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Published in: Quality of Life Research 2/2014

01-03-2014 | Brief Communication

Use of factor analysis models to evaluate measurement invariance property of the Asthma Control Questionnaire (ACQ)

Authors: Yan Yan, Wei Wu, Robert C. Strunk, Jane Garbutt

Published in: Quality of Life Research | Issue 2/2014

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Abstract

Purposes

To demonstrate the assessment of measurement invariance property in a health status instrument and to increase the awareness of its importance, we evaluate the measurement invariance of the Asthma Control Questionnaire (ACQ) across age and gender subgroups.

Methods

Data are obtained from children 7–12 years of age at entry into a randomized trial, which evaluates the effect of a telephone coaching program on improving asthma outcome. Multi-group confirmatory factor analysis is used to assess the comparability of factor loadings and intercepts across age and gender subgroups. Since age is a continuous variable, two different categorizations (7–10 vs 11–12 and 7–9 vs 10–12) are analyzed.

Results

The factor loadings and intercepts of all six items in ACQ are comparable across gender subgroups. Although the factor loadings are comparable across age 7–10 and 11–12 subgroups, one intercept is statistically but not practically different. For age 7–9 versus 10–12 subgroup comparison, the factor loadings are not comparable.

Conclusion

In children, the ACQ can be used to compare asthma control construct between boys and girls and between age 7–10 and 11–12 subgroups. Measurement invariance is an important property that should be examined when the latent construct(s) are compared across different subgroups.
Literature
1.
go back to reference Kirshner, B., & Guyatt, G. (1985). A methodological framework for assessing health indices. Journal of Chronic Diseases, 38, 27–36.PubMedCrossRef Kirshner, B., & Guyatt, G. (1985). A methodological framework for assessing health indices. Journal of Chronic Diseases, 38, 27–36.PubMedCrossRef
2.
go back to reference Scientific Advisory Committee of the Medical Outcomes Trust. (2002). Assessing health status and quality-of-life instruments: Attributes and review criteria. Quality of Life Research, 11, 193–205.CrossRef Scientific Advisory Committee of the Medical Outcomes Trust. (2002). Assessing health status and quality-of-life instruments: Attributes and review criteria. Quality of Life Research, 11, 193–205.CrossRef
3.
go back to reference Terwee, C. B., Bot, S. D., de Boer, M. R., et al. (2007). Quality criteria were proposed for measurement properties of health status questionnaires. Journal of Clinical Epidemiology, 60, 34–42.PubMedCrossRef Terwee, C. B., Bot, S. D., de Boer, M. R., et al. (2007). Quality criteria were proposed for measurement properties of health status questionnaires. Journal of Clinical Epidemiology, 60, 34–42.PubMedCrossRef
4.
go back to reference Juniper, E. F., O’Byrne, P. M., Guyatt, G. H., Ferrie, P. J., & King, D. R. (1999). Development and validation of a questionnaire to measure asthma control. European Respiratory Journal, 14, 902–907.PubMedCrossRef Juniper, E. F., O’Byrne, P. M., Guyatt, G. H., Ferrie, P. J., & King, D. R. (1999). Development and validation of a questionnaire to measure asthma control. European Respiratory Journal, 14, 902–907.PubMedCrossRef
5.
go back to reference Juniper, E. F., Gruffydd-Jones, K., Ward, S., & Svensson, K. (2010). Asthma Control Questionnaire in children: Validation, measurement properties, interpretation. European Respiratory Journal, 36, 1410–1416.PubMedCrossRef Juniper, E. F., Gruffydd-Jones, K., Ward, S., & Svensson, K. (2010). Asthma Control Questionnaire in children: Validation, measurement properties, interpretation. European Respiratory Journal, 36, 1410–1416.PubMedCrossRef
6.
go back to reference Juniper, E. F., Svensson, K., Mork, A. C., & Stahl, E. (2005). Measurement properties and interpretation of three shortened versions of the Asthma Control Questionnaire. Respiratory Medicine, 99, 553–558.PubMedCrossRef Juniper, E. F., Svensson, K., Mork, A. C., & Stahl, E. (2005). Measurement properties and interpretation of three shortened versions of the Asthma Control Questionnaire. Respiratory Medicine, 99, 553–558.PubMedCrossRef
7.
go back to reference Garbutt, J. M., Highstein, G., Yan, Y., & Strunk, R. C. (2012). Partner randomized controlled trial: Study protocol and coaching intervention. BMC Pediatrics, 12, 42.PubMedCentralPubMedCrossRef Garbutt, J. M., Highstein, G., Yan, Y., & Strunk, R. C. (2012). Partner randomized controlled trial: Study protocol and coaching intervention. BMC Pediatrics, 12, 42.PubMedCentralPubMedCrossRef
8.
go back to reference Little, T. D., & Slegers, D. W. (2005). Factor analysis: Multiple groups. In B. S. Everitt & D. C. Howell (Eds.), Encyclopedia of statistics in behavioral science (pp. 617–623). Chichester: Wiley. Little, T. D., & Slegers, D. W. (2005). Factor analysis: Multiple groups. In B. S. Everitt & D. C. Howell (Eds.), Encyclopedia of statistics in behavioral science (pp. 617–623). Chichester: Wiley.
9.
go back to reference Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariate structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A multidisciplinary Journal, 6, 1–55.CrossRef Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariate structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A multidisciplinary Journal, 6, 1–55.CrossRef
10.
go back to reference Millsap, R. E. (2011). Statistical approaches to measurement invariance. New York: Routledge. Millsap, R. E. (2011). Statistical approaches to measurement invariance. New York: Routledge.
11.
go back to reference Byrne, B. M., Shavelson, R. J., & Muthen, B. O. (1989). Testing for the equivalence of factor covariance and mean structures: The issue of partial measurement invariance. Psychological Bulletin, 105, 456–466.CrossRef Byrne, B. M., Shavelson, R. J., & Muthen, B. O. (1989). Testing for the equivalence of factor covariance and mean structures: The issue of partial measurement invariance. Psychological Bulletin, 105, 456–466.CrossRef
12.
go back to reference Millsap, R. E., & Kwok, O. M. (2004). Evaluating the impact of partial factorial invariance on selection in two populations. Psychological Methods, 9, 93–115.PubMedCrossRef Millsap, R. E., & Kwok, O. M. (2004). Evaluating the impact of partial factorial invariance on selection in two populations. Psychological Methods, 9, 93–115.PubMedCrossRef
13.
go back to reference SAS. SAS Institute Inc. (2010). SAS/STAT software. Release 9.3 Edition. Release 9.1 ed. Cary: SAS Institute Inc. SAS. SAS Institute Inc. (2010). SAS/STAT software. Release 9.3 Edition. Release 9.1 ed. Cary: SAS Institute Inc.
14.
go back to reference Muthen, L. K., & Muthén, B. O. (1998–2010). Mplus user’s guide. (6th ed.). Los Angeles, CA: Muthen & Muthen. Muthen, L. K., & Muthén, B. O. (1998–2010). Mplus user’s guide. (6th ed.). Los Angeles, CA: Muthen & Muthen.
15.
go back to reference Muthén, B., & Asparouhov, T. (2013). BSEM measurement invariance analysis. Web note 17. Muthén, B., & Asparouhov, T. (2013). BSEM measurement invariance analysis. Web note 17.
16.
go back to reference Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233–255.CrossRef Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233–255.CrossRef
17.
go back to reference Meade, A. W., Johnson, E. C., & Braddy, P. W. (2008). Power and sensitivity of alternative fit indices in tests of measurement invariance. Journal of Applied Psychology, 93, 568–592.PubMedCrossRef Meade, A. W., Johnson, E. C., & Braddy, P. W. (2008). Power and sensitivity of alternative fit indices in tests of measurement invariance. Journal of Applied Psychology, 93, 568–592.PubMedCrossRef
Metadata
Title
Use of factor analysis models to evaluate measurement invariance property of the Asthma Control Questionnaire (ACQ)
Authors
Yan Yan
Wei Wu
Robert C. Strunk
Jane Garbutt
Publication date
01-03-2014
Publisher
Springer International Publishing
Published in
Quality of Life Research / Issue 2/2014
Print ISSN: 0962-9343
Electronic ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-013-0474-x

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