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Published in: BMC Neurology 1/2014

Open Access 01-12-2014 | Research article

Item response theory-based measure of global disability in multiple sclerosis derived from the Performance Scales and related items

Authors: Eric Chamot, Ilya Kister, Gary R Cutter

Published in: BMC Neurology | Issue 1/2014

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Abstract

Background

The eight Performance Scales and three assimilated scales (PS) used in North American Research Committee on Multiple Sclerosis (NARCOMS) registry surveys cover a broad range of neurologic domains commonly affected by multiple sclerosis (mobility, hand function, vision, fatigue, cognition, bladder/bowel, sensory, spasticity, pain, depression, and tremor/coordination). Each scale consists of a single 6-to-7-point Likert item with response categories ranging from “normal” to “total disability”. Relatively little is known about the performances of the summary index of disability derived from these scales (the Performance Scales Sum or PSS). In this study, we demonstrate the value of a combination of classical and modern methods recently proposed by the Patient-Reported Outcome Measurement Information System (PROMIS) network to evaluate the psychometric properties of the PSS and derive an improved measure of global disability from the PS.

Methods

The study sample included 7,851adults with MS who completed a NARCOMS intake questionnaire between 2003 and 2011. Factor analysis, bifactor modeling, and item response theory (IRT) analysis were used to evaluate the dimension(s) of disability underlying the PS; calibrate the 11 scales; and generate three alternative summary scores of global disability corresponding to different model assumptions and practical priorities. The construct validity of the three scores was compared by examining the magnitude of their associations with participant’s background characteristics, including unemployment.

Results

We derived structurally valid measures of global disability from the PS through the proposed methodology that were superior to the PSS. The measure most applicable to clinical practice gives similar weight to physical and mental disability. Overall reliability of the new measure is acceptable for individual comparisons (0.87). Higher scores of global disability were significantly associated with older age at assessment, longer disease duration, male gender, Native-American ethnicity, not receiving disease modifying therapy, unemployment, and higher scores on the Patient Determined Disease Steps (PDDS).

Conclusion

Promising, interpretable and easily-obtainable IRT scores of global disability were generated from the PS by using a sequence of traditional and modern psychometric methods based on PROMIS recommendations. Our analyses shed new light on the construct of global disability in MS.
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Literature
1.
go back to reference Schwartz CE, Vollmer T, Lee H: 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. 1999, 52: 63-70. 10.1212/WNL.52.1.63.CrossRefPubMed Schwartz CE, Vollmer T, Lee H: 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. 1999, 52: 63-70. 10.1212/WNL.52.1.63.CrossRefPubMed
2.
go back to reference Gruenewald DA, Higginson IJ, Vivat B, Edmonds P, Burman RE: Quality of life measures for the palliative care of people severely affected by multiple sclerosis: a systematic review. Mult Scler. 2004, 10: 690-704. 10.1191/1352458504ms1116rr.CrossRefPubMed Gruenewald DA, Higginson IJ, Vivat B, Edmonds P, Burman RE: Quality of life measures for the palliative care of people severely affected by multiple sclerosis: a systematic review. Mult Scler. 2004, 10: 690-704. 10.1191/1352458504ms1116rr.CrossRefPubMed
3.
go back to reference Mitchell AJ, Benito-León J, González J-MM, Rivera-Navarro J: Quality of life and its assessment in multiple sclerosis: integrating physical and psychological components of wellbeing. Lancet Neurol. 2005, 4: 556-566. 10.1016/S1474-4422(05)70166-6.CrossRefPubMed Mitchell AJ, Benito-León J, González J-MM, Rivera-Navarro J: Quality of life and its assessment in multiple sclerosis: integrating physical and psychological components of wellbeing. Lancet Neurol. 2005, 4: 556-566. 10.1016/S1474-4422(05)70166-6.CrossRefPubMed
4.
go back to reference Marrie RA, Cutter G, Tyry T, Hadjimichael O, Vollmer T: Validation of the NARCOMS Registry: pain assessment. Mult Scler. 2005, 11: 338-342. 10.1191/1352458505ms1167oa.CrossRefPubMed Marrie RA, Cutter G, Tyry T, Hadjimichael O, Vollmer T: Validation of the NARCOMS Registry: pain assessment. Mult Scler. 2005, 11: 338-342. 10.1191/1352458505ms1167oa.CrossRefPubMed
5.
go back to reference Marrie RA, Cutter G, Tyry T, Campagnolo D, Vollmer T: Validation of NARCOMS Depression Scale. Int J MS Care. 2008, 10: 81-84. 10.7224/1537-2073-10.3.81.CrossRef Marrie RA, Cutter G, Tyry T, Campagnolo D, Vollmer T: Validation of NARCOMS Depression Scale. Int J MS Care. 2008, 10: 81-84. 10.7224/1537-2073-10.3.81.CrossRef
6.
7.
go back to reference Marrie RA, Goldman M: Validity of performance scales for disability assessment in multiple sclerosis. Mult Scler. 2007, 13: 1176-1182. 10.1177/1352458507078388.CrossRefPubMed Marrie RA, Goldman M: Validity of performance scales for disability assessment in multiple sclerosis. Mult Scler. 2007, 13: 1176-1182. 10.1177/1352458507078388.CrossRefPubMed
8.
go back to reference Marrie RA, Cutter G, Tyry T, Hadjimichael O, Campagnolo D, Vollmer T: Validation of the NARCOMS registry: fatigue assessment. Mult Scler. 2005, 11: 583-584. 10.1191/1352458505ms1216oa.CrossRefPubMed Marrie RA, Cutter G, Tyry T, Hadjimichael O, Campagnolo D, Vollmer T: Validation of the NARCOMS registry: fatigue assessment. Mult Scler. 2005, 11: 583-584. 10.1191/1352458505ms1216oa.CrossRefPubMed
9.
go back to reference Salter AR, Tyry T, Vollmer T, Cutter GR, Marrie RA: “seeing” in NARCOMS: a look at vision-related quality of life in the NARCOMS registry. Mult Scler. 2013, 19: 953-960. 10.1177/1352458512469694.CrossRefPubMed Salter AR, Tyry T, Vollmer T, Cutter GR, Marrie RA: “seeing” in NARCOMS: a look at vision-related quality of life in the NARCOMS registry. Mult Scler. 2013, 19: 953-960. 10.1177/1352458512469694.CrossRefPubMed
10.
go back to reference Motl RW, Schwartz CE, Vollmer T: Continued validation of the Symptom Inventory in multiple sclerosis. J Neurol Sci. 2009, 285: 134-136. 10.1016/j.jns.2009.06.015.CrossRefPubMed Motl RW, Schwartz CE, Vollmer T: Continued validation of the Symptom Inventory in multiple sclerosis. J Neurol Sci. 2009, 285: 134-136. 10.1016/j.jns.2009.06.015.CrossRefPubMed
11.
go back to reference King-Kallimanis BL, Oort FJ, Nolte S, Schwartz CE, Sprangers MA: Using structural equation modeling to detect response shift in performance and health-related quality of life scores of multiple sclerosis patients. Qual Life Res. 2011, 20: 1527-1540. 10.1007/s11136-010-9844-9.CrossRefPubMedPubMedCentral King-Kallimanis BL, Oort FJ, Nolte S, Schwartz CE, Sprangers MA: Using structural equation modeling to detect response shift in performance and health-related quality of life scores of multiple sclerosis patients. Qual Life Res. 2011, 20: 1527-1540. 10.1007/s11136-010-9844-9.CrossRefPubMedPubMedCentral
12.
go back to reference Schwartz CE, Snook E, Quaranto B, Benedict RH, Vollmer T: Cognitive reserve and patient-reported outcomes in multiple sclerosis. Mult Scler. 2013, 19: 87-105. 10.1177/1352458512444914.CrossRefPubMed Schwartz CE, Snook E, Quaranto B, Benedict RH, Vollmer T: Cognitive reserve and patient-reported outcomes in multiple sclerosis. Mult Scler. 2013, 19: 87-105. 10.1177/1352458512444914.CrossRefPubMed
13.
go back to reference Mokkink L, Knol D, Uitdehaag B: Factor structure of Guy’s neurological disability scale in a sample of Dutch patients with multiple sclerosis. Mult Scler. 2011, 17: 1498-1503. 10.1177/1352458511413098.CrossRefPubMed Mokkink L, Knol D, Uitdehaag B: Factor structure of Guy’s neurological disability scale in a sample of Dutch patients with multiple sclerosis. Mult Scler. 2011, 17: 1498-1503. 10.1177/1352458511413098.CrossRefPubMed
14.
go back to reference Chamot E, Kister I, Cutter GR: Bifactor structure of clinical disability in relapsing multiple sclerosis. Mult Scler Rel Disord. 2014, 3: 176-185. 10.1016/j.msard.2013.06.005.CrossRef Chamot E, Kister I, Cutter GR: Bifactor structure of clinical disability in relapsing multiple sclerosis. Mult Scler Rel Disord. 2014, 3: 176-185. 10.1016/j.msard.2013.06.005.CrossRef
15.
go back to reference Cella D, Yount S, Rothrock N, Gershon R, Cook K, Reeve B, Ader D, Fries JF, Bruce B, Rose M: The Patient-Reported Outcomes Measurement Information System (PROMIS): progress of an NIH Roadmap cooperative group during its first two years. Med Care. 2007, 45 (5 Suppl 1): 3-11. 10.1097/01.mlr.0000258615.42478.55.CrossRef Cella D, Yount S, Rothrock N, Gershon R, Cook K, Reeve B, Ader D, Fries JF, Bruce B, Rose M: The Patient-Reported Outcomes Measurement Information System (PROMIS): progress of an NIH Roadmap cooperative group during its first two years. Med Care. 2007, 45 (5 Suppl 1): 3-11. 10.1097/01.mlr.0000258615.42478.55.CrossRef
16.
go back to reference Learmonth YC, Motl RW, Sandroff BM, Pula JH, Cadavid D: Validation of patient determined disease steps (PDDS) scale scores in persons with multiple sclerosis. BMC Neurol. 2013, 13 (1): 37-10.1186/1471-2377-13-37.CrossRefPubMedPubMedCentral Learmonth YC, Motl RW, Sandroff BM, Pula JH, Cadavid D: Validation of patient determined disease steps (PDDS) scale scores in persons with multiple sclerosis. BMC Neurol. 2013, 13 (1): 37-10.1186/1471-2377-13-37.CrossRefPubMedPubMedCentral
17.
go back to reference Muthen B, Kaplan D: A comparison of some methodologies for the factor analysis of non‐normal Likert variables. Br J Math Stat Psychol. 1985, 38: 171-189. 10.1111/j.2044-8317.1985.tb00832.x.CrossRef Muthen B, Kaplan D: A comparison of some methodologies for the factor analysis of non‐normal Likert variables. Br J Math Stat Psychol. 1985, 38: 171-189. 10.1111/j.2044-8317.1985.tb00832.x.CrossRef
18.
go back to reference Reise SP, Morizot J, Hays RD: The role of the bifactor model in resolving dimensionality issues in health outcomes measures. Qual Life Res. 2007, 16: 19-31. 10.1007/s11136-007-9183-7.CrossRefPubMed Reise SP, Morizot J, Hays RD: The role of the bifactor model in resolving dimensionality issues in health outcomes measures. Qual Life Res. 2007, 16: 19-31. 10.1007/s11136-007-9183-7.CrossRefPubMed
19.
go back to reference Ahmed S, Mayo N, Scott S, Kuspinar A, Schwartz C: Using latent trajectory analysis of residuals to detect response shift in general health among patients with multiple sclerosis article. Qual Life Res. 2011, 20: 1555-1560. 10.1007/s11136-011-0005-6.CrossRefPubMed Ahmed S, Mayo N, Scott S, Kuspinar A, Schwartz C: Using latent trajectory analysis of residuals to detect response shift in general health among patients with multiple sclerosis article. Qual Life Res. 2011, 20: 1555-1560. 10.1007/s11136-011-0005-6.CrossRefPubMed
20.
go back to reference Hays RD, Morales LS, Reise SP: Item response theory and health outcomes measurement in the 21st century. Med Care. 2000, 38 (Suppl 9): 28-42. Hays RD, Morales LS, Reise SP: Item response theory and health outcomes measurement in the 21st century. Med Care. 2000, 38 (Suppl 9): 28-42.
21.
go back to reference Bjorner JB, Kosinski M, Ware JE: Calibration of an item pool for assessing the burden of headaches: An application of item response theory to the Headache Impact Test (HIT™). Qual Life Res. 2003, 12: 913-933. 10.1023/A:1026163113446.CrossRefPubMed Bjorner JB, Kosinski M, Ware JE: Calibration of an item pool for assessing the burden of headaches: An application of item response theory to the Headache Impact Test (HIT™). Qual Life Res. 2003, 12: 913-933. 10.1023/A:1026163113446.CrossRefPubMed
22.
go back to reference Reeve BB, Hays RD, Bjorner JB, Cook KF, Crane PK, Teresi JA, Thissen D, Revicki DA, Weiss DJ, Hambleton RK, Liu H, Gershon R, Reise SP, Lai JS, Cella D: Psychometric evaluation and calibration of health-related quality of life item banks: plans for the Patient-Reported Outcomes Measurement Information System (PROMIS). Med Care. 2007, 45 (Suppl 1): 22-31. 10.1097/01.mlr.0000250483.85507.04.CrossRef Reeve BB, Hays RD, Bjorner JB, Cook KF, Crane PK, Teresi JA, Thissen D, Revicki DA, Weiss DJ, Hambleton RK, Liu H, Gershon R, Reise SP, Lai JS, Cella D: Psychometric evaluation and calibration of health-related quality of life item banks: plans for the Patient-Reported Outcomes Measurement Information System (PROMIS). Med Care. 2007, 45 (Suppl 1): 22-31. 10.1097/01.mlr.0000250483.85507.04.CrossRef
23.
24.
go back to reference Muthén B, Asparouhov T: BSEM measurement invariance analysis. Mplus Web Notes. 2013, 17: 1-48. [https://www.statmodel.com/examples/webnotes/webnote17.pdf] Muthén B, Asparouhov T: BSEM measurement invariance analysis. Mplus Web Notes. 2013, 17: 1-48. [https://​www.​statmodel.​com/​examples/​webnotes/​webnote17.​pdf]
25.
go back to reference Reise SP, Moore TM, Haviland MG: Bifactor models and rotations: Exploring the extent to which multidimensional data yield univocal scale scores. J Pers Assess. 2010, 92: 544-559. 10.1080/00223891.2010.496477.CrossRefPubMedPubMedCentral Reise SP, Moore TM, Haviland MG: Bifactor models and rotations: Exploring the extent to which multidimensional data yield univocal scale scores. J Pers Assess. 2010, 92: 544-559. 10.1080/00223891.2010.496477.CrossRefPubMedPubMedCentral
26.
go back to reference Reise SP, Horan WP, Blanchard JJ: The challenges of fitting an item response theory model to the Social Anhedonia Scale. J Pers Assess. 2011, 93: 213-224. 10.1080/00223891.2011.558868.CrossRefPubMedPubMedCentral Reise SP, Horan WP, Blanchard JJ: The challenges of fitting an item response theory model to the Social Anhedonia Scale. J Pers Assess. 2011, 93: 213-224. 10.1080/00223891.2011.558868.CrossRefPubMedPubMedCentral
27.
go back to reference Andrich D: Rasch Models for Measurement. 1988, Sage Publications, Beverly Hills, CACrossRef Andrich D: Rasch Models for Measurement. 1988, Sage Publications, Beverly Hills, CACrossRef
28.
go back to reference Thissen D, Pommerich M, Billeaud K, Williams VS: Item response theory for scores on tests including polytomous items with ordered responses. Applied Psychol Meas. 1995, 19: 39-49. 10.1177/014662169501900105.CrossRef Thissen D, Pommerich M, Billeaud K, Williams VS: Item response theory for scores on tests including polytomous items with ordered responses. Applied Psychol Meas. 1995, 19: 39-49. 10.1177/014662169501900105.CrossRef
29.
go back to reference Orlando M, Sherbourne CD, Thissen D: Summed-score linking using item response theory: Application to depression measurement. Psychol Assess. 2000, 12: 354-359. 10.1037/1040-3590.12.3.354.CrossRefPubMed Orlando M, Sherbourne CD, Thissen D: Summed-score linking using item response theory: Application to depression measurement. Psychol Assess. 2000, 12: 354-359. 10.1037/1040-3590.12.3.354.CrossRefPubMed
30.
go back to reference Zou G: A modified poisson regression approach to prospective studies with binary data. Am J Epidemiol. 2004, 159: 702-706. 10.1093/aje/kwh090.CrossRefPubMed Zou G: A modified poisson regression approach to prospective studies with binary data. Am J Epidemiol. 2004, 159: 702-706. 10.1093/aje/kwh090.CrossRefPubMed
31.
go back to reference Andrich D: Controversy and the Rasch model: A characteristic of incompatible paradigms?. Med Care. 2004, 42 (Suppl 1): 7-16. Andrich D: Controversy and the Rasch model: A characteristic of incompatible paradigms?. Med Care. 2004, 42 (Suppl 1): 7-16.
32.
go back to reference Hobart JC, Cano SJ, Zajicek JP, Thompson AJ: Rating scales as outcome measures for clinical trials in neurology: problems, solutions, and recommendations. Lancet Neurol. 2007, 6: 1094-1095. 10.1016/S1474-4422(07)70290-9.CrossRefPubMed Hobart JC, Cano SJ, Zajicek JP, Thompson AJ: Rating scales as outcome measures for clinical trials in neurology: problems, solutions, and recommendations. Lancet Neurol. 2007, 6: 1094-1095. 10.1016/S1474-4422(07)70290-9.CrossRefPubMed
33.
go back to reference Edelen MO, Reeve BB: Applying item response theory (IRT) modeling to questionnaire development, evaluation, and refinement. Qual Life Res. 2007, 16: 5-18. 10.1007/s11136-007-9198-0.CrossRefPubMed Edelen MO, Reeve BB: Applying item response theory (IRT) modeling to questionnaire development, evaluation, and refinement. Qual Life Res. 2007, 16: 5-18. 10.1007/s11136-007-9198-0.CrossRefPubMed
34.
go back to reference McHorney CA, Monahan PO: Postscript: Applications of Rasch analysis in health care. Med Care. 2004, 42 (Suppl 1): 73-78. McHorney CA, Monahan PO: Postscript: Applications of Rasch analysis in health care. Med Care. 2004, 42 (Suppl 1): 73-78.
35.
go back to reference Reise SP, Bonifay WE, Haviland MG: Scoring and modeling psychological measures in the presence of multidimensionality. J Pers Assess. 2013, 95: 129-140. 10.1080/00223891.2012.725437. doi:10.1080/00223891.2012.725437CrossRefPubMed Reise SP, Bonifay WE, Haviland MG: Scoring and modeling psychological measures in the presence of multidimensionality. J Pers Assess. 2013, 95: 129-140. 10.1080/00223891.2012.725437. doi:10.1080/00223891.2012.725437CrossRefPubMed
36.
go back to reference Herrmann A, Pfister HR: Simple measures and complex structures: Is it worth employing a more complex model of personality in Big Five inventories?. J Res Pers. 2013, 47: 599-608. 10.1016/j.jrp.2013.05.004.CrossRef Herrmann A, Pfister HR: Simple measures and complex structures: Is it worth employing a more complex model of personality in Big Five inventories?. J Res Pers. 2013, 47: 599-608. 10.1016/j.jrp.2013.05.004.CrossRef
37.
go back to reference Embretson S, Reise S: Item Response Theory for Psychologists. 2000, Lawrence Earlboum Associates, Mahwah, NJ Embretson S, Reise S: Item Response Theory for Psychologists. 2000, Lawrence Earlboum Associates, Mahwah, NJ
Metadata
Title
Item response theory-based measure of global disability in multiple sclerosis derived from the Performance Scales and related items
Authors
Eric Chamot
Ilya Kister
Gary R Cutter
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Neurology / Issue 1/2014
Electronic ISSN: 1471-2377
DOI
https://doi.org/10.1186/s12883-014-0192-1

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