A Rasch and factor analysis of the Functional Assessment of Cancer Therapy-General (FACT-G)
- PMID: 17448239
- PMCID: PMC1863414
- DOI: 10.1186/1477-7525-5-19
A Rasch and factor analysis of the Functional Assessment of Cancer Therapy-General (FACT-G)
Abstract
Background: Although the Functional Assessment of Cancer Therapy--General questionnaire (FACT-G) has been validated few studies have explored the factor structure of the instrument, in particular using non-sample dependent measurement techniques, such as Rasch Models. Furthermore, few studies have explored the relationship between item fit to the Rasch Model and clinical utility. The aim of this study was to investigate the dimensionality and measurement properties of the FACT-G with Rasch Models and Factor analysis.
Methods: A factor analysis and Rasch analysis (Partial Credit Model) was carried out on the FACT-G completed by a heterogeneous sample of cancer patients (n = 465). For the Rasch analysis item fit (infit mean squares > or = 1.30), dimensionality and item invariance were assessed. The impact of removing misfitting items on the clinical utility of the subscales and FACT-G total scale was also assessed.
Results: The factor analysis demonstrated a four factor structure of the FACT-G which broadly corresponded to the four subscales of the instrument. Internal consistency for these four scales was very good (Cronbach's alpha 0.72 - 0.85). The Rasch analysis demonstrated that each of the subscales and the FACT-G total scale had misfitting items (infit means square > or = 1.30). All these scales with the exception of the Social & Family Well-being Scale (SFWB) were unidimensional. When misfitting items were removed, the effect sizes and the clinical utility of the instrument were maintained for the subscales and the total FACT-G scores.
Conclusion: The results of the traditional factor analysis and Rasch analysis of the FACT-G broadly agreed. Caution should be exercised when utilising the Social & Family Well-being scale and further work is required to determine whether this scale is best represented by two factors. Additionally, removing misfitting items from scales should be performed alongside an assessment of the impact on clinical utility.
Similar articles
-
A Rasch and confirmatory factor analysis of the general health questionnaire (GHQ)--12.Health Qual Life Outcomes. 2010 Apr 30;8:45. doi: 10.1186/1477-7525-8-45. Health Qual Life Outcomes. 2010. PMID: 20433690 Free PMC article.
-
The impact of vision impairment questionnaire: an assessment of its domain structure using confirmatory factor analysis and rasch analysis.Invest Ophthalmol Vis Sci. 2007 Mar;48(3):1001-6. doi: 10.1167/iovs.06-0361. Invest Ophthalmol Vis Sci. 2007. PMID: 17325138
-
The FACT-Melanoma quality-of-life instrument: comparison of a five-point and four-point response scale using the Rasch measurement model.Melanoma Res. 2013 Feb;23(1):61-9. doi: 10.1097/CMR.0b013e32835c7dd9. Melanoma Res. 2013. PMID: 23262441
-
An evaluation of the Minnesota Living with Heart Failure Questionnaire using Rasch analysis.Qual Life Res. 2014 Aug;23(6):1753-65. doi: 10.1007/s11136-013-0617-0. Epub 2014 Jan 12. Qual Life Res. 2014. PMID: 24414195
-
Reliability across studies from the functional assessment of cancer therapy-general (FACT-G) and its subscales: a reliability generalization.Qual Life Res. 2008 Nov;17(9):1137-46. doi: 10.1007/s11136-008-9398-2. Epub 2008 Oct 8. Qual Life Res. 2008. PMID: 18841493 Review.
Cited by
-
Reliability and validity of the simplified Chinese version of the Functional Assessment of Cancer Therapy-Immune Checkpoint Modulator.Qual Life Res. 2023 Jun;32(6):1581-1593. doi: 10.1007/s11136-022-03318-5. Epub 2022 Dec 12. Qual Life Res. 2023. PMID: 36508144
-
Applying the revised Chinese Job Content Questionnaire to assess psychosocial work conditions among Taiwan's hospital workers.BMC Public Health. 2011 Jun 18;11:478. doi: 10.1186/1471-2458-11-478. BMC Public Health. 2011. PMID: 21682912 Free PMC article.
-
A web-based computerized adaptive testing (CAT) to assess patient perception in hospitalization.J Med Internet Res. 2011 Aug 15;13(3):e61. doi: 10.2196/jmir.1785. J Med Internet Res. 2011. PMID: 21844001 Free PMC article.
-
A nurse- and peer-led support program to assist women in gynaecological oncology receiving curative radiotherapy, the PeNTAGOn study (peer and nurse support trial to assist women in gynaecological oncology): study protocol for a randomised controlled trial.Trials. 2013 Feb 11;14:39. doi: 10.1186/1745-6215-14-39. Trials. 2013. PMID: 23399476 Free PMC article. Clinical Trial.
-
Validation of Quality of Life Instruments for Cancer Patients - Colorectal Cancer (QLICP-CR) in patients with colorectal cancer in Northeast China.BMC Cancer. 2018 Dec 7;18(1):1228. doi: 10.1186/s12885-018-5135-6. BMC Cancer. 2018. PMID: 30526549 Free PMC article.
References
-
- 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. The Functional Assessment of Cancer Therapy Scale: Development and validation of the general measure. J Clin Oncol. 1993;11:570–579. - PubMed
MeSH terms
LinkOut - more resources
Full Text Sources