Skip to main content
Top
Published in: Journal of Neurology 2/2021

01-02-2021 | Systemic Lupus Erythematosus | Original Communication

Estimating the relative contribution of comorbidities in predicting health-related quality of life of people with multiple sclerosis

Authors: Lara Marie Pangan Lo, Bruce V. Taylor, Tania Winzenberg, Andrew J. Palmer, Leigh Blizzard, Hasnat Ahmad, Mohammad Akhtar Hussain, Ingrid van der Mei

Published in: Journal of Neurology | Issue 2/2021

Login to get access

Abstract

Background

Little is known about the relative contribution of comorbidities in predicting the health-related quality of life (HRQoL) of people with Multiple Sclerosis (PwMS).

Objective

To determine the associations between the number of and individual comorbidities and HRQoL and estimate the relative contribution of different comorbidities on HRQoL.

Methods

Cross-sectional analysis of data on self-reported presence of 30 comorbidities and HRQoL from the Australian MS Longitudinal Study (AMSLS) participants (n = 902). HRQoL was measured using the Assessment of Quality of Life-8 Dimensions (AQoL-8D). Linear regression and general dominance analysis were used.

Results

Higher number of comorbidities was associated with lower HRQoL (p trend p < 0.01). Comorbidities accounted for 18.1% of the variance in HRQoL. Mental health and musculoskeletal disorders were the strongest contributors to lower HRQoL. Of individual comorbidities, systemic lupus erythematosus (SLE) [β = − 0.16 (− 0.27, − 0.05)] and depression [β = − 0.15(− 0.18, − 0.13)] were most strongly associated with overall HRQoL, depression [β = − 0.14(− 0.16, − 0.11)] and anxiety [β = − 0.10 (− 0.13, − 0.07)] with psychosocial HRQoL, and SLE [β = − 0.18 (− 0.29, − 0.07)], rheumatoid arthritis [β = − 0.11 (− 0.19, − 0.02)] and hyperthyroidism [β = − 0.11 (− 0.19, − 0.03)) with physical HRQoL.

Conclusion

Comorbidities potentially make important contributions to HRQoL in PwMS. Our findings highlight groups of and individual comorbidities that could provide the largest benefits for the HRQoL of PwMS if they were targeted for prevention, early detection, and optimal treatment.
Appendix
Available only for authorised users
Literature
3.
go back to reference Nortvedt MW, Riise T, Myhr KM, Nyland HI (1999) Quality of life in multiple sclerosis: Measuring the disease effects more broadly. Neurology 53(5):1098–1103CrossRef Nortvedt MW, Riise T, Myhr KM, Nyland HI (1999) Quality of life in multiple sclerosis: Measuring the disease effects more broadly. Neurology 53(5):1098–1103CrossRef
4.
go back to reference Warren SA, Turpin KVL, Pohar SL, Jones CA, Warren KG (2009) Comorbidity and health-related quality of life in people with multiple sclerosis. Int J MS Care 11(1):6–16CrossRef Warren SA, Turpin KVL, Pohar SL, Jones CA, Warren KG (2009) Comorbidity and health-related quality of life in people with multiple sclerosis. Int J MS Care 11(1):6–16CrossRef
5.
go back to reference Janzen W, Turpin KVL, Warren SA, Marrie RA, Warren KG (2013) Change in the health-related quality of life of multiple sclerosis patients over 5 years. Int J MS Care 15(1):46–53CrossRef Janzen W, Turpin KVL, Warren SA, Marrie RA, Warren KG (2013) Change in the health-related quality of life of multiple sclerosis patients over 5 years. Int J MS Care 15(1):46–53CrossRef
6.
go back to reference Ahmad H, Taylor BV, Ivd M, Colman S, O'Leary BA, Breslin M, Palmer AJ (2017) The impact of multiple sclerosis severity on health state utility values: evidence from Australia. Mult Scler J 23(8):1157–1166CrossRef Ahmad H, Taylor BV, Ivd M, Colman S, O'Leary BA, Breslin M, Palmer AJ (2017) The impact of multiple sclerosis severity on health state utility values: evidence from Australia. Mult Scler J 23(8):1157–1166CrossRef
8.
go back to reference Hermann BP, Vickrey B, Hays RD, Cramer J, Devinsky O, Meador K, Perrine K, Myers LW, Ellison GW (1996) A comparison of health-related quality of life in patients with epilepsy, diabetes and multiple sclerosis. Epilepsy Res 25(2):113–118CrossRef Hermann BP, Vickrey B, Hays RD, Cramer J, Devinsky O, Meador K, Perrine K, Myers LW, Ellison GW (1996) A comparison of health-related quality of life in patients with epilepsy, diabetes and multiple sclerosis. Epilepsy Res 25(2):113–118CrossRef
10.
go back to reference Turpin KVL, Carroll LJ, Cassidy JD, Hader WJ (2007) Deterioration in the health-related quality of life of persons with multiple sclerosis: the possible warning signs. Mult Scler J 13(8):1038–1045CrossRef Turpin KVL, Carroll LJ, Cassidy JD, Hader WJ (2007) Deterioration in the health-related quality of life of persons with multiple sclerosis: the possible warning signs. Mult Scler J 13(8):1038–1045CrossRef
11.
12.
go back to reference Taylor BV, Palmer A, Simpson S Jr, Lucas R, Group NS, Simmons RD, Mason D, Pearson J, Clarke G, Sabel C, Willoughby E, Richardson A, Abernethy D (2013) Assessing possible selection bias in a national voluntary MS longitudinal study in Australia. Mult Scler J 19(12):1627–1631. https://doi.org/10.1177/1352458513481511CrossRef Taylor BV, Palmer A, Simpson S Jr, Lucas R, Group NS, Simmons RD, Mason D, Pearson J, Clarke G, Sabel C, Willoughby E, Richardson A, Abernethy D (2013) Assessing possible selection bias in a national voluntary MS longitudinal study in Australia. Mult Scler J 19(12):1627–1631. https://​doi.​org/​10.​1177/​1352458513481511​CrossRef
13.
go back to reference Polman CH, Reingold SC, Banwell B, Clanet M, Cohen JA, Filippi M, Fujihara K, Havrdova E, Hutchinson M, Kappos L, Lublin FD, Montalban X, O'Connor P, Sandberg-Wollheim M, Thompson AJ, Waubant E, Weinshenker B, Wolinsky JS (2011) Diagnostic criteria for multiple sclerosis: 2010 revisions to the McDonald criteria. Ann Neurol 69(2):292–302. https://doi.org/10.1002/ana.22366CrossRefPubMedPubMedCentral Polman CH, Reingold SC, Banwell B, Clanet M, Cohen JA, Filippi M, Fujihara K, Havrdova E, Hutchinson M, Kappos L, Lublin FD, Montalban X, O'Connor P, Sandberg-Wollheim M, Thompson AJ, Waubant E, Weinshenker B, Wolinsky JS (2011) Diagnostic criteria for multiple sclerosis: 2010 revisions to the McDonald criteria. Ann Neurol 69(2):292–302. https://​doi.​org/​10.​1002/​ana.​22366CrossRefPubMedPubMedCentral
14.
go back to reference McDonald WI, Compston A, Edan G, Goodkin D, Hartung H-P, Lublin FD, McFarland HF, Paty DW, Polman CH, Reingold SC, Sandberg-Wollheim M, Sibley W, Thompson A, Svd N, Weinshenker BY, Wolinsky JS (2001) Recommended diagnostic criteria for multiple sclerosis: guidelines from the international panel on the diagnosis of multiple sclerosis. Ann Neurol 50(1):121–127. https://doi.org/10.1002/ana.1032CrossRefPubMed McDonald WI, Compston A, Edan G, Goodkin D, Hartung H-P, Lublin FD, McFarland HF, Paty DW, Polman CH, Reingold SC, Sandberg-Wollheim M, Sibley W, Thompson A, Svd N, Weinshenker BY, Wolinsky JS (2001) Recommended diagnostic criteria for multiple sclerosis: guidelines from the international panel on the diagnosis of multiple sclerosis. Ann Neurol 50(1):121–127. https://​doi.​org/​10.​1002/​ana.​1032CrossRefPubMed
18.
go back to reference Richardson J, Sinha K, Iezzi A, Khan MA (2014) Modelling utility weights for the Assessment of Quality of Life (AQoL)-8D. Qual Life Res 23(8):2395–2404CrossRef Richardson J, Sinha K, Iezzi A, Khan MA (2014) Modelling utility weights for the Assessment of Quality of Life (AQoL)-8D. Qual Life Res 23(8):2395–2404CrossRef
19.
go back to reference Campbell JA, Hensher M, Neil A, Venn A, Otahal P, Wilkinson S, Palmer AJ (2018) An exploratory study: a head-to-head comparison of the EQ-5D-5L and AQoL-8D for long-term publicly waitlisted bariatric surgery patients before and 3 months after bariatric surgery. Pharmacoecon Open 2(4):443–458CrossRef Campbell JA, Hensher M, Neil A, Venn A, Otahal P, Wilkinson S, Palmer AJ (2018) An exploratory study: a head-to-head comparison of the EQ-5D-5L and AQoL-8D for long-term publicly waitlisted bariatric surgery patients before and 3 months after bariatric surgery. Pharmacoecon Open 2(4):443–458CrossRef
20.
go back to reference Richardson J, Iezzi A, Khan MA, Maxwell A (2014) Validity and reliability of the assessment of quality of life (AQoL)-8D multi-attribute utility instrument. Patient 7(1):85–96CrossRef Richardson J, Iezzi A, Khan MA, Maxwell A (2014) Validity and reliability of the assessment of quality of life (AQoL)-8D multi-attribute utility instrument. Patient 7(1):85–96CrossRef
22.
go back to reference Nathans LL, Oswald FL, Nimon K (2012) Interpreting multiple linear regression: a guidebook of variable importance. Pract Assess Rese Eval 17(9):1–19 Nathans LL, Oswald FL, Nimon K (2012) Interpreting multiple linear regression: a guidebook of variable importance. Pract Assess Rese Eval 17(9):1–19
23.
go back to reference Azen R, Budescu D (2003) The dominance analysis approach for comparing predictors in multiple regression. Psychol Methods 8:129–148CrossRef Azen R, Budescu D (2003) The dominance analysis approach for comparing predictors in multiple regression. Psychol Methods 8:129–148CrossRef
24.
go back to reference Azen R, Traxel N (2009) Using dominance analysis to determine predictor importance in logistic regression. J Educ Behav Stat 34:319–347CrossRef Azen R, Traxel N (2009) Using dominance analysis to determine predictor importance in logistic regression. J Educ Behav Stat 34:319–347CrossRef
25.
go back to reference Greenland S (1989) Modeling and variable selection in epidemiologic analysis. Am J Public Health 79(3):340–349CrossRef Greenland S (1989) Modeling and variable selection in epidemiologic analysis. Am J Public Health 79(3):340–349CrossRef
26.
go back to reference Kamangar F (2012) Confounding variables in epidemiologic studies: basics and beyond. Arch Iran Med 15:508–516PubMed Kamangar F (2012) Confounding variables in epidemiologic studies: basics and beyond. Arch Iran Med 15:508–516PubMed
27.
go back to reference Maxwell A, Özmen M, Iezzi A, Richardson J (2016) Deriving population norms for the AQoL-6D and AQoL-8D multi-attribute utility instruments from web-based data. Qual Life Res 25(12):3209–3219CrossRef Maxwell A, Özmen M, Iezzi A, Richardson J (2016) Deriving population norms for the AQoL-6D and AQoL-8D multi-attribute utility instruments from web-based data. Qual Life Res 25(12):3209–3219CrossRef
28.
go back to reference Lo LMP, Taylor BV, Winzenberg T, Palmer A, Blizzard L, van der Mei I (2020) Comorbidities contribute substantially to the severity of common multiple sclerosis symptoms. J Neurol (Accepted) Lo LMP, Taylor BV, Winzenberg T, Palmer A, Blizzard L, van der Mei I (2020) Comorbidities contribute substantially to the severity of common multiple sclerosis symptoms. J Neurol (Accepted)
29.
go back to reference Marrie RA (2018) Comorbidities in multiple sclerosis: a clinical resource guide. The Consortium of Multiple Sclerosis Centers (CMSC); Nurse Practitioner Alternatives (NPA); Catamount Medical Education. https://mscomorbidities.com/. Accessed 30 Mar 2018 Marrie RA (2018) Comorbidities in multiple sclerosis: a clinical resource guide. The Consortium of Multiple Sclerosis Centers (CMSC); Nurse Practitioner Alternatives (NPA); Catamount Medical Education. https://​mscomorbidities.​com/​. Accessed 30 Mar 2018
31.
go back to reference Marrie RA, Horwitz R, Cutter G, Tyry T, Campagnolo D, Vollmer T (2009) The burden of mental comorbidity in multiple sclerosis: frequent, underdiagnosed, and undertreated. Mult Scler J 15(3):385–392CrossRef Marrie RA, Horwitz R, Cutter G, Tyry T, Campagnolo D, Vollmer T (2009) The burden of mental comorbidity in multiple sclerosis: frequent, underdiagnosed, and undertreated. Mult Scler J 15(3):385–392CrossRef
32.
33.
go back to reference Aitken D, Jones G, Winzenberg T (2019) Clinical overview of osteoarthritis (OA) and the challenges faced for future management. In. doi: 10.1016/B978–0–12–801238–3.11419–9 Aitken D, Jones G, Winzenberg T (2019) Clinical overview of osteoarthritis (OA) and the challenges faced for future management. In. doi: 10.1016/B978–0–12–801238–3.11419–9
34.
go back to reference Degenhardt A, Ramagopalan SV, Scalfari A, Ebers GC (2009) Clinical prognostic factors in multiple sclerosis: a natural history review. Nat Rev Neurol 5(12):672–682CrossRef Degenhardt A, Ramagopalan SV, Scalfari A, Ebers GC (2009) Clinical prognostic factors in multiple sclerosis: a natural history review. Nat Rev Neurol 5(12):672–682CrossRef
Metadata
Title
Estimating the relative contribution of comorbidities in predicting health-related quality of life of people with multiple sclerosis
Authors
Lara Marie Pangan Lo
Bruce V. Taylor
Tania Winzenberg
Andrew J. Palmer
Leigh Blizzard
Hasnat Ahmad
Mohammad Akhtar Hussain
Ingrid van der Mei
Publication date
01-02-2021
Publisher
Springer Berlin Heidelberg
Published in
Journal of Neurology / Issue 2/2021
Print ISSN: 0340-5354
Electronic ISSN: 1432-1459
DOI
https://doi.org/10.1007/s00415-020-10195-w

Other articles of this Issue 2/2021

Journal of Neurology 2/2021 Go to the issue