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Pain Research and Management
Volume 2016 (2016), Article ID 7297826, 17 pages
http://dx.doi.org/10.1155/2016/7297826
Research Article

Assessing the Structure of the Ways of Coping Questionnaire in Fibromyalgia Patients Using Common Factor Analytic Approaches

1Department of Psychology, San Diego State University, San Diego, CA, USA
2Department of Psychology, Grand Canyon University, Phoenix, AZ, USA
3University of California, San Diego/San Diego State University, Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA

Received 18 March 2016; Revised 30 September 2016; Accepted 25 October 2016

Academic Editor: Anna Maria Aloisi

Copyright © 2016 Charles Van Liew et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. L.-O. Lundqvist and G. Ahlström, “Psychometric evaluation of the Ways of Coping Questionnaire as applied to clinical and nonclinical groups,” Journal of Psychosomatic Research, vol. 60, no. 5, pp. 485–493, 2006. View at Publisher · View at Google Scholar · View at Scopus
  2. K. R. Rexrode, S. Petersen, and S. O'Toole, “The ways of coping scale: a reliability generalization study,” Educational and Psychological Measurement, vol. 68, no. 2, pp. 262–280, 2008. View at Publisher · View at Google Scholar · View at Scopus
  3. J. R. Edwards and R. M. O'Neill, “The construct validity of scores on the ways of coping questionnaire: confirmatory analysis of alternative factor structures,” Educational and Psychological Measurement, vol. 58, no. 6, pp. 955–983, 1998. View at Publisher · View at Google Scholar · View at Scopus
  4. S. Folkman, R. S. Lazarus, R. J. Gruen, and A. DeLongis, “Appraisal, coping, health status, and psychological symptoms,” Journal of Personality and Social Psychology, vol. 50, no. 3, pp. 571–579, 1986. View at Publisher · View at Google Scholar · View at Scopus
  5. S. Folkman, R. S. Lazarus, C. Dunkel-Schetter, A. DeLongis, and R. J. Gruen, “Dynamics of a stressful encounter. cognitive appraisal, coping, and encounter outcomes,” Journal of Personality and Social Psychology, vol. 50, no. 5, pp. 992–1003, 1986. View at Publisher · View at Google Scholar · View at Scopus
  6. J. D. A. Parker, N. S. Endler, and R. M. Bagby, “If it changes, it might be unstable: examining the factor structure of the ways of coping questionnaire,” Psychological Assessment, vol. 5, no. 3, pp. 361–368, 1993. View at Publisher · View at Google Scholar · View at Scopus
  7. R. F. Scherer, D. C. Luther, F. A. Wiebe, and J. S. Adams, “Dimensionality of coping: factor stability using the ways of coping questionnaire,” Psychological Reports, vol. 62, no. 3, pp. 763–770, 1988. View at Publisher · View at Google Scholar · View at Scopus
  8. K. Smyth and H. N. Yarandi, “Factor analysis of the ways of coping questionnaire for African American women,” Nursing Research, vol. 45, no. 1, pp. 25–29, 1996. View at Publisher · View at Google Scholar · View at Scopus
  9. S. Folkman and R. S. Lazarus, “An analysis of coping in a middle-aged community sample,” Journal of Health and Social Behavior, vol. 21, no. 3, pp. 219–239, 1980. View at Publisher · View at Google Scholar · View at Scopus
  10. S. Folkman and R. S. Lazarus, “If it changes it must be a process. Study of emotion and coping during three stages of a college examination,” Journal of Personality and Social Psychology, vol. 48, no. 1, pp. 150–170, 1985. View at Publisher · View at Google Scholar · View at Scopus
  11. R. K. Henson and J. K. Roberts, “Use of exploratory factor analysis in published research: common errors and some comment on improved practice,” Educational and Psychological Measurement, vol. 66, no. 3, pp. 393–416, 2006. View at Publisher · View at Google Scholar · View at Scopus
  12. S. P. Reise, N. G. Waller, and A. L. Comrey, “Factor analysis and scale revision,” Psychological Assessment, vol. 12, no. 3, pp. 287–297, 2000. View at Publisher · View at Google Scholar · View at Scopus
  13. R. B. Cattell and J. Jaspers, “A general plasmode for factor analytic exercises and research,” Multivariate Behavioral Research Monographs, vol. 3, pp. 1–212, 1967. View at Google Scholar
  14. R. L. Linn, “A Monte Carlo approach to the number of factors problem,” Psychometrika, vol. 33, no. 1, pp. 37–71, 1968. View at Publisher · View at Google Scholar · View at Scopus
  15. K. A. Yeomans and P. A. Golder, “The Guttman-Kaiser criterion as a predictor of the number of common factors,” Statistician, vol. 31, no. 3, pp. 221–229, 1982. View at Publisher · View at Google Scholar
  16. W. R. Zwick and W. F. Velicer, “Factors influencing four rules for determining the number of components to retain,” Multivariate Behavioral Research, vol. 17, no. 2, pp. 253–269, 1982. View at Publisher · View at Google Scholar
  17. W. R. Zwick and W. F. Velicer, “Comparison of five rules for determining the number of components to retain,” Psychological Bulletin, vol. 99, no. 3, pp. 432–442, 1986. View at Publisher · View at Google Scholar · View at Scopus
  18. S. Ax, “Coping differences between chronic fatigue syndrome sufferers and their carers,” Journal of Chronic Fatigue Syndrome, vol. 5, no. 2, pp. 27–62, 1999. View at Publisher · View at Google Scholar · View at Scopus
  19. Z. Rosberger, L. Edgar, J.-P. Collet, and M. A. Fournier, “Patterns of coping in women completing treatment for breast cancer: a randomized controlled trial of nucare, a brief psychoeducational workshop,” Journal of Psychosocial Oncology, vol. 20, no. 3, pp. 19–37, 2002. View at Publisher · View at Google Scholar · View at Scopus
  20. T. Sørlie and H. C. Sexton, “The factor structure of ‘The Ways of Coping Questionnaire’ and the process of coping in surgical patients,” Personality and Individual Differences, vol. 30, no. 6, pp. 961–975, 2001. View at Publisher · View at Google Scholar · View at Scopus
  21. P. P. Vitaliano, J. Russo, J. E. Carr, R. D. Maiuro, and J. Becker, “The ways of coping checklist: revision and psychometric properties,” Multivariate Behavioral Research, vol. 20, no. 1, pp. 3–26, 1985. View at Publisher · View at Google Scholar
  22. N. Margaret Wineman, E. J. Durand, and B. Jan McCuuoch, “Examination of the factor structure of the ways of coping questionnaire with clinical populations,” Nursing Research, vol. 43, no. 5, pp. 268–272, 1994. View at Google Scholar · View at Scopus
  23. S. Newth and A. Delongis, “Individual differences, mood, and coping with chronic pain in Rheumatoid Arthritis: a daily process analysis,” Psychology & Health, vol. 19, no. 3, pp. 283–305, 2004. View at Publisher · View at Google Scholar · View at Scopus
  24. C. S. Carver and J. Connor-Smith, “Personality and coping,” Annual Review of Psychology, vol. 61, pp. 679–704, 2010. View at Publisher · View at Google Scholar · View at Scopus
  25. A. K. Rosenstiel and F. J. Keefe, “The use of coping strategies in chronic low back pain patients: relationship to patient characteristics and current adjustment,” Pain, vol. 17, no. 1, pp. 33–44, 1983. View at Publisher · View at Google Scholar · View at Scopus
  26. E. A. Skinner, K. Edge, J. Altman, and H. Sherwood, “Searching for the structure of coping: a review and critique of category systems for classifying ways of coping,” Psychological Bulletin, vol. 129, no. 2, pp. 216–269, 2003. View at Publisher · View at Google Scholar · View at Scopus
  27. A. L. Snow-Turek, M. P. Norris, and G. Tan, “Active and passive coping strategies in chronic pain patients,” Pain, vol. 64, no. 3, pp. 455–462, 1996. View at Publisher · View at Google Scholar · View at Scopus
  28. J. D. Summers, M. A. Rapoff, G. Varghese, K. Porter, and R. E. Palmer, “Psychosocial factors in chronic spinal cord injury pain,” Pain, vol. 47, no. 2, pp. 183–189, 1991. View at Publisher · View at Google Scholar · View at Scopus
  29. I. Jon Russell, “Depression, pain, and self-efficacy in fibromyalgia syndrome,” Journal of Musculoskeletal Pain, vol. 21, no. 2, pp. 107–112, 2013. View at Publisher · View at Google Scholar · View at Scopus
  30. S. van Koulil, W. van Lankveld, F. W. Kraaimaat, P. L. C. M. van Riel, and A. W. M. Evers, “Risk factors for longer term psychological distress in well-functioning fibromyalgia patients: a prospective study into prognostic factors,” Patient Education and Counseling, vol. 80, no. 1, pp. 126–129, 2010. View at Publisher · View at Google Scholar · View at Scopus
  31. S. M. Bigatti, A. M. Hernandez, T. A. Cronan, and K. L. Rand, “Sleep disturbances in fibromyalgia syndrome: relationship to pain and depression,” Arthritis Care & Research, vol. 59, no. 7, pp. 961–967, 2008. View at Publisher · View at Google Scholar · View at Scopus
  32. L. M. Johnson, A. J. Zautra, and M. C. Davis, “The role of illness uncertainty on coping with fibromyalgia symptoms,” Health Psychology, vol. 25, no. 6, pp. 696–703, 2006. View at Publisher · View at Google Scholar · View at Scopus
  33. R. S. Katz, A. R. Heard, M. Mills, and F. Leavitt, “The prevalence and clinical impact of reported cognitive difficulties (fibrofog) in patients with rheumatic disease with and without fibromyalgia,” Journal of Clinical Rheumatology, vol. 10, no. 2, pp. 53–58, 2004. View at Publisher · View at Google Scholar · View at Scopus
  34. A. J. Zautra, N. A. Hamilton, and H. M. Burke, “Comparison of stress responses in women with two types of chronic pain: fibromyalgia and osteoarthritis,” Cognitive Therapy and Research, vol. 23, no. 2, pp. 209–230, 1999. View at Publisher · View at Google Scholar · View at Scopus
  35. R. M. Kaplan, S. M. Schmidt, and T. A. Cronan, “Quality of well being in patients with fibromyalgia,” Journal of Rheumatology, vol. 27, no. 3, pp. 785–789, 2000. View at Google Scholar · View at Scopus
  36. W. R. Nielson and M. P. Jensen, “Relationship between changes in coping and treatment outcome in patients with Fibromyalgia Syndrome,” Pain, vol. 109, no. 3, pp. 233–241, 2004. View at Publisher · View at Google Scholar · View at Scopus
  37. E. A. Schlenk, J. A. Erlen, J. Dunbar-Jacob et al., “Health-related quality of life in chronic disorders: a comparison across studies using the MOS SF-36,” Quality of Life Research, vol. 7, no. 1, pp. 57–65, 1998. View at Publisher · View at Google Scholar · View at Scopus
  38. H. M. Franks, T. A. Cronan, M. S. Santoro et al., “Is coping goodness-of-fit related to depression and mood disturbance in women with fibromyalgia syndrome?” Journal of Musculoskeletal Pain, vol. 20, no. 3, pp. 183–193, 2012. View at Publisher · View at Google Scholar · View at Scopus
  39. C. Miller and T. Cronan, “The effects of coping style and self-efficacy on health status and health care costs,” Anxiety, Stress and Coping, vol. 11, no. 4, pp. 311–325, 1998. View at Publisher · View at Google Scholar · View at Scopus
  40. J. L. Steiner, S. M. Bigatti, A. M. Hernandez, J. R. Lydon-Lam, and E. L. Johnston, “Social support mediates the relations between role strains and marital satisfaction in husbands of patients with fibromyalgia syndrome,” Families, Systems & Health, vol. 28, no. 3, pp. 209–223, 2010. View at Publisher · View at Google Scholar · View at Scopus
  41. J. M. Uveges, J. C. Parker, K. L. Smarr et al., “Psychological symptoms in primary fibromyalgia syndrome: relationship to pain, life stress, and sleep disturbance,” Arthritis and Rheumatism, vol. 33, no. 8, pp. 1279–1283, 1990. View at Google Scholar · View at Scopus
  42. J. C. Branco, B. Bannwarth, I. Failde et al., “Prevalence of fibromyalgia: a survey in five European countries,” Seminars in Arthritis & Rheumatism, vol. 39, no. 6, pp. 448–453, 2010. View at Publisher · View at Google Scholar · View at Scopus
  43. L. Neumann and D. Buskila, “Epidemiology of fibromyalgia,” Current Pain and Headache Reports, vol. 7, no. 5, pp. 362–368, 2003. View at Publisher · View at Google Scholar · View at Scopus
  44. S. Folkman and R. S. Lazarus, “The relationship between coping and emotion: implications for theory and research,” Social Science & Medicine, vol. 26, no. 3, pp. 309–317, 1988. View at Publisher · View at Google Scholar · View at Scopus
  45. K. Oliver, T. A. Cronan, H. R. Walen, and M. Tomita, “Effects of social support and education on health care costs for patients with fibromyalgia,” The Journal of Rheumatology, vol. 28, no. 12, pp. 2711–2719, 2001. View at Google Scholar · View at Scopus
  46. F. Wolfe, H. A. Smythe, M. B. Yunus et al., “The American College of Rheumatology 1990 criteria for the classification of fibromyalgia,” Arthritis & Rheumatism, vol. 33, no. 2, pp. 160–172, 1990. View at Publisher · View at Google Scholar · View at Scopus
  47. G. James, D. Witten, T. Hastie, and R. Tibshirani, An Introduction to Statistical Learning, Springer, New York, NY, USA, 2013.
  48. B. G. Tabachnick and L. S. Fidell, Using Multivariate Statistics, HarperCollins College, New York, NY, USA, 1996.
  49. J. L. Horn, “A rationale and test for the number of factors in factor analysis,” Psychometrika, vol. 30, no. 2, pp. 179–185, 1965. View at Publisher · View at Google Scholar · View at Scopus
  50. S. B. Franklin, D. J. Gibson, P. A. Robertson, J. T. Pohlmann, and J. S. Fralish, “Parallel analysis: a method for determining significant principal components,” Journal of Vegetation Science, vol. 6, no. 1, pp. 99–106, 1995. View at Publisher · View at Google Scholar · View at Scopus
  51. R. D. Ledesma and P. Valero-Mora, “Determining the number of factors to retain in EFA: an easy-to-use computer program for carrying out Parallel Analysis,” Practical Assessment, Research and Evaluation, vol. 12, no. 2, 2007. View at Google Scholar · View at Scopus
  52. R. S. Longman, A. A. Cota, R. R. Holden, and G. C. Fekken, “A regression equation for the parallel analysis criterion in principal components analysis: mean and 95th percentile eigenvalues,” Multivariate Behavioral Research, vol. 24, no. 1, pp. 59–69, 1989. View at Publisher · View at Google Scholar
  53. S. Folkman, “Personal control and stress and coping processes: a theoretical analysis,” Journal of Personality and Social Psychology, vol. 46, no. 4, pp. 839–852, 1984. View at Publisher · View at Google Scholar · View at Scopus
  54. D. W. Chan, “The Chinese ways of coping questionnaire: assessing coping in secondary school teachers and students in Hong Kong,” Psychological Assessment, vol. 6, no. 2, pp. 108–116, 1994. View at Publisher · View at Google Scholar · View at Scopus
  55. C.-E. Hwang, R. F. Scherer, Y. Wu, C.-H. Hwang, and J. Li, “A comparison of coping factors in western and non-western cultures,” Psychological Reports, vol. 90, no. 2, pp. 466–476, 2002. View at Publisher · View at Google Scholar · View at Scopus
  56. M. Y. Martin, L. A. Bradley, R. W. Alexander et al., “Coping strategies predict disability in patients with primary fibromyalgia,” Pain, vol. 68, no. 1, pp. 45–53, 1996. View at Publisher · View at Google Scholar · View at Scopus
  57. C. M. Aldwin and T. A. Revenson, “Does coping help? A reexamination of the relation between coping and mental health,” Journal of Personality and Social Psychology, vol. 53, no. 2, pp. 337–348, 1987. View at Publisher · View at Google Scholar · View at Scopus
  58. J. A. Penley, J. Tomaka, and J. S. Wiebe, “The association of coping to physical and psychological health outcomes: a meta-analytic review,” Journal of Behavioral Medicine, vol. 25, no. 6, pp. 551–603, 2002. View at Publisher · View at Google Scholar · View at Scopus
  59. M. H. Mishel and D. S. Sorenson, “Revision of the ways of coping checklist for a clinical population,” Western Journal of Nursing Research, vol. 15, no. 1, pp. 59–74, 1993. View at Publisher · View at Google Scholar · View at Scopus
  60. A. Okifuji and B. D. Hare, “Management of fibromyalgia syndrome: review of evidence,” Pain and Therapy, vol. 2, no. 2, pp. 87–101, 2013. View at Publisher · View at Google Scholar
  61. F. Wolfe, B. T. Walitt, and W. Häuser, “What is fibromyalgia, how is it diagnosed, and what does it really mean?” Arthritis Care and Research, vol. 66, no. 7, pp. 969–971, 2014. View at Publisher · View at Google Scholar · View at Scopus
  62. J. W. Reich, L. M. Johnson, A. J. Zautra, and M. C. Davis, “Uncertainty of illness relationships with mental health and coping processes in fibromyalgia patients,” Journal of Behavioral Medicine, vol. 29, no. 4, pp. 307–316, 2006. View at Publisher · View at Google Scholar · View at Scopus
  63. B. Piko, “Gender differences and similarities in adolescents' ways of coping,” Psychological Record, vol. 51, no. 2, pp. 223–235, 2001. View at Google Scholar · View at Scopus
  64. M. Padyab, M. Ghazinour, and J. Richter, “Factor structure of the farsi version of the ways of coping questionnaire,” Journal of Applied Social Psychology, vol. 42, no. 8, pp. 2006–2018, 2012. View at Publisher · View at Google Scholar · View at Scopus
  65. E. Senol-Durak, M. Durak, and F. Ö. Elagöz, “Testing the psychometric properties of the Ways of Coping Questionnaire (WCQ) in Turkish university students and community samples,” Clinical Psychology & Psychotherapy, vol. 18, no. 2, pp. 172–185, 2011. View at Publisher · View at Google Scholar · View at Scopus
  66. T. Giesecke, D. A. Williams, R. E. Harris et al., “Subgrouping of fibromyalgia patients on the basis of pressure-pain thresholds and psychological factors,” Arthritis and Rheumatism, vol. 48, no. 10, pp. 2916–2922, 2003. View at Publisher · View at Google Scholar · View at Scopus
  67. R. A. Hawkins, “Fibromyalgia: a clinical update,” The Journal of the American Osteopathic Association, vol. 113, no. 9, pp. 680–689, 2013. View at Publisher · View at Google Scholar · View at Scopus
  68. H. D. Wilson, T. W. Starz, J. P. Robinson, and D. C. Turk, “Heterogeneity within the fibromyalgia population: theoretical implications of variable tender point severity ratings,” The Journal of Rheumatology, vol. 36, no. 12, pp. 2795–2801, 2009. View at Publisher · View at Google Scholar · View at Scopus