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Published in: Health and Quality of Life Outcomes 1/2017

Open Access 01-12-2017 | Research

Individual diseases or clustering of health conditions? Association between multiple chronic diseases and health-related quality of life in adults

Authors: David Alejandro González-Chica, Catherine L. Hill, Tiffany K. Gill, Phillipa Hay, Dandara Haag, Nigel Stocks

Published in: Health and Quality of Life Outcomes | Issue 1/2017

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Abstract

Background

Chronic diseases are highly prevalent and cluster in individuals (multimorbidity). This study investigated the association between multimorbidity and Health-Related Quality of Life (HRQoL), assessing the combination of chronic diseases highly correlated with this outcome.

Methods

We conducted a household survey in 2015 in a random sample of 2912 South Australian adults (48.9 ± 18.1 years; 50.9% females), obtaining information on sociodemographics, lifestyle, and 17 chronic conditions clustered in four different groups (metabolic, cardiovascular, gastrointestinal, and musculoskeletal). Information on physical (PCS) and mental components scores (MCS) of HRQoL were assessed using the SF-12 questionnaire. Multivariable linear regression models considering individual diseases (mutually adjusted) and clusters within- and between-groups were used to test the associations.

Results

Only 41% of the sample was negative for all the investigated diseases. The most prevalent conditions were osteoarthritis, obesity and hypertension, which affected one in every four individuals. PCS was markedly lower among those reporting stroke, heart failure, and osteoarthritis, but they were not associated with MCS. Direct-trend relationships were observed between the number of chronic conditions (clusters within- and between-groups) and PCS, but not with MCS. The strongest association with PCS was for musculoskeletal conditions (difference between those affected by 2+ conditions and those free of these conditions −6.7 95%CI -8.5;-5.4), and lower PCS were observed in any combination of clusters between-group including musculoskeletal diseases.

Conclusion

In the context of multimorbidity, musculoskeletal diseases are a key determinant group of PCS, amplifying the association of other chronic conditions on physical but not on mental health.
Literature
1.
go back to reference GBD Mortality - Causes of death collaborators: Global, regional, and national age-sex specific all-cause and cause-specific mortality for 240 causes of death, 1990-2013: a systematic analysis for the global burden of disease study 2013. Lancet 2015, 385:117–171. GBD Mortality - Causes of death collaborators: Global, regional, and national age-sex specific all-cause and cause-specific mortality for 240 causes of death, 1990-2013: a systematic analysis for the global burden of disease study 2013. Lancet 2015, 385:117–171.
2.
go back to reference WHO: WHO maps noncommunicable disease trends in all countries: country profiles on noncommunicable disease trends in 193 countries. Cent Eur J Public Health 2011, 19:130, 138. WHO: WHO maps noncommunicable disease trends in all countries: country profiles on noncommunicable disease trends in 193 countries. Cent Eur J Public Health 2011, 19:130, 138.
3.
go back to reference WHO maps noncommunicable disease trends in all countries: country profiles on noncommunicable disease trends in 193 countries. Cent Eur J Public Health 2011, 19:130, 138. WHO maps noncommunicable disease trends in all countries: country profiles on noncommunicable disease trends in 193 countries. Cent Eur J Public Health 2011, 19:130, 138.
4.
go back to reference Fortin M, Lapointe L, Hudon C, Vanasse A, Ntetu AL, Maltais D. Multimorbidity and quality of life in primary care: a systematic review. Health Qual Life Outcomes. 2004;2:51.CrossRefPubMedPubMedCentral Fortin M, Lapointe L, Hudon C, Vanasse A, Ntetu AL, Maltais D. Multimorbidity and quality of life in primary care: a systematic review. Health Qual Life Outcomes. 2004;2:51.CrossRefPubMedPubMedCentral
5.
go back to reference Valderas JM, Starfield B, Sibbald B, Salisbury C, Roland M. Defining comorbidity: implications for understanding health and health services. Ann Fam Med. 2009;7:357–63.CrossRefPubMedPubMedCentral Valderas JM, Starfield B, Sibbald B, Salisbury C, Roland M. Defining comorbidity: implications for understanding health and health services. Ann Fam Med. 2009;7:357–63.CrossRefPubMedPubMedCentral
6.
go back to reference Hutchinson AF, Graco M, Rasekaba TM, Parikh S, Berlowitz DJ, Lim WK. Relationship between health-related quality of life, comorbidities and acute health care utilisation, in adults with chronic conditions. Health Qual Life Outcomes. 2015;13:69.CrossRefPubMedPubMedCentral Hutchinson AF, Graco M, Rasekaba TM, Parikh S, Berlowitz DJ, Lim WK. Relationship between health-related quality of life, comorbidities and acute health care utilisation, in adults with chronic conditions. Health Qual Life Outcomes. 2015;13:69.CrossRefPubMedPubMedCentral
7.
go back to reference Esteban y Pena M, Garcia RJ, Olalla JM, Llanos EV, de Miguel AG, Cordero XF: Impact of the most frequent chronic health conditions on the quality of life among people aged >15 years in Madrid. Eur J Pub Health 2010, 20:78–84. Esteban y Pena M, Garcia RJ, Olalla JM, Llanos EV, de Miguel AG, Cordero XF: Impact of the most frequent chronic health conditions on the quality of life among people aged >15 years in Madrid. Eur J Pub Health 2010, 20:78–84.
8.
go back to reference McDaid O, Hanly MJ, Richardson K, Kee F, Kenny RA, Savva GM. The effect of multiple chronic conditions on self-rated health, disability and quality of life among the older populations of Northern Ireland and the Republic of Ireland: a comparison of two nationally representative cross-sectional surveys. BMJ Open. 2013;3 McDaid O, Hanly MJ, Richardson K, Kee F, Kenny RA, Savva GM. The effect of multiple chronic conditions on self-rated health, disability and quality of life among the older populations of Northern Ireland and the Republic of Ireland: a comparison of two nationally representative cross-sectional surveys. BMJ Open. 2013;3
9.
go back to reference Brown DS, Thompson WW, Zack MM, Arnold SE, Barile JP. Associations between health-related quality of life and mortality in older adults. Prev Sci. 2015;16:21–30.CrossRefPubMedPubMedCentral Brown DS, Thompson WW, Zack MM, Arnold SE, Barile JP. Associations between health-related quality of life and mortality in older adults. Prev Sci. 2015;16:21–30.CrossRefPubMedPubMedCentral
10.
go back to reference Silva DA, Peres KG, Boing AF, Gonzalez-Chica DA, Peres MA. Clustering of risk behaviors for chronic noncommunicable diseases: a population-based study in southern Brazil. Prev Med. 2013;56:20–4.CrossRefPubMed Silva DA, Peres KG, Boing AF, Gonzalez-Chica DA, Peres MA. Clustering of risk behaviors for chronic noncommunicable diseases: a population-based study in southern Brazil. Prev Med. 2013;56:20–4.CrossRefPubMed
11.
go back to reference Martinez-Gonzalez NA, Berchtold P, Ullman K, Busato A, Egger M. Integrated care programmes for adults with chronic conditions: a meta-review. Int J Qual Health Care. 2014;26:561–70.CrossRefPubMedPubMedCentral Martinez-Gonzalez NA, Berchtold P, Ullman K, Busato A, Egger M. Integrated care programmes for adults with chronic conditions: a meta-review. Int J Qual Health Care. 2014;26:561–70.CrossRefPubMedPubMedCentral
12.
go back to reference van Weel C, Schellevis FG. Comorbidity and guidelines: conflicting interests. Lancet. 2006;367:550–1.CrossRefPubMed van Weel C, Schellevis FG. Comorbidity and guidelines: conflicting interests. Lancet. 2006;367:550–1.CrossRefPubMed
15.
go back to reference Gonzalez-Chica DA, Adams R, Dal Grande E, Avery J, Hay P, Stocks N. Lower educational level and unemployment increase the impact of cardiometabolic conditions on the quality of life: results of a population-based study in South Australia. Qual Life Res. 2017; Gonzalez-Chica DA, Adams R, Dal Grande E, Avery J, Hay P, Stocks N. Lower educational level and unemployment increase the impact of cardiometabolic conditions on the quality of life: results of a population-based study in South Australia. Qual Life Res. 2017;
16.
go back to reference Wilson D, Tucker G, Chittleborough C. Rethinking and rescoring the SF-12. Soz Praventivmed. 2002;47:172–7.PubMed Wilson D, Tucker G, Chittleborough C. Rethinking and rescoring the SF-12. Soz Praventivmed. 2002;47:172–7.PubMed
17.
go back to reference Gandek B, Ware JE, Aaronson NK, Apolone G, Bjorner JB, Brazier JE, Bullinger M, Kaasa S, Leplege A, Prieto L, Sullivan M. Cross-validation of item selection and scoring for the SF-12 health survey in nine countries: results from the IQOLA project. International quality of life assessment. J Clin Epidemiol. 1998;51:1171–8.CrossRefPubMed Gandek B, Ware JE, Aaronson NK, Apolone G, Bjorner JB, Brazier JE, Bullinger M, Kaasa S, Leplege A, Prieto L, Sullivan M. Cross-validation of item selection and scoring for the SF-12 health survey in nine countries: results from the IQOLA project. International quality of life assessment. J Clin Epidemiol. 1998;51:1171–8.CrossRefPubMed
18.
go back to reference Ware J Jr, Kosinski M, Keller SD. A 12-item short-form health survey: construction of scales and preliminary tests of reliability and validity. Med Care. 1996;34:220–33.CrossRefPubMed Ware J Jr, Kosinski M, Keller SD. A 12-item short-form health survey: construction of scales and preliminary tests of reliability and validity. Med Care. 1996;34:220–33.CrossRefPubMed
20.
go back to reference Skevington SM, Lotfy M, O'Connell KA, Group W. The World Health Organization's WHOQOL-BREF quality of life assessment: psychometric properties and results of the international field trial. A report from the WHOQOL group. Qual Life Res. 2004;13:299–310.CrossRefPubMed Skevington SM, Lotfy M, O'Connell KA, Group W. The World Health Organization's WHOQOL-BREF quality of life assessment: psychometric properties and results of the international field trial. A report from the WHOQOL group. Qual Life Res. 2004;13:299–310.CrossRefPubMed
21.
go back to reference Ludt S, Wensing M, Szecsenyi J, van Lieshout J, Rochon J, Freund T, Campbell SM, Ose D. Predictors of health-related quality of life in patients at risk for cardiovascular disease in European primary care. PLoS One. 2011;6:e29334.CrossRefPubMedPubMedCentral Ludt S, Wensing M, Szecsenyi J, van Lieshout J, Rochon J, Freund T, Campbell SM, Ose D. Predictors of health-related quality of life in patients at risk for cardiovascular disease in European primary care. PLoS One. 2011;6:e29334.CrossRefPubMedPubMedCentral
22.
go back to reference Maatouk I, Wild B, Herzog W, Wesche D, Schellberg D, Schottker B, Muller H, Rothenbacher D, Stegmaier C, Brenner H. Longitudinal predictors of health-related quality of life in middle-aged and older adults with hypertension: results of a population-based study. J Hypertens. 2012;30:1364–72.CrossRefPubMed Maatouk I, Wild B, Herzog W, Wesche D, Schellberg D, Schottker B, Muller H, Rothenbacher D, Stegmaier C, Brenner H. Longitudinal predictors of health-related quality of life in middle-aged and older adults with hypertension: results of a population-based study. J Hypertens. 2012;30:1364–72.CrossRefPubMed
23.
go back to reference Gonzalez-Chica DA, Mnisi Z, Avery J, Duszynski K, Doust J, Tideman P, Murphy A, Burgess J, Beilby J, Stocks N. Effect of health literacy on quality of life amongst patients with Ischaemic heart disease in Australian general practice. PLoS One. 2016;11:e0151079.CrossRefPubMedPubMedCentral Gonzalez-Chica DA, Mnisi Z, Avery J, Duszynski K, Doust J, Tideman P, Murphy A, Burgess J, Beilby J, Stocks N. Effect of health literacy on quality of life amongst patients with Ischaemic heart disease in Australian general practice. PLoS One. 2016;11:e0151079.CrossRefPubMedPubMedCentral
25.
go back to reference Katschnig H. How useful is the concept of quality of life in psychiatry? Current Opinion in Psychiatry. 1997;10:337–45.CrossRef Katschnig H. How useful is the concept of quality of life in psychiatry? Current Opinion in Psychiatry. 1997;10:337–45.CrossRef
26.
go back to reference Mitchel M: Interpreting and visualizing regression models using STATA, first ed. First edn. Texas, USA: Stata Press; 2012. Mitchel M: Interpreting and visualizing regression models using STATA, first ed. First edn. Texas, USA: Stata Press; 2012.
27.
go back to reference Alonso J, Ferrer M, Gandek B, Ware JE Jr, Aaronson NK, Mosconi P, Rasmussen NK, Bullinger M, Fukuhara S, Kaasa S, et al. Health-related quality of life associated with chronic conditions in eight countries: results from the international quality of life assessment (IQOLA) project. Qual Life Res. 2004;13:283–98.CrossRefPubMed Alonso J, Ferrer M, Gandek B, Ware JE Jr, Aaronson NK, Mosconi P, Rasmussen NK, Bullinger M, Fukuhara S, Kaasa S, et al. Health-related quality of life associated with chronic conditions in eight countries: results from the international quality of life assessment (IQOLA) project. Qual Life Res. 2004;13:283–98.CrossRefPubMed
28.
go back to reference Arokiasamy P, Uttamacharya U, Jain K, Biritwum RB, Yawson AE, Wu F, Guo Y, Maximova T, Espinoza BM, Rodriguez AS, et al. The impact of multimorbidity on adult physical and mental health in low- and middle-income countries: what does the study on global ageing and adult health (SAGE) reveal? BMC Med. 2015;13:178.CrossRefPubMedPubMedCentral Arokiasamy P, Uttamacharya U, Jain K, Biritwum RB, Yawson AE, Wu F, Guo Y, Maximova T, Espinoza BM, Rodriguez AS, et al. The impact of multimorbidity on adult physical and mental health in low- and middle-income countries: what does the study on global ageing and adult health (SAGE) reveal? BMC Med. 2015;13:178.CrossRefPubMedPubMedCentral
29.
go back to reference Taylor AW, Dal Grande E, Wu J, Shi Z, Campostrini S. Ten-year trends in major lifestyle risk factors using an ongoing population surveillance system in Australia. Popul Health Metr. 2014;12:31.CrossRefPubMedPubMedCentral Taylor AW, Dal Grande E, Wu J, Shi Z, Campostrini S. Ten-year trends in major lifestyle risk factors using an ongoing population surveillance system in Australia. Popul Health Metr. 2014;12:31.CrossRefPubMedPubMedCentral
32.
go back to reference Loza E, Jover JA, Rodriguez L, Carmona L, Group ES. Multimorbidity: prevalence, effect on quality of life and daily functioning, and variation of this effect when one condition is a rheumatic disease. Semin Arthritis Rheum. 2009;38:312–9.CrossRefPubMed Loza E, Jover JA, Rodriguez L, Carmona L, Group ES. Multimorbidity: prevalence, effect on quality of life and daily functioning, and variation of this effect when one condition is a rheumatic disease. Semin Arthritis Rheum. 2009;38:312–9.CrossRefPubMed
33.
go back to reference van der Zee-Neuen A, Putrik P, Ramiro S, Keszei A, de Bie R, Chorus A, Boonen A. Impact of chronic diseases and multimorbidity on health and health care costs: the additional role of musculoskeletal disorders. Arthritis Care Res (Hoboken). 2016;68:1823–31.CrossRef van der Zee-Neuen A, Putrik P, Ramiro S, Keszei A, de Bie R, Chorus A, Boonen A. Impact of chronic diseases and multimorbidity on health and health care costs: the additional role of musculoskeletal disorders. Arthritis Care Res (Hoboken). 2016;68:1823–31.CrossRef
34.
go back to reference GBD DALY, Collaborators H, Murray CJ, Barber RM, Foreman KJ, Abbasoglu Ozgoren A, Abd-Allah F, Abera SF, Aboyans V, Abraham JP, et al. Global, regional, and national disability-adjusted life years (DALYs) for 306 diseases and injuries and healthy life expectancy (HALE) for 188 countries, 1990-2013: quantifying the epidemiological transition. Lancet. 2015;386:2145–91.CrossRef GBD DALY, Collaborators H, Murray CJ, Barber RM, Foreman KJ, Abbasoglu Ozgoren A, Abd-Allah F, Abera SF, Aboyans V, Abraham JP, et al. Global, regional, and national disability-adjusted life years (DALYs) for 306 diseases and injuries and healthy life expectancy (HALE) for 188 countries, 1990-2013: quantifying the epidemiological transition. Lancet. 2015;386:2145–91.CrossRef
36.
go back to reference Dal Grande E, Fullerton S, Taylor AW. Reliability of self-reported health risk factors and chronic conditions questions collected using the telephone in South Australia, Australia. BMC Med Res Methodol. 2012;12:108.CrossRefPubMedPubMedCentral Dal Grande E, Fullerton S, Taylor AW. Reliability of self-reported health risk factors and chronic conditions questions collected using the telephone in South Australia, Australia. BMC Med Res Methodol. 2012;12:108.CrossRefPubMedPubMedCentral
37.
go back to reference Dey AK, Alyass A, Muir RT, Black SE, Swartz RH, Murray BJ, Boulos MI. Validity of self-report of cardiovascular risk factors in a population at high risk for stroke. J Stroke Cerebrovasc Dis. 2015;24:2860–5.CrossRefPubMed Dey AK, Alyass A, Muir RT, Black SE, Swartz RH, Murray BJ, Boulos MI. Validity of self-report of cardiovascular risk factors in a population at high risk for stroke. J Stroke Cerebrovasc Dis. 2015;24:2860–5.CrossRefPubMed
Metadata
Title
Individual diseases or clustering of health conditions? Association between multiple chronic diseases and health-related quality of life in adults
Authors
David Alejandro González-Chica
Catherine L. Hill
Tiffany K. Gill
Phillipa Hay
Dandara Haag
Nigel Stocks
Publication date
01-12-2017
Publisher
BioMed Central
Published in
Health and Quality of Life Outcomes / Issue 1/2017
Electronic ISSN: 1477-7525
DOI
https://doi.org/10.1186/s12955-017-0806-6

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