Abstract
This study extends previous work to consider whether individuals with rheumatoid arthritis (RA) can be categorised into groups with similar illness representations. Data from 227 RA patients attending outpatient clinics were collected prospectively at two time points, 6 months apart. The optimal number of illness representation groups at the baseline assessment was identified using latent profile analysis. Two groups of individuals sharing similar illness perception profiles were identified. The smaller group (43 %), characterised by a negative representation of their illness, attributed more symptoms to their condition and reported stronger perceptions of the consequences, chronicity and cyclicality of their condition, and lower control compared to the positive representation group (57 %). Cross-sectionally, membership of the negative representation group was associated with higher levels of pain and functional disability and, longitudinally, with increases in levels of pain, functional disability and distress. These data highlight the central role of illness perceptions in RA and suggest that individuals with RA can be categorised into groups with similar illness representations.
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Notes
Bentler (2007) has provided guidelines regarding the interpretation if fit statistics in confirmatory factor analysis. A value of the root mean square error of approximation (RMSEA) ≤0.08 indicates acceptable fit, whereas, for the Comparative Fit Index (CFI) and the Tucker Lewis Index (TLI) values ≥0.95 indicate acceptable fit.
Fit of the expected three-factor structure of the DAPOS was outside acceptable limits (χ 2Sattora-Bentler (9) = 178.2; RMSEA = 0.290; CFI = 0.907; TLI = 0.907).
References
Beck, A. T., Steer, R. A., & Brown, G. K. (1978). Beck depression inventory. New York: Psychological Corporation.
Bentler, P. M. (2007). On tests and indices for evaluating structural models. Personality and Individual Differences, 42, 825–829. doi:10.1016/j.paid.2006.09.024
Bijsterbosch, J., Scharloo, M., Visser, A. W., Watt, I., Meulenbelt, I., Huizinga, T. W. J., et al. (2009). Illness perceptions in patients with osteoarthritis: Change over time and association with disability. Arthritis and Rheumatism, 61, 1054–1061. doi:10.1002/art.24674
Carlisle, A. C. S., John, A. M. H., Fife-Schaw, C., & Lloyd, M. (2005). The self-regulatory model in women with rheumatoid arthritis: Relationships between illness representations, coping strategies, and illness outcome. British Journal of Health Psychology, 10, 571–587. doi:10.1348/135910705X52309
Chilcot, J., Norton, S., Wellsted, D. M., Almond, M., Davenport, A., & Farrington, K. (2011a). A confirmatory factor analysis of the beck depression inventory-II in end-stage renal disease patients. Journal of Psychosomatic Research,. doi:10.1016/j.jpsychores.2011.02.006
Chilcot, J., Wellsted, D. M., & Farrington, K. (2009). Illness representations are associated with fluid non adherence among hemodialysis patients. Journal of Psychosomatic Research, 68, 203–212. doi:10.1016/j.jpsychores.2009.08.010
Chilcot, J., Wellsted, D. M., & Farrington, K. (2011b). Illness perceptions predict survival in haemodialysis patients. American Journal of Nephrology, 33, 358–363. doi:10.1159/000326752
Clatworthy, J., Hankins, M., Buick, D., Weinman, J., & Horne, R. (2007). Cluster analysis in illness perception research: A Monte Carlo study to identify the most appropriate method. Psychology & Health, 22, 123–142. doi:10.1080/14768320600774496
Dempster, M., McCorry, N. K., Brennan, E., Donnelly, M., Murray, L. J., & Johnston, B. T. (2011). Do changes in illness perceptions predict changes in psychological distress among oesophageal cancer survivors? Journal of Health Psychology, 16, 500–509. doi:10.1177/1359105310386633
Dixey, J., Solymossy, C., & Young, A. (2004). Is it possible to predict radiological damage in early rheumatoid arthritis (RA)? A report on the occurrence, progression, and prognostic factors of radiological erosions over the first 3 years in 866 patients from the Early RA Study (ERAS). The Journal of Rheumatology, 69, 48–54.
Dures, E., & Hewlett, S. (2012). Cognitive-behavioural approaches to self-management in rheumatic disease. Nature Reviews Rheumatology, 8, 553–559. doi:10.1038/nrrheum.2012.108
Everitt, B. S., Landau, D. S., Leese, D. M., & Stahl, D. D. (2011). Cluster analysis (p. 346). London: Wiley-Blackwell.
Evers, A. W. M., Kraaimaat, F. W., Geenen, R., & Bijlsma, J. W. J. (1997). Determinants of psychological distress and its course in the first year after diagnosis in rheumatoid arthritis patients. Journal of Behavioral Medicine, 20, 489–504.
Fries, J. F., Spitz, P. W., & Young, D. Y. (1982). The dimensions of health outcomes: The health assessment questionnaire, disability and pain scales. The Journal of Rheumatology, 9, 789–793.
Graham, C. D., Rose, M. R., Hankins, M., Chalder, T., & Weinman, J. (2012). Separating emotions from consequences in muscle disease: Comparing beneficial and unhelpful illness schemata to inform intervention development. Journal of Psychosomatic Research. doi:10.1016/j.jpsychores.2012.09.012
Graves, H., Scott, D. L., Lempp, H., & Weinman, J. (2009). Illness beliefs predict disability in rheumatoid arthritis. Journal of Psychosomatic Research, 67, 417–423. doi:10.1016/j.jpsychores.2009.01.006
Groarke, A. M., Curtis, R., Coughlan, R., & Gsel, A. (2004). The role of perceived and actual disease status in adjustment to rheumatoid arthritis. Rheumatology (Oxford, England), 43, 1142–1149. doi:10.1093/rheumatology/keh262
Groarke, A. M., Curtis, R., Coughlan, R., & Gsel, A. (2005). The impact of illness representations and disease activity on adjustment in women with rheumatoid arthritis: A longitudinal study. Psychology & Health, 20, 597–613.
Hale, E. D., Treharne, G. J., & Kitas, G. D. (2007). The common-sense model of self-regulation of health and illness: how can we use it to understand and respond to our patients’ needs? Rheumatology (Oxford, England), 46, 904–906. doi:10.1093/rheumatology/kem060
Hobro, N., Weinman, J., & Hankins, M. (2004). Using the self-regulatory model to cluster chronic pain patients: The first step towards identifying relevant treatments? Pain, 108, 276–283.
Jessop, D. C., & Rutter, D. R. (2003). Adherence to asthma medication: The role of illness representations. Psychology & Health, 18, 595–612. doi:10.1080/0887044031000097009
Kaptein, A. A., & Weinman, J. (2004). Health psychology: An introduction. London: Wiley-Blackwell.
Katon, W., Lin, E. H. B., & Kroenke, K. (2003). The association of depression and anxiety with medical symptom burden in patients with chronic medical illness. General Hospital Psychiatry, 29, 147–155. doi:10.1016/j.genhosppsych.2006.11.005
Kirwan, J. R., & Reeback, J. S. (1986). Stanford Health Assessment Questionnaire modified to assess disability in British patients with rheumatoid arthritis. British Journal of Rheumatology, 25, 206–209.
Leventhal, H., Brissette, I., & Leventhal, E. A. (2003). The common-sense model of self-regulation of health and illness. In L. D. Cameron & H. Leventhal (Eds.), The self-regulation of health and illness behaviour (p. 337). New York: Routledge.
Leventhal, H., Meyer, D., & Nerenz, D. R. (1980). The common sense representation of illness danger. In S. Rachman (Ed.), Contributions to medical psychology (Vol. 2, pp. 7–30). New York: Pergamon.
Leventhal, H., Nerenz, D. R., & Steele, D. J. (1984). Handbook of psychology and health: social psychological aspects of health. In A. Baum, S. E. Taylor, & J. E. Singer (Eds.), (Vol. 4, pp. 219–252). Hillsadle, NJ: Erlbaum.
McLachlan, G. J., & Basford, K. E. (1988). Mixture models. Inference and applications to clustering. Statistics: Textbooks and monographs. NY: M. Dekker.
Miglioretti, M., Mazzini, L., Oggioni, G. D., Testa, L., & Monaco, F. (2008). Illness perceptions, mood and health-related quality of life in patients with amyotrophic lateral sclerosis. Journal of Psychosomatic Research, 65, 603–609. doi:10.1016/j.jpsychores.2008.05.012
Moss-Morris, R., Weinman, J., Petrie, K. J., Horne, R., Cameron, L., & Buick, D. (2002). The revised illness perception questionnaire {(IPQ-R)}. Psychology & Health, 17, 1–16.
Murphy, H., Dickens, C., Creed, F., & Bernstein, R. (1999). Depression, illness perception and coping in rheumatoid arthritis. Journal of Psychosomatic Research, 46, 155–164.
Muthén, B. (2001). Second-generation structural equation modeling with a combination of categorical and continuous latent variables: New opportunities for latent class–latent growth modeling. In L. M. Collins & A. G. Sayer (Eds.), New methods for the analysis of change (pp. 291–322). Washington: American Psychological Association.
Muthén, B. (2002). Beyond SEM: General latent variable modeling. Behaviormetrika, 29, 81–117.
NICE. (2009). Rheumatoid arthritis: The management of rheumatoid arthritis in adults (Clinical guidelines No. CG91). Retrieved from http://guidance.nice.org.uk/CG79
Nikiphorou, E., & Young, A. (2010). RA: overview of recommended diagnosis and drug treatment. Prescriber, 21, 18–33. doi:10.1002/psb.700
Nylund, K. L., Asparouhov, T., & Muthén, B. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study. Structural Equation Modeling, 14, 535–569.
Petrie, K. J., Weinman, J., Sharpe, N., & Buckley, J. (1996). Role of patients’ view of their illness in predicting return to work and functioning after myocardial infarction: Lonlgitudinal study. BMJ, 312, 1191–1194.
Pincus, T., Griffith, J., Pearce, S., & Isenberg, D. (1996). Prevalence of self-reported depression in patients with rheumatoid arthritis. Rheumatology, 35, 879–883. doi:10.1093/rheumatology/35.9.879
Pincus, T., Williams, A., Vogel, S., & Field, A. (2004). The development and testing of the depression, anxiety, and positive outlook scale (DAPOS). Pain, 109, 181–188. doi:10.1016/j.pain.2004.02.004
Prevoo, M. L., Van’t Hof, M. A., Kuper, H. H., Van Leeuwen, M. A., Van de Putte, L. B., & Van Riel, P. L. C. M. (1995). Modified disease activity scores that include twenty-eight-joint counts. Development and validation in a prospective longitudinal study of patients with rheumatoid arthritis. Arthritis and Rheumatism, 38, 44–48.
Quiles Marcos, Y., Weinman, J., Terol Cantero, M. C., & Beléndez Vázquez, M. (2009). The dissimilarity between patients’ and relatives’ perception of eating disorders and its relation to patient adjustment. Journal of Health Psychology, 14, 306–312. doi:10.1177/1359105308100215
Scharloo, M., Kaptein, A. A., Weinman, J., Bergman, W., Vermeer, B. J., & Rooijmans, H. G. M. (2000). Patients’ illness perceptions and coping as predictors of functional status in psoriasis: A 1-year follow-up. British Journal of Dermatology, 142, 899–907. doi:10.1046/j.1365-2133.2000.03469.x
Scharloo, M., Kaptein, A. A., Weinman, J., Hazes, J. M., Breedveld, F. C., & Rooijmans, H. G. M. (1999). Predicting functional status in patients with rheumatoid arthritis. Journal of Rheumatology, 26, 1686–1693.
Scharloo, M., Kaptein, A. A., Weinman, J., Hazes, J. M., Willems, L. N., Bergman, W., et al. (1998). Illness perceptions, coping and functioning in patients with rheumatoid arthritis, chronic obstructive pulmonary disease and psoriasis. Journal of Psychosomatic Research, 44, 573–585.
Schiaffino, K. M., & Revenson, T. A. (1995). Relative contributions of spousal support and illness appraisals to depressed mood in arthritis patients. Arthritis Care and Research: The Official Journal of the Arthritis Health Professions Association, 8, 80–87.
Schiaffino, K. M., Shawaryn, M. A., & Blum, D. (1998). Examining the impact of illness representations on psychological adjustment to chronic illnesses. Health Psychology: Official Journal of the Division of Health Psychology, American Psychological Association, 17, 262–268.
Scott, D. L., Pugner, K., Kaarela, K., Doyle, D. V., Woolf, A., Holmes, J., et al. (2000). The links between joint damage and disability in rheumatoid arthritis. Rheumatology (Oxford, England), 39, 122–132. doi:10.1093/rheumatology/39.2.122
Sharpe, L., Sensky, T., & Allard, S. (2001). The course of depression in recent onset rheumatoid arthritis: The predictive role of disability, illness perceptions, pain and coping. Journal of Psychosomatic Research, 51, 713–719. doi:10.1016/S0022-3999(01)00266-5
Sheehy, C., Murphy, E., & Barry, M. (2006). Depression in rheumatoid arthritis–underscoring the problem. Rheumatology (Oxford, England), 45, 1325–1327. doi:10.1093/rheumatology/kel231
Skrondal, A., & Rabe-Hesketh, S. (2004). Generalized latent variable modeling: Multilevel, longitudinal, & structural equation models: Multilevel, longitudinal, and structural equation models (p. 512). Chapman and Hall/CRC.
The EuroQol Group. (1990). EuroQol–a new facility for the measurement of health-related quality of life. Health Policy, 16, 199–208.
Tofighi, D., & Enders, C. K. (2006). Identifying the correct number of classes in growth mixture models. In G. R. Hancock & K. M. Samuelsen (Eds.), Advances in latent variable mixture models (pp. 317–341). Information Age Publishing.
Treharne, G. J., Kitas, G. D., Lyons, A. C., & Booth, D. A. (2005). Well-being in rheumatoid arthritis: the effects of disease duration and psychosocial factors. Journal of Health Psychology, 10, 457–474. doi:10.1177/1359105305051416
Treharne, G. J., Lyons, A. C., Booth, D. A., & Kitas, G. D. (2007). Psychological well-being across 1 year with rheumatoid arthritis: Coping resources as buffers of perceived stress. British Journal of Health Psychology, 12, 323–345. doi:10.1348/135910706X109288
van der Woude, D., Young, A., Jayakumar, K., Mertens, B. J., Toes, R. E. M. R. E. M., van der Heijde, D., et al. (2009). Prevalence of and predictive factors for sustained disease-modifying antirheumatic drug-free remission in rheumatoid arthritis: Results from two large early arthritis cohorts. Arthritis and Rheumatism, 60, 2262–2271. doi:10.1002/art.24661
Van Os, S., Norton, S., Hughes, L. D., & Chilcot, J. (November, 2011). Illness perceptions account for variation in positive outlook as well as psychological distress in Rheumatoid Arthritis. Psychology, Health & Medicine, 37–41. doi:10.1080/13548506.2011.626432
Van Riel, P. L. C. M., & Schumacher, H. R. (2001). How does one assess early rheumatoid arthritis in daily clinical practice? Best Practice & Research Clinical Rheumatology, 15, 67–76. doi:http://www.ncbi.nlm.nih.gov/pubmed/11358415
Weinman, J., Petrie, K. J., Sharpe, N., & Walker, S. (2000). Causal attributions in patients and spouses following first-time myocardial infarction and subsequent lifestyle changes. British Journal of Health Psychology, 5, 263–273. doi:10.1348/135910700168900
Young, A., Dixey, J., Cox, N., Davies, P., Devlin, J., Emery, P., et al. (2000). How does functional disability in early rheumatoid arthritis (RA) affect patients and their lives? Results of 5 years of follow-up in 732 patients from the Early RA Study (ERAS). Rheumatology (Oxford, England), 39, 603–611.
Young, A., Dixey, J., Kulinskaya, E., Cox, N., Davies, P., Devlin, J., et al. (2002). Which patients stop working because of rheumatoid arthritis? Results of five years’ follow up in 732 patients from the Early RA Study (ERAS). Annals of the Rheumatic Diseases, 61, 335–340.
Zigmond, A. S., & Snaith, R. P. (1983). The hospital anxiety and depression scale. Acta Psychiatrica Scandinavica, 67, 361–370.
Acknowledgments
The study was supported by an ESRC-MRC interdisciplinary studentship awarded to S. Norton and an ESRC CASE studentship awarded to L.D. Hughes. A Sacker was supported by the ESRC International Centre for Lifecourse Studies in Society and Health (RES-596-28-0001). We thank the patients and staff at each centre for their participation.
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Norton, S., Hughes, L.D., Chilcot, J. et al. Negative and positive illness representations of rheumatoid arthritis: a latent profile analysis. J Behav Med 37, 524–532 (2014). https://doi.org/10.1007/s10865-013-9506-9
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DOI: https://doi.org/10.1007/s10865-013-9506-9