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Erschienen in: Quality of Life Research 9/2013

01.11.2013

Can pain and function be distinguished in the Oxford Knee Score in a meaningful way? An exploratory and confirmatory factor analysis

verfasst von: Kristina Harris, Jill Dawson, Helen Doll, Richard E. Field, David W. Murray, Raymond Fitzpatrick, Crispin Jenkinson, Andrew J. Price, David J. Beard

Erschienen in: Quality of Life Research | Ausgabe 9/2013

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Abstract

Purpose

The purpose of this paper was to examine if pain and functioning can be distinguished in the Oxford Knee Score (OKS) in a meaningful way. This was done by (1) conducting exploratory factor analysis to explore the factorial structure of the OKS and (2) conducting confirmatory factor analysis to examine whether a two-factor solution is superior to a one-factor solution.

Methods

Secondary data analysis of four independent datasets containing OKS scores on 161,973 patients was performed. Four independent datasets contained data on: (1) 156, 788 patients from the NHS HES/PROMS dataset, (2) 2,405 consecutive patients from the South West London Elective Operating Centre, (3) 2,353 patients enrolled in the Knee Arthroplasty Trial and (4) 427 consecutive patients listed for knee replacement surgery at the Nuffield Orthopaedic Centre in Oxford.

Results

Factor extraction methods suggested that, depending on the method employed, both one- and two-factor solutions are meaningful. Overall and in each data set some cross-loading occurred and item loadings were consistent across two factors. On confirmatory factor analysis, both one- and two-factor models had acceptable fit indices. This allowed the creation of the ‘OKS pain component’ and the ‘OKS functional component’ subscales.

Conclusions

Factor analysis confirmed the original conceptual basis of the OKS but offered an option to perform additional analyses using pain and functional subscales. Further research should focus on providing further evidence on construct validity and responsiveness of the newly derived subscales.

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Fußnoten
1
Full reports on known issues about data quality for HES datasets are available online [14].
 
Literatur
2.
Zurück zum Zitat National Joint Registry for England and Wales (2011). 8th annual report. Hemel Hempstead, Hertfordshire, UK. National Joint Registry for England and Wales (2011). 8th annual report. Hemel Hempstead, Hertfordshire, UK.
3.
Zurück zum Zitat Dawson, J., Fitzpatrick, R., Murray, D., & Carr, A. (1998). Questionnaire on the perceptions of patients about total knee replacement. Journal of Bone and Joint Surgery. British Volume, 80(1), 63–69.CrossRef Dawson, J., Fitzpatrick, R., Murray, D., & Carr, A. (1998). Questionnaire on the perceptions of patients about total knee replacement. Journal of Bone and Joint Surgery. British Volume, 80(1), 63–69.CrossRef
4.
5.
Zurück zum Zitat Devlin, N. J., & Appleby, J. (2010). Getting the most out of PROMs. London: King’s Fund, Office of Health Economics. Devlin, N. J., & Appleby, J. (2010). Getting the most out of PROMs. London: King’s Fund, Office of Health Economics.
6.
Zurück zum Zitat Gooberman-Hill, R., Woolhead, G., MacKichan, F., Ayis, S., Williams, S., & Dieppe, P. (2007). Assessing chronic joint pain: Lessons from a focus group study. Arthritis Care & Research, 57(4), 666–671.CrossRef Gooberman-Hill, R., Woolhead, G., MacKichan, F., Ayis, S., Williams, S., & Dieppe, P. (2007). Assessing chronic joint pain: Lessons from a focus group study. Arthritis Care & Research, 57(4), 666–671.CrossRef
7.
Zurück zum Zitat Heuts, P. H. T. G., Vlaeyen, J. W. S., Roelofs, J., de Bie, R. A., Aretz, K., van Weel, C., et al. (2004). Pain-related fear and daily functioning in patients with osteoarthritis. Pain, 110(1–2), 228–235.PubMedCrossRef Heuts, P. H. T. G., Vlaeyen, J. W. S., Roelofs, J., de Bie, R. A., Aretz, K., van Weel, C., et al. (2004). Pain-related fear and daily functioning in patients with osteoarthritis. Pain, 110(1–2), 228–235.PubMedCrossRef
8.
Zurück zum Zitat Dawson, J., Fitzpatrick, M., Churchman, D., Verjee-Lorenz, A., & Claysonm, D. (2010). User manual for the Oxford Knee Score (OKS). Isis Innovation Limited. Dawson, J., Fitzpatrick, M., Churchman, D., Verjee-Lorenz, A., & Claysonm, D. (2010). User manual for the Oxford Knee Score (OKS). Isis Innovation Limited.
9.
Zurück zum Zitat Conaghan, P. G., Emerton, M., & Tennant, A. (2007). Internal construct validity of the Oxford Knee Scale: Evidence from Rasch measurement. Arthritis Care & Research, 57(8), 1363–1367.CrossRef Conaghan, P. G., Emerton, M., & Tennant, A. (2007). Internal construct validity of the Oxford Knee Scale: Evidence from Rasch measurement. Arthritis Care & Research, 57(8), 1363–1367.CrossRef
10.
Zurück zum Zitat Baker, P., Van der Meulen, J., Lewsey, J., & Gregg, P. (2007). The role of pain and function in determining patient satisfaction after total knee replacement: Data from the National Joint Registry for England and Wales. Journal of Bone and Joint Surgery. British Volume, 89(7), 893. Baker, P., Van der Meulen, J., Lewsey, J., & Gregg, P. (2007). The role of pain and function in determining patient satisfaction after total knee replacement: Data from the National Joint Registry for England and Wales. Journal of Bone and Joint Surgery. British Volume, 89(7), 893.
11.
Zurück zum Zitat Harcourt, W., White, S., & Jones, P. (2001). Specificity of the Oxford knee status questionnaire. The effect of disease of the hip or lumbar spine on patients’ perception of knee disability. The Journal of Bone and Joint Surgery. British Volume, 83(3), 345.PubMedCrossRef Harcourt, W., White, S., & Jones, P. (2001). Specificity of the Oxford knee status questionnaire. The effect of disease of the hip or lumbar spine on patients’ perception of knee disability. The Journal of Bone and Joint Surgery. British Volume, 83(3), 345.PubMedCrossRef
12.
Zurück zum Zitat Scott, C., Howie, C., MacDonald, D., & Biant, L. (2010). Predicting dissatisfaction following total knee replacement: a prospective study of 1217 patients. Journal of Bone and Joint Surgery-British Volume, 92(9), 1253. Scott, C., Howie, C., MacDonald, D., & Biant, L. (2010). Predicting dissatisfaction following total knee replacement: a prospective study of 1217 patients. Journal of Bone and Joint Surgery-British Volume, 92(9), 1253.
13.
Zurück zum Zitat Lorenzo-Seva, U., & Ferrando, P. J. (2006). FACTOR: A computer program to fit the exploratory factor analysis model. Behavior Research Methods, 38(1), 88–91.PubMedCrossRef Lorenzo-Seva, U., & Ferrando, P. J. (2006). FACTOR: A computer program to fit the exploratory factor analysis model. Behavior Research Methods, 38(1), 88–91.PubMedCrossRef
15.
Zurück zum Zitat Murray, D., Fitzpatrick, R., Rogers, K., Pandit, H., Beard, D., Carr, A., et al. (2007). The use of the Oxford hip and knee scores. Journal of Bone and Joint Surgery-British Volume, 89(8), 1010. Murray, D., Fitzpatrick, R., Rogers, K., Pandit, H., Beard, D., Carr, A., et al. (2007). The use of the Oxford hip and knee scores. Journal of Bone and Joint Surgery-British Volume, 89(8), 1010.
16.
Zurück zum Zitat Bollen, K. A. (1989). Structural equations with latent variables. Wiley. Bollen, K. A. (1989). Structural equations with latent variables. Wiley.
17.
Zurück zum Zitat Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory. New York: McGraw-Hill. Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory. New York: McGraw-Hill.
18.
Zurück zum Zitat Olsson, U. (1979). Maximum likelihood estimation of the polychoric correlation coefficient. Psychometrika, 44(4), 443–460.CrossRef Olsson, U. (1979). Maximum likelihood estimation of the polychoric correlation coefficient. Psychometrika, 44(4), 443–460.CrossRef
19.
Zurück zum Zitat Flora, D. B., & Curran, P. J. (2004). An empirical evaluation of alternative methods of estimation for confirmatory factor analysis with ordinal data. Psychological Methods, 9(4), 466.PubMedCrossRef Flora, D. B., & Curran, P. J. (2004). An empirical evaluation of alternative methods of estimation for confirmatory factor analysis with ordinal data. Psychological Methods, 9(4), 466.PubMedCrossRef
20.
Zurück zum Zitat Norman, G. R., & Streiner, D. L. (2008). Biostatistics: The bare essentials. PMPH USA Ltd. Norman, G. R., & Streiner, D. L. (2008). Biostatistics: The bare essentials. PMPH USA Ltd.
21.
Zurück zum Zitat Floyd, F. J., & Widaman, K. F. (1995). Factor analysis in the development and refinement of clinical assessment instruments. Psychological Assessment, 7(3), 286.CrossRef Floyd, F. J., & Widaman, K. F. (1995). Factor analysis in the development and refinement of clinical assessment instruments. Psychological Assessment, 7(3), 286.CrossRef
22.
Zurück zum Zitat Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and psychological measurement, 20, 141–151. Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and psychological measurement, 20, 141–151.
23.
Zurück zum Zitat Zwick, W. R., & Velicer, W. F. (1986). Comparison of five rules for determining the number of components to retain. Psychological Bulletin, 99(3), 432.CrossRef Zwick, W. R., & Velicer, W. F. (1986). Comparison of five rules for determining the number of components to retain. Psychological Bulletin, 99(3), 432.CrossRef
24.
Zurück zum Zitat Ledesma, R. D., & Valero-Mora, P. (2007). Determining the number of factors to retain in EFA: An easy-to-use computer program for carrying out parallel analysis. Practical Assessment, Research & Evaluation, 12(2), 1–11. Ledesma, R. D., & Valero-Mora, P. (2007). Determining the number of factors to retain in EFA: An easy-to-use computer program for carrying out parallel analysis. Practical Assessment, Research & Evaluation, 12(2), 1–11.
25.
Zurück zum Zitat Cattell, R. B. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1(2), 245–276.CrossRef Cattell, R. B. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1(2), 245–276.CrossRef
26.
Zurück zum Zitat David, L. S. (1998). Factors affecting reliability of interpretations of scree plots. Psychological Reports, 83(2), 687–694.CrossRef David, L. S. (1998). Factors affecting reliability of interpretations of scree plots. Psychological Reports, 83(2), 687–694.CrossRef
27.
Zurück zum Zitat Velicer, W. F. (1976). Determining the number of components from the matrix of partial correlations. Psychometrika, 41(3), 321–327.CrossRef Velicer, W. F. (1976). Determining the number of components from the matrix of partial correlations. Psychometrika, 41(3), 321–327.CrossRef
28.
Zurück zum Zitat O’connor, B. P. (2000). SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test. Behavior Research Methods, 32(3), 396–402. O’connor, B. P. (2000). SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test. Behavior Research Methods, 32(3), 396–402.
29.
Zurück zum Zitat Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30(2), 179–185.PubMedCrossRef Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30(2), 179–185.PubMedCrossRef
30.
Zurück zum Zitat Timmerman, M. E., & Lorenzo-Seva, U. (2011). Dimensionality assessment of ordered polytomous items with parallel analysis. Psychological Methods, 16(2), 209.PubMedCrossRef Timmerman, M. E., & Lorenzo-Seva, U. (2011). Dimensionality assessment of ordered polytomous items with parallel analysis. Psychological Methods, 16(2), 209.PubMedCrossRef
31.
Zurück zum Zitat Hayton, J. C., Allen, D. G., & Scarpello, V. (2004). Factor retention decisions in exploratory factor analysis: A tutorial on parallel analysis. Organizational Research Methods, 7(2), 191.CrossRef Hayton, J. C., Allen, D. G., & Scarpello, V. (2004). Factor retention decisions in exploratory factor analysis: A tutorial on parallel analysis. Organizational Research Methods, 7(2), 191.CrossRef
32.
Zurück zum Zitat Velicer, W. F., Eaton, C. A., & Fava, J. L. (2000). Construct explication through factor or component analysis: A review and evaluation of alternative procedures for determining the number of factors or components. In: Problems and solutions in human assessment 2000 (pp. 41–71). USA: Springer. Velicer, W. F., Eaton, C. A., & Fava, J. L. (2000). Construct explication through factor or component analysis: A review and evaluation of alternative procedures for determining the number of factors or components. In: Problems and solutions in human assessment 2000 (pp. 41–71). USA: Springer.
33.
Zurück zum Zitat Fabrigar, L. R., Wegener, D. T., MacCallum, R. C., & Strahan, E. J. (1999). Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods, 4(3), 272.CrossRef Fabrigar, L. R., Wegener, D. T., MacCallum, R. C., & Strahan, E. J. (1999). Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods, 4(3), 272.CrossRef
34.
Zurück zum Zitat Maruyama, G. (1998). Basics of structural equation modelling. California: Thousand Oaks. Maruyama, G. (1998). Basics of structural equation modelling. California: Thousand Oaks.
35.
Zurück zum Zitat Browne, M. W., & Cudeck, R. (1993). Alternative ways of assessing model fit. Testing structural equation models, 154, 136–162. Browne, M. W., & Cudeck, R. (1993). Alternative ways of assessing model fit. Testing structural equation models, 154, 136–162.
36.
Zurück zum Zitat Streiner, D. L. (2003). Starting at the beginning: an introduction to coefficient alpha and internal consistency. Journal of Personality Assessment, 80(1), 99–103.PubMedCrossRef Streiner, D. L. (2003). Starting at the beginning: an introduction to coefficient alpha and internal consistency. Journal of Personality Assessment, 80(1), 99–103.PubMedCrossRef
37.
Zurück zum Zitat Stewart, A. L., & Ware, J. E. (1992). Measuring functioning and well-being: The medical outcomes study approach. USA: RAND Corporation. Stewart, A. L., & Ware, J. E. (1992). Measuring functioning and well-being: The medical outcomes study approach. USA: RAND Corporation.
38.
Zurück zum Zitat Costello, A. B., & Osborne, J. W. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research & Evaluation, 10(7), 1–9. Costello, A. B., & Osborne, J. W. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research & Evaluation, 10(7), 1–9.
39.
Zurück zum Zitat Boersma, K., & Linton, S. J. (2005). How does persistent pain develop? An analysis of the relationship between psychological variables, pain and function across stages of chronicity. Behaviour Research and Therapy, 43(11), 1495–1507.PubMedCrossRef Boersma, K., & Linton, S. J. (2005). How does persistent pain develop? An analysis of the relationship between psychological variables, pain and function across stages of chronicity. Behaviour Research and Therapy, 43(11), 1495–1507.PubMedCrossRef
40.
Zurück zum Zitat Dekker, J., Van Dijk, G. M., & Veenhof, C. (2009). Risk factors for functional decline in osteoarthritis of the hip or knee. Current Opinion in Rheumatology, 21(5), 520.PubMedCrossRef Dekker, J., Van Dijk, G. M., & Veenhof, C. (2009). Risk factors for functional decline in osteoarthritis of the hip or knee. Current Opinion in Rheumatology, 21(5), 520.PubMedCrossRef
41.
Zurück zum Zitat Kline, R. B. (2010). Principles and practice of structural equation modelling. New York: Guilford Press. Kline, R. B. (2010). Principles and practice of structural equation modelling. New York: Guilford Press.
42.
Zurück zum Zitat Cliff, N. (1983). Some cautions concerning the application of causal modelling methods. Multivariate Behavioral Research, 18(1), 115–126.CrossRef Cliff, N. (1983). Some cautions concerning the application of causal modelling methods. Multivariate Behavioral Research, 18(1), 115–126.CrossRef
Metadaten
Titel
Can pain and function be distinguished in the Oxford Knee Score in a meaningful way? An exploratory and confirmatory factor analysis
verfasst von
Kristina Harris
Jill Dawson
Helen Doll
Richard E. Field
David W. Murray
Raymond Fitzpatrick
Crispin Jenkinson
Andrew J. Price
David J. Beard
Publikationsdatum
01.11.2013
Verlag
Springer Netherlands
Erschienen in
Quality of Life Research / Ausgabe 9/2013
Print ISSN: 0962-9343
Elektronische ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-013-0393-x

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