Response shift in patients with multiple sclerosis: An application of three statistical techniques

Quality of Life Research

Volumn 20, Issue 10, 2011, Pages 1561-1572

  Schwartz, Carolyn E ^a,b   Sprangers, Mirjam A G ^c   Oort, Frans J ^c   Ahmed, Sara ^d,e   Bode, Rita ^f   Li, Yuelin ^g   Vollmer, Timothy ^h,i  

^a DeltaQuest Foundation Inc   (United States)

^b TUFTS UNIVERSITY SCHOOL OF MEDICINE   (United States)

^c UNIVERSITY OF AMSTERDAM   (Netherlands)

^d MCGILL UNIVERSITY   (Canada)

^e MCGILL UNIVERSITY HEALTH CENTRE   (Canada)

^f NORTHWESTERN UNIVERSITY   (United States)

^g MEMORIAL SLOAN KETTERING CANCER CENTER   (United States)

^h Rocky Mountain MS Center   (United States)

ⁱ UNIVERSITY OF COLORADO   (United States)

Author keywords

Latent Trajectory Analysis; Methods; Recursive Partitioning and Regression Tree analysis; Response shift; Statistical analysis; Structural Equation Modeling

Indexed keywords

ADULT; ARTICLE; CLASSIFICATION; DISEASE COURSE; FACTORIAL ANALYSIS; FEMALE; HUMAN; MALE; METHODOLOGY; MULTIPLE SCLEROSIS; NONPARAMETRIC TEST; NORTH AMERICA; PATHOPHYSIOLOGY; PSYCHOLOGICAL ASPECT; REGISTER; REPRODUCIBILITY; SELF REPORT; SICKNESS IMPACT PROFILE; STATISTICAL ANALYSIS; STATISTICS; THEORETICAL MODEL;

ADULT; DATA INTERPRETATION, STATISTICAL; DISEASE PROGRESSION; FACTOR ANALYSIS, STATISTICAL; FEMALE; HUMANS; MALE; MODELS, THEORETICAL; MULTIPLE SCLEROSIS; NORTH AMERICA; REGISTRIES; REPRODUCIBILITY OF RESULTS; SELF REPORT; SICKNESS IMPACT PROFILE; STATISTICS AS TOPIC; STATISTICS, NONPARAMETRIC;

EID: 84355161565     PISSN: 09629343     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11136-011-0056-8     Document Type: Article

References (68)

1. MA Sprangers CE Schwartz 1999 Integrating response shift into health-related quality of life research: A theoretical model Social Science and Medicine 48 11 1507 1515 (Pubitemid 29254110)
2. CE Schwartz MA Sprangers 1999 Methodological approaches for assessing response shift in longitudinal health-related quality-of-life research Social Science and Medicine 48 11 1531 1548 (Pubitemid 29254112)
3. Rapkin, B. D.; & Schwartz, C. E. (2004). Toward a theoretical model of quality-of-life appraisal: Implications of findings from studies of response shift. Health and Quality of Life Outcomes, 2(1), 14.
4. H Becker A Stuifbergen S Rogers G Timmerman 2000 Goal attainment scaling to measure individual change in intervention studies Nursing Research 49 3 176 180
5. KJ Evers W Karnilowicz 1996 Patient attitude as a function of disease state in multiple sclerosis Social Science and Medicine 43 8 1245 1251 (Pubitemid 26335284)
6. BL Paterson 2003 The koala has claws: applications of the shifting perspectives model in research of chronic illness Qualitative Health Research 13 7 987 994 (Pubitemid 44534756)
7. CE Schwartz M Sendor 1999 Helping others helps oneself: response shift effects in peer support Social Science and Medicine 48 11 1563 1575 (Pubitemid 29254114)
8. J Bernhard C Hurny R Maibach R Herrmann R Laffer 1999 Quality of life as subjective experience: Reframing of perception in patients with colon cancer undergoing radical resection with or without adjuvant chemotherapy. Swiss group for clinical cancer research (SAKK) Annals of Oncology 10 7 775 782 (Pubitemid 29367993)
9. J Bernhard A Lowy R Maibach C Hürny 2001 Response shift in the perception of health for utility evaluation. An explorative investigation European Journal of Cancer 37 14 1729 1735 (Pubitemid 32817046)
10. NF Boyd HJ Sutherland KZ Heasman DL Tritchler BJ Cummings 1990 Whose utilities for decision analysis? Medical Decision Making 10 1 58 67 (Pubitemid 20086097)
11. Breetvelt, I. S.; & Van Dam, F. S. (1991). Underreporting by cancer patients: The case of response-shift. Social Science & Medicine, 32(9), 981-987.
12. D Cella EA Hahn K Dineen 2002 Meaningful change in cancer-specific quality of life scores: Differences between improvement and worsening Quality of Life Research 11 3 207 221 (Pubitemid 34553502)
13. GB Chapman AS Elstein TM Kuzel R Sharifi RB Nadler A Andrews 1998 Prostate cancer patients' utilities for health states: How it looks depends on where you stand Medical Decision Making 18 3 278 286 (Pubitemid 28307557)
14. M Hagedoorn KC Sneeuw NK Aaronson 2002 Changes in physical functioning and quality of life in patients with cancer: Response shift and relative evaluation of one's condition Journal of Clinical Epidemiology 55 2 176 183 (Pubitemid 34051531)
15. Jansen, S. J. T.; Stiggelbout, A. M.; Nooij, M. A.; Noordijk, E. M.; & Kievit, J. (2001). Response shift in quality of life measurement in early-stage breast cancer patients undergoing radiotherapy. Quality of Life Research, 9, 603-615.
16. M Kagawa-Singer 1993 Redefining health: Living with cancer Social Science and Medicine 37 3 295 304 (Pubitemid 23220548)
17. Oort, F. J.; Visser, M. R. M.; & Sprangers, M. A. G. (2005). An application of structural equation modeling to detect response shifts and true change in quality of life data from cancer patients undergoing invasive surgery. Quality of Life Research, 14, 599-609. (Pubitemid 40576849)
18. J Rees D Waldron C O'Boyle P Ewings R [tmp] MacDonagh 2005 The measurement of response shift in patients with advanced prostate cancer and their partners Health and Quality of Life Outcomes 3 21 1 8
19. CE Schwartz RG Feinberg E Jilinskaia JC Applegate 1999 An evaluation of a psychosocial intervention for survivors of childhood cancer: Paradoxical effects of response shift over time Psychooncology 8 4 344 354 (Pubitemid 29417489)
20. MA Sprangers FS Van Dam J Broersen L Lodder L Wever MR Visser 1999 Revealing response shift in longitudinal research on fatigue-the use of the thentest approach Acta Oncologica 38 6 709 718 (Pubitemid 29441433)
21. Tederous-Williams, M. (2003). Response shift in women who have been pregnant with cancer. Quality of LIfe Research, 12(7), 783.
22. Ahmed, S.; Mayo, N. E.; Wood-Dauphinee, S.; & Hanley, J. (2001). Response shift in the assessment of health-related quality of life (HRQL) post-stroke. Quality of Life Research, 10, 204.
23. S Ahmed N Mayo S Wood-Dauphinee J Hanley R Cohen 2005 Using the patient generated index to evaluate response shift post-stroke Quality of Life Research 14 2247 2257 (Pubitemid 41674426)
24. Ahmed, S. (2004). Response shift, health-related quality of life post-stroke (pp. 1-235). Montreal: Department of Epidemiology and Biostatistics, McGill University.
25. D Postulart EM Adang 2000 Response shift and adaptation in chronically ill patients Medical Decision Making 20 2 186 193 (Pubitemid 30198748)
26. Wikby, A.; Stenström, U.; Hörnquist, J. O.; & Andersson, P. O. (1993) Coping behavior and degree of discrepancy between retrospective and prospective self-ratings of change in quality of life in Type 1 diabetes mellitus. Diabetic Medicine, 10, 851-854. (Pubitemid 23326839)
27. LH Daltroy MG Larson HM Eaton CB Phillips MH Liang 1999 Discrepancies between self-reported and observed physical function in the elderly: The influence of response shift and other factors Social Science and Medicine 48 11 1549 1561 (Pubitemid 29254113)
28. SM Heidrich CD Ryff 1993 The role of social comparisons processes in the psychological adaptation of elderly adults Journal of Gerontology 48 3 127 136
29. Rijken, M.; Komproe, I. H.; Ros, W. J. G.; Winnubst, J. A. M.; & van Heesch, N. C. A. (1995). Subjective well-being of elderly women: Conceptual differences between cancer patients, women suffering from chronic ailments and healthy women. British Journal of Clinical Psychology, 34, 289-300.
30. J Rees R [tmp] MacDonagh D Waldron C O'Boyle 2004 Measuring quality of life in patients with advanced cancer European Journal of Palliative Care 11 3 104 106
31. CE Schwartz M Merriman G Reed B Hammes 2004 Measuring patient treatment preferences in end-of-life care research: Applications for advance care planning interventions and response shift research Journal of Palliative Medicine 7 2 233 245 (Pubitemid 38525763)
32. CE Schwartz HB Wheeler B Hammes N Basque J Edmunds G Reed 2002 Early intervention in planning end-of-life care with ambulatory geriatric patients: Results of a pilot trial Archives of Internal Medicine 162 14 1611 1618 (Pubitemid 34765010)
33. CE Schwartz MP Merriman G Reed I Byock 2005 Evaluation of the Missoula-VITAS quality of life index-Revised: Research tool or clinical tool? Journal of Palliative Medicine 8 1 121 135 (Pubitemid 40144259)
34. Ring, L.; Hofer, S.; Heuston, F.; Harris, D.; O'Boyle, C. A. (2005). Response shift masks the treatment impact on patient reported outcomes (PROs): The example of individual quality of life in edentulous patients. Health & Quality of Life Outcomes, 3, 55.
35. H Razmjou A Yee M Ford J Finkelstein 2006 Response shift in outcome assessment in patients undergoing total knee arthroplasty Journal of Bone & Joint Surgery-American Volume 88 12 2590 2595 (Pubitemid 44901945)
36. Schwartz, C.; Bode, R.; Repucci, N.; Becker, J.; Sprangers, M. A.; & Fayers, P. M. (2006). The clinical significance of adaptation to changing health: A meta-analysis of response shift. Quality of Life Research, 15, 1533-1550. (Pubitemid 44736786)
37. S Ahmed J Bourbeau F Maltais A Mansour 2009 The Oort structural equation modeling approach detected a response shift after a COPD self-management program not detected by the Schmitt technique Journal of Clinical Epidemiology 62 1165 1172
38. Mayo, N.; Scott, C.; & Ahmed, S. (2009). Case management post-stroke did not induce response shift: The value of residuals. Journal of Clinical Epidemiology, 62, 1148-1156.
39. Y Li B Rapkin 2009 Classification and regression tree analysis to identify complex cognitive paths underlying quality of life response shifts: A study of individuals living with HIV/AIDS Journal of Clinical Epidemiology 62 1138 1147
40. Ring, L.; Hofer, S.; Heuston, F.; Harris, D.; & O'Boyle, C. A. (2005). Response shift masks the treatment impact on patient reported outcomes (PROs): The example of individual quality of life in edentulous patients. Health and Quality of Life Outcomes, 3, 55.
41. Schmitt, N. (1982). The use of analysis of covariance structures to assess beta and gamma change. Multivariate Behavioral Research, 17, 343-358.
42. K Shimozuma H Imai K Kuroi S Ohsumi M Ono 2007 Recent topics of health outcomes research in oncology Breast Cancer 14 1 60 65
43. Ahmed, S.; Mayo, N.; Scott, S.; Kuspinar, A.; & Schwartz, C. (2011). Using latent trajectory analysis of residuals to detect response shift in general health among patients with multiple sclerosis article. Quality of Life Research. doi: 10.1007/s11136-011-0005-6.
44. King-Kallimanis, B. L.; Oort, F. J.; Nolte, S.; Schwartz, C. E.; & Sprangers, M. A. G. (2011). Using structural equation modeling to detect response shift in performance and quality of life scores of multiple sclerosis patients. Quality of Life Research. doi: 10.1007/s11136-010-9844-9.
45. Li, Y.; & Schwartz, C. E. (2011). Data mining for response shift patterns in multiple sclerosis patients using recursive partitioning tree analysis. Quality of Life Research. doi: 10.1007/s11136-011-0004-7.
46. NMSS. (2005). Multiple sclerosis information sourcebook. New York, NY: Information Resource Center and Library of the National Multiple Sclerosis Society.
47. Trapp, B. D.; & Nave, K.-A. (2008). Multiple sclerosis: An immune or neurodegenerative disorder? Annual Review of Neuroscience, 31, 247-269.
48. McFarland, H. F.; & Martin, R. (2007). Multiple sclerosis: A complicated picture of autoimmunity. Nature Immunology, 8, 913-919. (Pubitemid 47300005)
49. R Dutta BD Trapp 2007 Pathogenesis of axonal and neuronal damage in multiple sclerosis Neurology 68 Suppl 3 S22 S31
50. G Filippini L Munari B Incorvaia GC Ebers C Polman R D'Amico 2003 Interferons in relapsing remitting multiple sclerosis: A systematic review Lancet 361 545 552 (Pubitemid 36207471)
51. Rice, G. P.; Incorvaia, B.; Munari, L.; Ebers, G.; Polman, C.; D'Amico, R.; et al. (2001) Interferon in relapsing-remitting multiple sclerosis. Cochrane Database of Systematic Reviews, 4, CD002002.
52. Snook, E. M.; & Motl, R. W. (2009). Effect of exercise training on walking mobility in multiple sclerosis: A meta-analysis. Neurorehabilitation and Neural Repair (in press).
53. H Tremlett Y Zhao P Rieckmann M Hutchinson 2010 New perspectives in the natural history of multiple sclerosis Neurology 74 2004 2015
54. Ware, J.; Jr.; Kosinski, M.; & Keller, S. D. (1996). A 12-item short-form health survey: Construction of scales and preliminary tests of reliability and validity. Medical Care, 34(3), 220-233. (Pubitemid 126433231)
55. CE Schwartz T Vollmer H Lee 1999 Reliability and validity of two self-report measures of impairment and disability for MS. North American research consortium on multiple sclerosis outcomes study group Neurology 52 1 63 70
56. Hohol, M. J.; Orav, E. J.; & Weiner, H. L. (1995). Disease steps in multiple sclerosis: A simple approach to evaluate disease progression. Neurology, 45, 251-255.
57. JF Kurtzke 1983 Rating neurologic impairment in multiple sclerosis: An expanded disability status scale (EDSS) Neurology 33 11 1444 1452 (Pubitemid 14237132)
58. Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Hillsdale, NJ: Lawrence Erlbaum Associates.
59. Bollen, K. A. (1989). Structural equations with latent variables. New York: Wiley.
60. Oort, F. J. (2005). Using structural equation modeling to detect response shifts and true change. Quality of Life Research, 14, 587-598. (Pubitemid 40576848)
61. Bryk, A. S.; & Raudenbush, S. W. (1992). Hierarchical linear models: Applications, data analysis methods. Thousand Oaks, CA: Sage Publications.
62. Breiman, L.; Friedman, J. H.; Olshen, R. A.; & Stone, C. J. (1993). Classification and regression trees. New York: Chapman and Hall/CRC.
63. Martin, M. A.; Meyricke, R.; O'Neill, T.; & Roberts, S. (2006). Mastectomy or breast conserving surgery? Factors affecting type of surgical treatment for breast cancerda classification tree approach. BMC Cancer, 6, 98.
64. Gruenewald, T. L.; Mroczek, D. K.; Ryff, C. D.; & Singer, B. H. (2008) Diverse pathways to positive and negative affect in adulthood and later life: An integrative approach using recursive partitioning. Developmental Psychology, 44, 330-343.
65. M Radespiel-Troger T Rabenstein HT Schneider B Lausen 2003 Comparison of tree-based methods for prognostic stratification of survival data Artificial Intelligence in Medicine 28 323 341 (Pubitemid 36961474)
66. Sedrakyan, A.; Zhang, H.; Treasure, T.; & Krumholz, H. M. (2006). Recursive partitioning-based preoperative risk stratification for atrial fibrillation after coronary artery bypass surgery. American Heart Journal, 151, 720-724. (Pubitemid 43290268)
67. G Norman 2003 Hi! How are you? Response shift, implicit theories and differing epistemologies Quality of Life Research 12 3 239 249 (Pubitemid 36549532)
68. Schwartz, C. E.; & Rapkin, B. D. (2004). Reconsidering the psychometrics of quality of life assessment in light of response shift and appraisal. Health and Quality of Life Outcomes, 2, 16.