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Gepubliceerd in: Quality of Life Research 9/2017

17-06-2017

Screening for depression in arthritis populations: an assessment of differential item functioning in three self-reported questionnaires

Auteurs: Jinxiang Hu, Michael M. Ward

Gepubliceerd in: Quality of Life Research | Uitgave 9/2017

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Abstract

Purpose

To determine if persons with arthritis differ systematically from persons without arthritis in how they respond to questions on three depression questionnaires, which include somatic items such as fatigue and sleep disturbance.

Methods

We extracted data on the Centers for Epidemiological Studies Depression (CES-D) scale, the Patient Health Questionnaire-9 (PHQ-9), and the Kessler-6 (K-6) scale from three large population-based national surveys. We assessed items on these questionnaires for differential item functioning (DIF) between persons with and without self-reported physician-diagnosed arthritis using multiple indicator multiple cause models, which controlled for the underlying level of depression and important confounders. We also examined if DIF by arthritis status was similar between women and men.

Results

Although five items of the CES-D, one item of the PHQ-9, and five items of the K-6 scale had evidence of DIF based on statistical comparisons, the magnitude of each difference was less than the threshold of a small effect. The statistical differences were a function of the very large sample sizes in the surveys. Effect sizes for DIF were similar between women and men except for two items on the Patient Health Questionnaire-9. For each questionnaire, DIF accounted for 8% or less of the arthritis-depression association, and excluding items with DIF did not reduce the difference in depression scores between those with and without arthritis.

Conclusions

Persons with arthritis respond to items on the CES-D, PHQ-9, and K-6 depression scales similarly to persons without arthritis, despite the inclusion of somatic items in these scales.
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Literatuur
1.
go back to reference Naughton, M. J., Shumaker, S. A., Anderson, R. T., & Czajkowski, S. M. (1996). Psychological aspects of health-related quality of life measurement: Tests and scales. In B. Spilker (Ed.), Quality of life and pharmacoeconomics in clinical trials (2nd ed., pp. 117–131). Philadelphia: Lippincott-Raven Publishers. Naughton, M. J., Shumaker, S. A., Anderson, R. T., & Czajkowski, S. M. (1996). Psychological aspects of health-related quality of life measurement: Tests and scales. In B. Spilker (Ed.), Quality of life and pharmacoeconomics in clinical trials (2nd ed., pp. 117–131). Philadelphia: Lippincott-Raven Publishers.
2.
go back to reference Smarr, K. L. (2003). Measures of depression and depressive symptoms. Arthritis and Rheumatism, 49(S5), S134–S146.CrossRef Smarr, K. L. (2003). Measures of depression and depressive symptoms. Arthritis and Rheumatism, 49(S5), S134–S146.CrossRef
3.
go back to reference Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401.CrossRef Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401.CrossRef
4.
go back to reference Spitzer, R. L., Kroenke, K., Williams, J. B., & Patient Health Questionnaire Primary Care Study Group. (1999). Validation and utility of a self-report version of PRIME-MD: The PHQ primary care study. JAMA, 282(18), 1737–1744.CrossRefPubMed Spitzer, R. L., Kroenke, K., Williams, J. B., & Patient Health Questionnaire Primary Care Study Group. (1999). Validation and utility of a self-report version of PRIME-MD: The PHQ primary care study. JAMA, 282(18), 1737–1744.CrossRefPubMed
5.
go back to reference Kessler, R. C., Barker, P. R., Colpe, L. J., Epstein, J. F., Gfroerer, J. C., Hiripi, E., et al. (2003). Screening for serious mental illness in the general population. Archives of General Psychiatry, 60(2), 184–189.CrossRefPubMed Kessler, R. C., Barker, P. R., Colpe, L. J., Epstein, J. F., Gfroerer, J. C., Hiripi, E., et al. (2003). Screening for serious mental illness in the general population. Archives of General Psychiatry, 60(2), 184–189.CrossRefPubMed
6.
go back to reference Breslau, J., Javaras, K. N., Blacker, D., Murphy, J. M., & Normand, S. L. (2008). Differential item functioning between ethnic groups in the epidemiological assessment of depression. The Journal of Nervous and Mental Disease, 196(4), 297–306.PubMedPubMedCentralCrossRef Breslau, J., Javaras, K. N., Blacker, D., Murphy, J. M., & Normand, S. L. (2008). Differential item functioning between ethnic groups in the epidemiological assessment of depression. The Journal of Nervous and Mental Disease, 196(4), 297–306.PubMedPubMedCentralCrossRef
7.
go back to reference Holland, P. W., & Wainer, H. (Eds.). (1993). Differential item functioning. Hillsdale: Erlbaum. Holland, P. W., & Wainer, H. (Eds.). (1993). Differential item functioning. Hillsdale: Erlbaum.
8.
go back to reference Teresi, J. A., Ramirez, M., Lai, J. S., & Silver, S. (2008). Occurrences and sources of Differential Item Functioning (DIF) in patient-reported outcome measures: Description of DIF methods, and review of measures of depression, quality of life and general health. Psychology Science Quarterly, 50(4), 538.PubMedPubMedCentral Teresi, J. A., Ramirez, M., Lai, J. S., & Silver, S. (2008). Occurrences and sources of Differential Item Functioning (DIF) in patient-reported outcome measures: Description of DIF methods, and review of measures of depression, quality of life and general health. Psychology Science Quarterly, 50(4), 538.PubMedPubMedCentral
9.
go back to reference Kim, Y., Pilkonis, P. A., Frank, E., Thase, M. E., & Reynolds, C. F. (2002). Differential functioning of the Beck Depression Inventory in late-life patients: Use of item response theory. Psychology and Aging, 17(3), 379–391.PubMedCrossRef Kim, Y., Pilkonis, P. A., Frank, E., Thase, M. E., & Reynolds, C. F. (2002). Differential functioning of the Beck Depression Inventory in late-life patients: Use of item response theory. Psychology and Aging, 17(3), 379–391.PubMedCrossRef
10.
go back to reference Balsis, S., & Cully, J. A. (2008). Comparing depression diagnostic symptoms across younger and older adults. Aging and Mental Health, 12(6), 800–806.CrossRefPubMed Balsis, S., & Cully, J. A. (2008). Comparing depression diagnostic symptoms across younger and older adults. Aging and Mental Health, 12(6), 800–806.CrossRefPubMed
11.
go back to reference Berkman, L. F., Berkman, C. S., Kasl, S., Freeman, D. H., Jr., Leo, L., Ostfeld, A. M., et al. (1986). Depressive symptoms in relation to physical health and functioning in the elderly. American Journal of Epidemiology, 124(3), 372–388.CrossRefPubMed Berkman, L. F., Berkman, C. S., Kasl, S., Freeman, D. H., Jr., Leo, L., Ostfeld, A. M., et al. (1986). Depressive symptoms in relation to physical health and functioning in the elderly. American Journal of Epidemiology, 124(3), 372–388.CrossRefPubMed
12.
go back to reference Blalock, S. J., DeVellis, R. F., Brown, G. K., & Wallston, K. A. (1989). Validity of the Center for Epidemiological Studies Depression scale in arthritis populations. Arthritis and Rheumatism, 32(8), 991–997.CrossRefPubMed Blalock, S. J., DeVellis, R. F., Brown, G. K., & Wallston, K. A. (1989). Validity of the Center for Epidemiological Studies Depression scale in arthritis populations. Arthritis and Rheumatism, 32(8), 991–997.CrossRefPubMed
13.
go back to reference Peck, J. R., Smith, T. W., Ward, J. R., & Milano, R. (1989). Disability and depression in rheumatoid arthritis. A multi-trait, multi-method investigation. Arthritis and Rheumatism, 32(9), 1100–1106.CrossRefPubMed Peck, J. R., Smith, T. W., Ward, J. R., & Milano, R. (1989). Disability and depression in rheumatoid arthritis. A multi-trait, multi-method investigation. Arthritis and Rheumatism, 32(9), 1100–1106.CrossRefPubMed
14.
go back to reference Callahan, L. F., Kaplan, M. R., & Pincus, T. (1991). The Beck Depression Inventory, Center for Epidemiological Studies Depression scale (CES-D), and General Well-Being Schedule Depression subscale in rheumatoid arthritis. Criterion contamination of responses. Arthritis and Rheumatism, 4(1), 3–11.CrossRef Callahan, L. F., Kaplan, M. R., & Pincus, T. (1991). The Beck Depression Inventory, Center for Epidemiological Studies Depression scale (CES-D), and General Well-Being Schedule Depression subscale in rheumatoid arthritis. Criterion contamination of responses. Arthritis and Rheumatism, 4(1), 3–11.CrossRef
15.
go back to reference Pincus, T., Hassett, A. L., & Callahan, L. F. (2009). Criterion contamination of depression scales in patients with rheumatoid arthritis: The need for interpretation of patient questionnaires (as all clinical measures) in the context of all information about the patient. Rheumatic Disease Clinics of North America, 35(4), 861–864.CrossRefPubMed Pincus, T., Hassett, A. L., & Callahan, L. F. (2009). Criterion contamination of depression scales in patients with rheumatoid arthritis: The need for interpretation of patient questionnaires (as all clinical measures) in the context of all information about the patient. Rheumatic Disease Clinics of North America, 35(4), 861–864.CrossRefPubMed
16.
go back to reference Covic, T., Pallant, J. F., Conaghan, P. G., & Tennant, A. (2007). A longitudinal evaluation of the Center for Epidemiologic Studies-Depression scale (CES-D) in a rheumatoid arthritis population using Rasch analysis. Health and Quality of Life Outcomes, 5(1), 41. doi:10.1186/1477-7525-5-41.PubMedPubMedCentralCrossRef Covic, T., Pallant, J. F., Conaghan, P. G., & Tennant, A. (2007). A longitudinal evaluation of the Center for Epidemiologic Studies-Depression scale (CES-D) in a rheumatoid arthritis population using Rasch analysis. Health and Quality of Life Outcomes, 5(1), 41. doi:10.​1186/​1477-7525-5-41.PubMedPubMedCentralCrossRef
17.
go back to reference Thombs, B. D., Fuss, S., Hudson, M., Schieir, O., Taillefer, S. S., Fogel, J., et al. (2008). High rates of depressive symptoms among patients with systemic sclerosis are not explained by differential reporting of somatic symptoms. Arthritis Care & Research., 59(3), 431–437.CrossRef Thombs, B. D., Fuss, S., Hudson, M., Schieir, O., Taillefer, S. S., Fogel, J., et al. (2008). High rates of depressive symptoms among patients with systemic sclerosis are not explained by differential reporting of somatic symptoms. Arthritis Care & Research., 59(3), 431–437.CrossRef
18.
go back to reference Grayson, D. A., Mackinnon, A., Jorm, A. F., Creasey, H., & Broe, G. A. (2000). Item bias in the Center for Epidemiologic Studies Depression scale: Effects of physical disorders and disability in an elderly community sample. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 55(5), P273–P282.CrossRef Grayson, D. A., Mackinnon, A., Jorm, A. F., Creasey, H., & Broe, G. A. (2000). Item bias in the Center for Epidemiologic Studies Depression scale: Effects of physical disorders and disability in an elderly community sample. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 55(5), P273–P282.CrossRef
19.
go back to reference Muthén, B. O. (1989). Latent variable modeling in heterogeneous populations. Psychometrika, 54(4), 557–585.CrossRef Muthén, B. O. (1989). Latent variable modeling in heterogeneous populations. Psychometrika, 54(4), 557–585.CrossRef
20.
go back to reference Woods, C. M. (2009). Evaluation of MIMIC-model methods for DIF testing with comparison to two-group analysis. Multivariate Behavioral Research, 44(1), 1–27.PubMedCrossRef Woods, C. M. (2009). Evaluation of MIMIC-model methods for DIF testing with comparison to two-group analysis. Multivariate Behavioral Research, 44(1), 1–27.PubMedCrossRef
21.
go back to reference Stommel, M., Given, B. A., Given, C. W., Kalaian, H. A., Schulz, R., & McCorkle, R. (1993). Gender bias in the measurement properties of the Center for Epidemiologic Studies Depression Scale (CES-D). Psychiatry Research, 49(3), 239–250.PubMedCrossRef Stommel, M., Given, B. A., Given, C. W., Kalaian, H. A., Schulz, R., & McCorkle, R. (1993). Gender bias in the measurement properties of the Center for Epidemiologic Studies Depression Scale (CES-D). Psychiatry Research, 49(3), 239–250.PubMedCrossRef
22.
go back to reference Piccinelli, M., & Wilkinson, G. (2000). Gender differences in depression. The British Journal of Psychiatry, 177(6), 486–492.PubMedCrossRef Piccinelli, M., & Wilkinson, G. (2000). Gender differences in depression. The British Journal of Psychiatry, 177(6), 486–492.PubMedCrossRef
23.
go back to reference van de Velde, S., Bracke, P., & Levecque, K. (2010). Gender differences in depression in 23 European countries. Cross-national variation in the gender gap in depression. Social Science and Medicine, 71(3), 305–313.PubMedCrossRef van de Velde, S., Bracke, P., & Levecque, K. (2010). Gender differences in depression in 23 European countries. Cross-national variation in the gender gap in depression. Social Science and Medicine, 71(3), 305–313.PubMedCrossRef
24.
go back to reference National Center for Health Statistics. (1987). Plan and operation of the NHANES I Epidemiologic Followup Study, 1982-84. Vital and Health Statistics. Series 1-22. DHHS Pub No 87-1324. Public Health Service. Washington, DC: U.S. Government Printing Office. National Center for Health Statistics. (1987). Plan and operation of the NHANES I Epidemiologic Followup Study, 1982-84. Vital and Health Statistics. Series 1-22. DHHS Pub No 87-1324. Public Health Service. Washington, DC: U.S. Government Printing Office.
28.
go back to reference Muthén, B., & Asparouhov, T. (2002). Latent variable analysis with categorical outcomes: Multiple-group and growth modeling in Mplus. Mplus Web Notes, 4(5), 1–22. Muthén, B., & Asparouhov, T. (2002). Latent variable analysis with categorical outcomes: Multiple-group and growth modeling in Mplus. Mplus Web Notes, 4(5), 1–22.
29.
go back to reference Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1–55. doi:10.1080/10705519909540118.CrossRef Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1–55. doi:10.​1080/​1070551990954011​8.CrossRef
30.
go back to reference Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107(2), 238–246.CrossRefPubMed Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107(2), 238–246.CrossRefPubMed
31.
go back to reference Tucker, L. R., & Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38(1), 1–10.CrossRef Tucker, L. R., & Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38(1), 1–10.CrossRef
32.
go back to reference Steiger, J. H. (1990). Structural model evaluation and modification—An interval estimation approach. Multivariate Behavioral Research, 25(2), 173–180.CrossRefPubMed Steiger, J. H. (1990). Structural model evaluation and modification—An interval estimation approach. Multivariate Behavioral Research, 25(2), 173–180.CrossRefPubMed
33.
go back to reference Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance-structures. Psychological Bulletin, 88(3), 588–606.CrossRef Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance-structures. Psychological Bulletin, 88(3), 588–606.CrossRef
34.
go back to reference Marsh, H. W., Hau, K. T., & Wen, Z. (2004). In search of golden rules: Comment on hypothesis-testing approaches to setting cutoff values for fit indexes and dangers in overgeneralizing Hu and Bentler’s (1999) findings. Structural Equation Modeling, 11(3), 320–341.CrossRef Marsh, H. W., Hau, K. T., & Wen, Z. (2004). In search of golden rules: Comment on hypothesis-testing approaches to setting cutoff values for fit indexes and dangers in overgeneralizing Hu and Bentler’s (1999) findings. Structural Equation Modeling, 11(3), 320–341.CrossRef
35.
go back to reference Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Hillsdale: Erlbaum. Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Hillsdale: Erlbaum.
36.
go back to reference Borenstein, M., Hedges, L. V., Higgins, J., & Rothstein, H. R. (2009). Converting among effect sizes. In Introduction to meta-analysis (pp. 45-49). West Sussex: Wiley. Borenstein, M., Hedges, L. V., Higgins, J., & Rothstein, H. R. (2009). Converting among effect sizes. In Introduction to meta-analysis (pp. 45-49). West Sussex: Wiley.
37.
go back to reference Cole, S. R., Kawachi, I., Maller, S. J., & Berkman, L. F. (2000). Test of item-response bias in the CES-D scale: Experience from the New Haven EPESE study. Journal of Clinical Epidemiology, 53(3), 285–289.CrossRefPubMed Cole, S. R., Kawachi, I., Maller, S. J., & Berkman, L. F. (2000). Test of item-response bias in the CES-D scale: Experience from the New Haven EPESE study. Journal of Clinical Epidemiology, 53(3), 285–289.CrossRefPubMed
38.
go back to reference Salokangas, R. K., Vaahtera, K., Pacriev, S., Sohlman, B., & Lehtinen, V. (2002). Gender differences in depressive symptoms. An artefact caused by measurement instruments? Journal of Affective Disorders, 68(2), 215–220.CrossRefPubMed Salokangas, R. K., Vaahtera, K., Pacriev, S., Sohlman, B., & Lehtinen, V. (2002). Gender differences in depressive symptoms. An artefact caused by measurement instruments? Journal of Affective Disorders, 68(2), 215–220.CrossRefPubMed
39.
go back to reference Wenzel, A., Steer, R. A., & Beck, A. T. (2005). Are there any gender differences in frequency of self-reported somatic symptoms of depression? Journal of Affective Disorders, 89(1–3), 177–181.CrossRefPubMed Wenzel, A., Steer, R. A., & Beck, A. T. (2005). Are there any gender differences in frequency of self-reported somatic symptoms of depression? Journal of Affective Disorders, 89(1–3), 177–181.CrossRefPubMed
40.
go back to reference Cameron, I. M., Crawford, J. R., Lawton, K., & Reid, I. C. (2013). Differential item functioning of the HADS and PHQ-9: An investigation of age, gender and educational background in a clinical UK primary care sample. Journal of Affective Disorders, 147(1), 262–268.PubMedCrossRef Cameron, I. M., Crawford, J. R., Lawton, K., & Reid, I. C. (2013). Differential item functioning of the HADS and PHQ-9: An investigation of age, gender and educational background in a clinical UK primary care sample. Journal of Affective Disorders, 147(1), 262–268.PubMedCrossRef
41.
go back to reference Kalpakijan, C. Z., Toussaint, L. L., Albright, K. J., Bombardier, C. H., Krause, J. K., & Tate, D. G. (2009). Patient health questionnaire-9 in spinal cord injury: An examination of factor structure as related to gender. Journal of Spinal Cord Medicine, 32(2), 147–156.CrossRef Kalpakijan, C. Z., Toussaint, L. L., Albright, K. J., Bombardier, C. H., Krause, J. K., & Tate, D. G. (2009). Patient health questionnaire-9 in spinal cord injury: An examination of factor structure as related to gender. Journal of Spinal Cord Medicine, 32(2), 147–156.CrossRef
42.
go back to reference Crane, P. K., Gibbons, L. E., Willig, J. H., Mugavero, M. J., Lawrence, S. T., Schumacher, J. E., et al. (2010). Measuring depression levels in HIV-infected patients as part of routine clinical care using the 9-item patient health questionnaire (PHQ-9). AIDS Care, 22(7), 874–885.PubMedPubMedCentralCrossRef Crane, P. K., Gibbons, L. E., Willig, J. H., Mugavero, M. J., Lawrence, S. T., Schumacher, J. E., et al. (2010). Measuring depression levels in HIV-infected patients as part of routine clinical care using the 9-item patient health questionnaire (PHQ-9). AIDS Care, 22(7), 874–885.PubMedPubMedCentralCrossRef
43.
44.
go back to reference Tourangeau, R., & Yan, T. (2007). Sensitive questions in surveys. Psychological Bulletin, 133(5), 859–883.PubMedCrossRef Tourangeau, R., & Yan, T. (2007). Sensitive questions in surveys. Psychological Bulletin, 133(5), 859–883.PubMedCrossRef
Metagegevens
Titel
Screening for depression in arthritis populations: an assessment of differential item functioning in three self-reported questionnaires
Auteurs
Jinxiang Hu
Michael M. Ward
Publicatiedatum
17-06-2017
Uitgeverij
Springer International Publishing
Gepubliceerd in
Quality of Life Research / Uitgave 9/2017
Print ISSN: 0962-9343
Elektronisch ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-017-1601-x

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