. Similar model characteristics were observed after employment of generalized linear and median regression models and at validation.CONCLUSIONS: A model has been constructed, showing good validity predicting SF-6D utilities from CLDQ scores at the group level in PSC. Further testing is required to externally validate the model.
KW - Algorithms
KW - Cholangitis, Sclerosing
KW - Cost-Benefit Analysis
KW - Female
KW - Health Status
KW - Humans
KW - Least-Squares Analysis
KW - Liver Diseases
KW - Liver Transplantation
KW - Male
KW - Middle Aged
KW - Models, Theoretical
KW - Prospective Studies
KW - Quality of Life
KW - Surveys and Questionnaires
KW - Journal Article
KW - Research Support, Non-U.S. Gov't
U2 - 10.1007/s11136-015-1161-x
DO - 10.1007/s11136-015-1161-x
M3 - Journal article
C2 - 26471264
SN - 0962-9343
VL - 25
SP - 947
EP - 957
JO - Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation
JF - Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation
IS - 4
ER -