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Multiaxial taxonomy of fibromyalgia syndrome patients

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Abstract

Pain, disability, and depression are present in various degrees in patients with fibromyalgia syndrome. Cluster analysis was used in this research to ascertain the existence of subgroups of patients in a fibromyalgia sample based on these variables. Two clusters were defined: one characterized by high levels of pain, disability, and depression (n=51) and another characterized by low levels of pain, disability, and depression (n=67). Multivariate analysis of variance (MANOVA) confirmed differences between clusters on these health status factors and a second MANOVA revealed that the subgroup with a poorer health status reported greater passive coping, helplessness, and stress, and less satisfaction with social support, than the subgroup with better health status. Logistic regression indicated that the best discriminator of subgroup membership was helplessness. These results suggest that different approaches to patient management, particularly intervention strategies aimed at reducing helplessness, may be beneficial for patients with high levels of pain, disability, and depression.

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References

  • Aldenderfer, M. S., & Blashfield, R. K. (1984).Cluster analysis, Sage University Paper series on Quantitative Applications in the Social Sciences, Series No. 07-044. Beverly Hills and London: Sage.

    Google Scholar 

  • Baumstark, K. E., & Buckelew, S. P. (1992). Fibromyalgia: Clinical signs, research findings, treatment implications, and future directions.Annals of Behavioral Medicine, 14(4), 282–291.

    Google Scholar 

  • Brown, G. D., & Nicassio, P. M. (1987). Development of a questionnaire for the assessment of active and passive coping strategies in chronic pain patients.Pain, 31, 53–64.

    PubMed  Google Scholar 

  • Brown, G. D., Nicassio, P. M., & Wallston, K. A. (1989). Pain coping strategies and depression in rheumatoid arthritis.Journal of Consulting and Clinical Psychology, 57, 652–657.

    Article  PubMed  Google Scholar 

  • Dailey, P. A., Bishop, G. D., Russell, I. J., & Fletcher, E. M. (1990). Psychological stress and the fibrositis/fibromyalgia syndrome.The Journal of Rheumatology, 17(10), 1380–1385.

    PubMed  Google Scholar 

  • Dunkin, M. A. (1993). Fibromyalgia.Arthritis Today, Sept.–Oct., pp. 24–28.

  • Engel, G. L. (1980). The clinical application of the biopsychosocial model.American Journal of Psychiatry, 137(5), 535–544.

    PubMed  Google Scholar 

  • Feuerstein, M., Labbe, E. E., & Kuczmierczyk, A. R. (1986).Health psychology: A psychobiological perspective. New York: Plenum Press.

    Google Scholar 

  • Fordyce, W. E. (1988). Pain and suffering: A reappraisal.American Psychologist, 43(4), 276–283.

    Article  PubMed  Google Scholar 

  • Forseth, K. O., & Gran, J. T. (1993). The occurrence of fibromyalgia-like syndromes in a general female population.Clinical Rheumatology, 12(1), 23–27.

    PubMed  Google Scholar 

  • Gaston-Johansson, F., Gustafsson, M., Felldin, R., & Sanne, H. (1990). A comparative study of feelings, attitudes and behaviors of patients with fibromyalgia and rheumatoid arthritis.Social Science and Medicine, 31(8), 941–947.

    Article  PubMed  Google Scholar 

  • Goldenberg, D. L. (1989). Psychiatric and psychologic aspects of fibromyalgia syndrome.Rheumatic Disease Clinics of North America, 15(1), 105–114.

    PubMed  Google Scholar 

  • Harris, T. O. (1989). Physical illness: An introduction. In G. W. Brown & T. O. Harris (Eds.),Life Events and Illness (pp. 199–212). New York: Guilford Press.

    Google Scholar 

  • Hawley, K. J., & Wolfe, F. (1991). Pain, disability, and pain/disability relationships in seven rheumatic disorders: A study of 1522 patients.The Journal of Rheumatology, 18(10), 1552–1557.

    PubMed  Google Scholar 

  • Hawley, K. J., Wolfe, F., & Cathey, M. A. (1988). Pain, functional disability, and psychological status: A 12-month study of severity in fibromyalgia.Journal of Rheumatology, 15(10), 1551–1556.

    PubMed  Google Scholar 

  • Hench, P. K. (1989). Evaluation and differential diagnosis of fibromyalgia.Rheumatic Disease Clinics of North America, 15(1), 19–29.

    PubMed  Google Scholar 

  • Kaplan, R. M., Anderson, J. P., Wu, A. W., Mathews, W. C., Kozin, F., & Orenstein, D. (1989). The Quality of Well Being Scale: Applications in AIDS, cystic fibrosis, and arthritis.Medical Care, 27(3; Suppl.), S27-S43.

    PubMed  Google Scholar 

  • Klapow, J. K., Slater, M. A., Patterson, T. L., Doctor, J. N., Aktinson, J. H., & Garfin, S. R. (1993). An empirical evaluation of multidimensional clinical outcome in chronic low back pain patients.Pain, 55, 107–118.

    Article  PubMed  Google Scholar 

  • Ledingham, J., Doherty, S., & Doherty, M. (1993). Primary fibromyalgia syndrome—An outcome study.British Journal of Rheumatology, 32, 139–142.

    PubMed  Google Scholar 

  • Mason, J. H., Silverman, S. L., Weaver, A. L., & Simms. R. W. (1992). Impact of fibromyalgia on multiple aspects of health status.Scandinavian Journal of Rheumatology, 94S, 33.

    Google Scholar 

  • Meenan, R. F., Mason, J. H., Anderson, J. J., Guccione, A. A., & Kazis, L. E. (1992). AIMS2: The content and properties of a revised and expanded Arthritis Impact Measurement Scales health status questionnaire.Arthritis and Rheumatism, 35(1), 1–10.

    PubMed  Google Scholar 

  • Melzack, R. (1983). The McGill Pain Questionnaire. In R. Melzack (Ed.),Pain measurement and assessment (pp. 41–47). New York: Raven Press.

    Google Scholar 

  • Melzack, R., & Torgerson, W. S. (1971). On the language of pain.Anesthesiology, 34(1), 50–59.

    PubMed  Google Scholar 

  • Milligan, G. W., & Cooper, M. C. (1985). An examination of procedures for determining the number of clusters in a data set.Psychometrika, 50(2), 159–179.

    Google Scholar 

  • Nicassio, P. M., Wallston, K. A., Callahan, L. F., Herbert, M., & Pincus, T. (1985). The measurement of helplessness in rheumatoid arthritis. The development of the Arthritis Helplessness Index.Journal of Rheumatology, 12, 462–467.

    PubMed  Google Scholar 

  • Nicassio, P. M., Radojevic, V., Weisman, M. H., Culbertson, A. L., Lewis, C., & Clemmey, P. (1993). The role of helplessness in the response to disease modifying drugs in rheumatoid arthritis.The Journal of Rheumatology, 20(7), 1114–1120.

    PubMed  Google Scholar 

  • Nicassio, P. M., Radojevic, V., Schoenfeld-Smith, K., & Dwyer, K. (1995). The contribution of family cohesion and the pain-coping process to depressive symptoms in fibromyalgia.Annals of Behavioral Medicine, in press.

  • Orenstein, D. M., & Kaplan, R. M. (1991). Measuring the Quality of Well-Being in cystic fibrosis and lung transplantation.Chest, 100(4), 1016–1018.

    PubMed  Google Scholar 

  • Radloff, L. S. (1977). The CES-D Scale: A self-report depression scale for research in general populations.Applied Psychological Measurement, 1, 385–401.

    Google Scholar 

  • Radojevic, V., Nicassio, P. M., & Weisman, M. H. (1992). Behavioral intervention with and without family support for rheumatoid arthritis.Behavior Therapy, 23, 13–30.

    Google Scholar 

  • Revenson, T. A., Schiaffino, K. M., Majerovitz, D., & Gibofsky, A. (1991). Social support as a double-edged sword: The relation of positive and problematic support to depression among rheumatoid arthritis patients.Social Science and Medicine, 33(7), 807–813.

    Article  PubMed  Google Scholar 

  • Sanders, S. H., & Brena, S. F. (1993). Empirically derived chronic pain patient subgroups: The utility of multidimensional clustering to identify different treatment effects.Pain, 54, 51–56.

    Article  PubMed  Google Scholar 

  • Sarason, I. G., Levine, H. M., Basham, R. B., & Sarason, B. R. (1983). Assessing social support: The Social Support Questionnaire.Journal of Personality and Social Psychology, 44(1), 127–129.

    Article  Google Scholar 

  • Sarason, I. G., Sarason, B. R., Shearin, E. N., & Pierce, G. R. (1987). A brief measure of social support: Practical and theoretical implications.Journal of Social and Personal Relationships, 4, 497–510.

    Google Scholar 

  • Smith, C. A., & Wallston, K. A. (1992). Adaptation in patients with chronic rheumatoid arthritis: Application of a general model.Health Psychology, 11(3), 151–162.

    Article  PubMed  Google Scholar 

  • Smith, T. W., Peck, J. R., & Ward, J. R. (1990). Helplessness and depression in rheumatoid arthritis.Health Psychology, 9(4), 377–389.

    Article  PubMed  Google Scholar 

  • Stein, M. J., Wallston, K. A., & Nicassio, P. M. (1988). Factor structure of the Arthritis Helplessness Index.The Journal of Rheumatology, 15(3), 427–432.

    PubMed  Google Scholar 

  • Stein, M. J., Wallston, K. A., Nicassio, P. M., & Castner, N. M. (1988). Correlates of a clinical classification schema for the Arthritis Helplessness Subscale.Arthritis and Rheumatism, 31(7), 876–881.

    PubMed  Google Scholar 

  • Thomason, B. T., Brantley, P. J., Jones, G. N., Dyer, H. R., & Morris, J. L. (1992). The relation between stress and disease activity in rheumatoid arthritis,Journal of Behavioral Medicine, 15(2), 215–220.

    Article  PubMed  Google Scholar 

  • Turk, D. C., & Flor, H. (1989). Primary fibromyalgia is greater than tender points: Towards a multiaxial taxonomy.Journal of Rheumatology, 16(19, Suppl.), 80–86.

    Google Scholar 

  • Turk, D. C., & Okifuji, A. (1994). Detecting depression in chronic pain patients: Adequacy of self-reports.Behaviour Research and Therapy, 32(1), 9–16.

    Article  PubMed  Google Scholar 

  • Turk, D. C., & Rudy, T. E. (1987). Towards a comprehensive assessment of chronic pain patients.Behaviour Research and Therapy, 25(4), 237–249.

    Article  PubMed  Google Scholar 

  • Turk, D. C., & Rudy, T. E. (1988). Toward an empirically derived taxonomy of chronic pain patients: Integration of psychological assessment data.Journal of Consulting and Clinical Psychology, 56(2), 233–238.

    Article  PubMed  Google Scholar 

  • Ward, J. (1963). Hierarchical groupings to optimize an objective function.Journal of the American Statistical Association, 58, 236–244.

    Google Scholar 

  • Wolfe, F. (1990). Fibromyalgia.Rheumatic Disease Clinics of North America, 16(3), 681–698.

    PubMed  Google Scholar 

  • Wolfe, F., Smythe, H. A., Yunus, M. B., Bennett, R. M., Bombardier, C., Goldenberg, D. L., Tugwell, P., Campbell, S. M., Abeles, M., Clark, P., Fam, A. G., Farber, S. J., Fiechtner, J. J., Franklin, C. M., Gatter, R. A., Hamaty, D., Lessard, J., Lichtbroun, A. S., Masi, A. T., McCain, G. A., Reynolds, W. J., Romano, T. J., Russell, I. J., & Sheon, R. P. (1990). The American College of Rheumatology 1990 criteria for the classification of fibromyalgia: Report of the Multicenter Criteria Committee.Arthritis and Rheumatism, 33(2), 160–172.

    PubMed  Google Scholar 

  • Zautra, A. J., & Manne, S. L. (1992). Coping with rheumatoid arthritis: A review of a decade of research.Annals of Behavioral Medicine, 14(1), 31–39.

    Google Scholar 

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Schoenfeld-Smith, K., Nicassio, P.M., Radojevic, V. et al. Multiaxial taxonomy of fibromyalgia syndrome patients. J Clin Psychol Med Settings 2, 149–166 (1995). https://doi.org/10.1007/BF01988640

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