Estimation of Patient Preference-Based Utility Weights from the Functional Assessment of Cancer Therapy—General
The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients. Data for 1433 cancer patients were randomly separated into c...
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| Published in | Value in health Vol. 10; no. 4; pp. 266 - 272 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Malden, USA
Elsevier Inc
01.07.2007
Blackwell Publishing Inc |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1098-3015 1524-4733 1524-4733 |
| DOI | 10.1111/j.1524-4733.2007.00181.x |
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| Abstract | The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients.
Data for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT-G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group—Performance Status (ECOG-PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm.
The algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832,
P < 0.01). Mean utilities were wellpredicted (mean absolute difference < 0.03,
P > 0.05) for most subgroups defined by ECOG-PS and Short Form-36 physical functioning scores, and responses to the FACT-G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states.
A FACT-G-based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference-based measures of health-related quality of life. Patient-based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment. |
|---|---|
| AbstractList | The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients.
Data for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT-G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group—Performance Status (ECOG-PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm.
The algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832,
P < 0.01). Mean utilities were wellpredicted (mean absolute difference < 0.03,
P > 0.05) for most subgroups defined by ECOG-PS and Short Form-36 physical functioning scores, and responses to the FACT-G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states.
A FACT-G-based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference-based measures of health-related quality of life. Patient-based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment. ABSTRACT Objective: The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT‐G) to time trade‐off (TTO) utilities based on utilities for current health elicited from cancer patients. Methods: Data for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT‐G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group—Performance Status (ECOG‐PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm. Results: The algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832, P < 0.01). Mean utilities were wellpredicted (mean absolute difference < 0.03, P > 0.05) for most subgroups defined by ECOG‐PS and Short Form‐36 physical functioning scores, and responses to the FACT‐G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states. Conclusions: A FACT‐G‐based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference‐based measures of health‐related quality of life. Patient‐based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment. The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy - General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients. Data for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT-G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group - Performance Status (ECOG-PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm. The algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832, P < 0.01). Mean utilities were well predicted (mean absolute difference < 0.03, P > 0.05) for most subgroups defined by ECOG-PS and Short Form-36 physical functioning scores, and responses to the FACT-G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states. A FACT-G-based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference-based measures of health-related quality of life. Patient-based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment. Abstract Objectives The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients. Methods Data for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT-G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group—Performance Status (ECOG-PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm. Results The algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832, P < 0.01). Mean utilities were wellpredicted (mean absolute difference < 0.03, P > 0.05) for most subgroups defined by ECOG-PS and Short Form-36 physical functioning scores, and responses to the FACT-G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states. Conclusion A FACT-G-based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference-based measures of health-related quality of life. Patient-based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment. The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy - General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients.OBJECTIVEThe goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy - General (FACT-G) to time trade-off (TTO) utilities based on utilities for current health elicited from cancer patients.Data for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT-G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group - Performance Status (ECOG-PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm.METHODSData for 1433 cancer patients were randomly separated into construction and validation samples. Four FACT-G questions were selected for inclusion based on correlation with Eastern Clinical Oncology Group - Performance Status (ECOG-PS) scores and TTO utilities. Item response theory was used to collapse response categories. Ordinary least squares regression with the constant constrained to one was used to estimate the algorithm.The algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832, P < 0.01). Mean utilities were well predicted (mean absolute difference < 0.03, P > 0.05) for most subgroups defined by ECOG-PS and Short Form-36 physical functioning scores, and responses to the FACT-G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states.RESULTSThe algorithm estimated mean utility for the full validation sample within three points of observed mean utility (0.805 vs. 0.832, P < 0.01). Mean utilities were well predicted (mean absolute difference < 0.03, P > 0.05) for most subgroups defined by ECOG-PS and Short Form-36 physical functioning scores, and responses to the FACT-G overall quality of life item. Nevertheless, the algorithm systematically overpredicted utilities for poorer health states.A FACT-G-based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference-based measures of health-related quality of life. Patient-based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment.CONCLUSIONSA FACT-G-based algorithm of cancer patient utilities was developed that estimates group mean utility scores with accuracy comparable to other indirect preference-based measures of health-related quality of life. Patient-based preferences for health outcomes of cancer treatment may be useful in multiple situations, such as managing resources within cancer centers and in understanding health states preferences among cancer experienced patients before and after treatment. |
| Author | Nickolov, Angel Dobrez, Deborah Lai, Jin-Shei Pickard, A. Simon Cella, David |
| Author_xml | – sequence: 1 givenname: Deborah surname: Dobrez fullname: Dobrez, Deborah email: ddobrez@uic.edu organization: School of Public Health, University of Illinois at Chicago, Chicago, IL, USA – sequence: 2 givenname: David surname: Cella fullname: Cella, David organization: Center on Outcomes, Research, and Education, Evanston Northwestern Healthcare, Evanston, IL, USA – sequence: 3 givenname: A. Simon surname: Pickard fullname: Pickard, A. Simon organization: Center for Pharmacoeconomic Research and Department of Pharmacy Practice, College of Pharmacy, University of Illinois at Chicago, Chicago, IL, USA – sequence: 4 givenname: Jin-Shei surname: Lai fullname: Lai, Jin-Shei organization: Center on Outcomes, Research, and Education, Evanston Northwestern Healthcare, Evanston, IL, USA – sequence: 5 givenname: Angel surname: Nickolov fullname: Nickolov, Angel organization: Mallinckrodt/Tyco Healthcare, St. Louis, MO, USA |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/17645681$$D View this record in MEDLINE/PubMed |
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| Keywords | utility cancer time trade-off quality of life |
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| Snippet | The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT-G) to time trade-off... Abstract Objectives The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT-G) to... ABSTRACT Objective: The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy—General (FACT‐G)... The goal of this study was to estimate an algorithm to convert responses to the Functional Assessment of Cancer Therapy - General (FACT-G) to time trade-off... |
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| SubjectTerms | Activities of Daily Living Adolescent Adult Aged, 80 and over Algorithms cancer Female Health Status Humans Internal Medicine Interviews as Topic Male Middle Aged Neoplasms - drug therapy Patient Satisfaction - statistics & numerical data Quality of Life Retrospective Studies Surveys and Questionnaires time trade-off United States utility |
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| Title | Estimation of Patient Preference-Based Utility Weights from the Functional Assessment of Cancer Therapy—General |
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