Skip to main content
Top
Published in: International Journal for Equity in Health 1/2020

Open Access 01-12-2020 | Angiography | Research

Education-related variation in coronary procedure rates and the contribution of private health care in Australia: a prospective cohort study

Authors: Veronica Hughes, Ellie Paige, Jennifer Welsh, Grace Joshy, Emily Banks, Rosemary J. Korda

Published in: International Journal for Equity in Health | Issue 1/2020

Login to get access

Abstract

Background

Contemporary Australian evidence on socioeconomic variation in secondary cardiovascular disease (CVD) care, a possible contributor to inequalities in cardiovascular disease outcomes, is lacking. This study examined the relationship between education, an individual-level indicator of socioeconomic position, and receipt of angiography and revascularisation procedures following incident hospitalisation for acute myocardial infarction (AMI) or angina, and the role of private care in this relationship.

Methods

Participants aged ≥45 from the New South Wales population-based 45 and Up Study with no history of prior ischaemic heart disease hospitalised for AMI or angina were followed for receipt of angiography or revascularisation within 30 days of hospital admission, ascertained through linked hospital records. Education attainment, measured on baseline survey, was categorised as low (no school certificate/qualifications), intermediate (school certificate/trade/apprenticeship/diploma) and high (university degree). Cox regression estimated the association (hazard ratios [HRs]) between education and coronary procedure receipt, adjusting for demographic and health-related factors, and testing for linear trend. Private health insurance was investigated as a mediating variable.

Results

Among 4454 patients with AMI, 68.3% received angiography within 30 days of admission (crude rate: 25.8/person-year) and 48.8% received revascularisation (rate: 11.7/person-year); corresponding figures among 4348 angina patients were 59.7% (rate: 17.4/person-year) and 30.8% (rate: 5.3/person-year). Procedure rates decreased with decreasing levels of education. Comparing low to high education, angiography rates were 29% lower among AMI patients (adjusted HR = 0.71, 95% CI: 0.56–0.90) and 40% lower among angina patients (0.60, 0.47–0.76). Patterns were similar for revascularisation among those with angina (0.78, 0.61–0.99) but not AMI (0.93, 0.69–1.25). After adjustment for private health insurance status, the HRs were attenuated and there was little evidence of an association between education and angiography among those admitted for AMI.

Conclusions

There is a socioeconomic gradient in coronary procedures with the most disadvantaged patients being less likely to receive angiography following hospital admission for AMI or angina, and revascularisation procedures for angina. Unequal access to private health care contributes to these differences. The extent to which the remaining variation is clinically appropriate, or whether angiography is being underused among people with low socioeconomic position or overused among those with higher socioeconomic position, is unclear.
Appendix
Available only for authorised users
Literature
1.
go back to reference Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the global burden of disease study 2010. Lancet. 2012;380:2095–128.PubMed Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the global burden of disease study 2010. Lancet. 2012;380:2095–128.PubMed
2.
go back to reference Global Burden of Disease Study 2013 Collaborators, Vos T, Barber RM, Bell B, Bertozzi-Villa A, Biryukov S, et al. Global, regional, and national incidence, prevalence, and years lived with disability for 301 acute and chronic diseases and injuries in 188 countries, 1990–2013: a systematic analysis for the global burden of disease study 2013. Lancet. 2015;386:743–800.PubMedCentral Global Burden of Disease Study 2013 Collaborators, Vos T, Barber RM, Bell B, Bertozzi-Villa A, Biryukov S, et al. Global, regional, and national incidence, prevalence, and years lived with disability for 301 acute and chronic diseases and injuries in 188 countries, 1990–2013: a systematic analysis for the global burden of disease study 2013. Lancet. 2015;386:743–800.PubMedCentral
3.
go back to reference Australian Institute of Health and Welfare. Cardiovascular disease, diabetes and chronic kidney disease — Australian facts: prevalence and incidence. Canberra: AIHW; 2014. Australian Institute of Health and Welfare. Cardiovascular disease, diabetes and chronic kidney disease — Australian facts: prevalence and incidence. Canberra: AIHW; 2014.
4.
go back to reference Clark AM, DesMeules M, Luo W, Duncan AS, Wielgosz A. Socioeconomic status and cardiovascular disease: risks and implications for care. Nat Rev Cardiol. 2009;6:712–22.PubMed Clark AM, DesMeules M, Luo W, Duncan AS, Wielgosz A. Socioeconomic status and cardiovascular disease: risks and implications for care. Nat Rev Cardiol. 2009;6:712–22.PubMed
5.
go back to reference Waters AM, Trinh L, Chau T, Bourchier M, Moon L. Latest statistics on cardiovascular disease in Australia. Clin Exp Pharmacol Physiol. 2013;40:347–56.PubMed Waters AM, Trinh L, Chau T, Bourchier M, Moon L. Latest statistics on cardiovascular disease in Australia. Clin Exp Pharmacol Physiol. 2013;40:347–56.PubMed
6.
go back to reference Paige E, Welsh J, Agostino J, Calabria B, Banks E, Korda RJ. Socioeconomic variation in absolute cardiovascular disease risk and treatment in the Australian population. Prev Med. 2018;114:217–22.PubMed Paige E, Welsh J, Agostino J, Calabria B, Banks E, Korda RJ. Socioeconomic variation in absolute cardiovascular disease risk and treatment in the Australian population. Prev Med. 2018;114:217–22.PubMed
7.
go back to reference Korda RJ, Soga K, Joshy G, Calabria B, Attia J, Wong D, et al. Socioeconomic variation in incidence of primary and secondary major cardiovascular disease events: an Australian population-based prospective cohort study. Int J Equity Health. 2016;15:189.PubMedPubMedCentral Korda RJ, Soga K, Joshy G, Calabria B, Attia J, Wong D, et al. Socioeconomic variation in incidence of primary and secondary major cardiovascular disease events: an Australian population-based prospective cohort study. Int J Equity Health. 2016;15:189.PubMedPubMedCentral
8.
go back to reference Mackenbach JP, Cavelaars AE, Kunst AE, Groenhof F. Socioeconomic inequalities in cardiovascular disease mortality; an international study. Eur Heart J. 2000;21:1141–51.PubMed Mackenbach JP, Cavelaars AE, Kunst AE, Groenhof F. Socioeconomic inequalities in cardiovascular disease mortality; an international study. Eur Heart J. 2000;21:1141–51.PubMed
9.
go back to reference Murphy A, Palafox B, 'Donnell O O, Stuckler D, Perel P, AlHabib KF, et al. Inequalities in the use of secondary prevention of cardiovascular disease by socioeconomic status: evidence from the PURE observational study. Lancet Glob Health. 2018;6:E292–301.PubMedPubMedCentral Murphy A, Palafox B, 'Donnell O O, Stuckler D, Perel P, AlHabib KF, et al. Inequalities in the use of secondary prevention of cardiovascular disease by socioeconomic status: evidence from the PURE observational study. Lancet Glob Health. 2018;6:E292–301.PubMedPubMedCentral
10.
go back to reference Schroder SL, Richter M, Schroder J, Frantz S, Fink A. Socioeconomic inequalities in access to treatment for coronary heart disease: a systematic review. Int J Cardiol. 2016;219:70–8.PubMed Schroder SL, Richter M, Schroder J, Frantz S, Fink A. Socioeconomic inequalities in access to treatment for coronary heart disease: a systematic review. Int J Cardiol. 2016;219:70–8.PubMed
11.
go back to reference Chew DP, Scott IA, Cullen L, French JK, Briffa TG, Tideman PA, et al. National Heart Foundation of Australia & Cardiac Society of Australia and new Zealand: Australian clinical guidelines for the Management of Acute Coronary Syndromes 2016. Heart Lung Circ. 2016;25:895–951.PubMed Chew DP, Scott IA, Cullen L, French JK, Briffa TG, Tideman PA, et al. National Heart Foundation of Australia & Cardiac Society of Australia and new Zealand: Australian clinical guidelines for the Management of Acute Coronary Syndromes 2016. Heart Lung Circ. 2016;25:895–951.PubMed
12.
go back to reference Australian Commission on Safety and Quality in Health Care, Australian Institute of Health and Welfare. Exploring healthcare variation in Australia: analyses resulting from an OCED study. Sydney: ACSQHC; 2014. Australian Commission on Safety and Quality in Health Care, Australian Institute of Health and Welfare. Exploring healthcare variation in Australia: analyses resulting from an OCED study. Sydney: ACSQHC; 2014.
13.
go back to reference Coory M, Scott IA, Baade P. Differential effect of socioeconomic status on rates of invasive coronary procedures across the public and private sectors in Queensland, Australia. J Epidemiol Community Health. 2002;56:233–4.PubMedPubMedCentral Coory M, Scott IA, Baade P. Differential effect of socioeconomic status on rates of invasive coronary procedures across the public and private sectors in Queensland, Australia. J Epidemiol Community Health. 2002;56:233–4.PubMedPubMedCentral
14.
go back to reference King W, Lacey A, White J, Farewell D, Dunstan F, Fone D. Equity in healthcare for coronary heart disease, Wales (UK) 2004–2010: a population-based electronic cohort study. PLoS One. 2017;12:e0172618.PubMedPubMedCentral King W, Lacey A, White J, Farewell D, Dunstan F, Fone D. Equity in healthcare for coronary heart disease, Wales (UK) 2004–2010: a population-based electronic cohort study. PLoS One. 2017;12:e0172618.PubMedPubMedCentral
15.
go back to reference Korda RJ, Clements MS, Kelman CW. Universal health care no guarantee of equity: comparison of socioeconomic inequalities in the receipt of coronary procedures in patients with acute myocardial infarction and angina. BMC Public Health. 2009;9:460.PubMedPubMedCentral Korda RJ, Clements MS, Kelman CW. Universal health care no guarantee of equity: comparison of socioeconomic inequalities in the receipt of coronary procedures in patients with acute myocardial infarction and angina. BMC Public Health. 2009;9:460.PubMedPubMedCentral
16.
go back to reference Korda RJ, Clements MS, Dixon J. Socioeconomic inequalities in the diffusion of health technology: uptake of coronary procedures as an example. Soc Sci Med. 2011;72:224–9.PubMed Korda RJ, Clements MS, Dixon J. Socioeconomic inequalities in the diffusion of health technology: uptake of coronary procedures as an example. Soc Sci Med. 2011;72:224–9.PubMed
17.
go back to reference De Luca G, Petrelli A, Landriscina T, Gnavi R, Giammaria M, Costa G. Geographic and socioeconomic differences in access to revascularization following acute myocardial infarction. Eur J Public Health. 2016;26:760–5.PubMed De Luca G, Petrelli A, Landriscina T, Gnavi R, Giammaria M, Costa G. Geographic and socioeconomic differences in access to revascularization following acute myocardial infarction. Eur J Public Health. 2016;26:760–5.PubMed
18.
go back to reference Evans LW, van Woerden H, Davies GR, Fone D. Impact of service redesign on the socioeconomic inequity in revascularisation rates for patients with acute myocardial infarction: a natural experiment and electronic record-linked cohort study. BMJ Open. 2016;6:e011656.PubMedPubMedCentral Evans LW, van Woerden H, Davies GR, Fone D. Impact of service redesign on the socioeconomic inequity in revascularisation rates for patients with acute myocardial infarction: a natural experiment and electronic record-linked cohort study. BMJ Open. 2016;6:e011656.PubMedPubMedCentral
19.
go back to reference Lumme S, Manderbacka K, Keskimaki I. Trends of relative and absolute socioeconomic equity in access to coronary revascularisations in 1995–2010 in Finland: a register study. Int J Equity Health. 2017;16:37.PubMedPubMedCentral Lumme S, Manderbacka K, Keskimaki I. Trends of relative and absolute socioeconomic equity in access to coronary revascularisations in 1995–2010 in Finland: a register study. Int J Equity Health. 2017;16:37.PubMedPubMedCentral
20.
go back to reference Sulo E, Nygard O, Vollset SE, Igland J, Sulo G, Ebbing M, et al. Coronary angiography and myocardial revascularization following the first acute myocardial infarction in Norway during 2001–2009: analyzing time trends and educational inequalities using data from the CVDNOR project. Int J Cardiol. 2016;212:122–8.PubMed Sulo E, Nygard O, Vollset SE, Igland J, Sulo G, Ebbing M, et al. Coronary angiography and myocardial revascularization following the first acute myocardial infarction in Norway during 2001–2009: analyzing time trends and educational inequalities using data from the CVDNOR project. Int J Cardiol. 2016;212:122–8.PubMed
21.
go back to reference Chew DP, MacIsaac AI, Lefkovits J, Harper RW, Slawomirski L, Braddock D, et al. Variation in coronary angiography rates in Australia: correlations with socio-demographic, health service and disease burden indices. Med J Aust. 2016;205:114–20.PubMed Chew DP, MacIsaac AI, Lefkovits J, Harper RW, Slawomirski L, Braddock D, et al. Variation in coronary angiography rates in Australia: correlations with socio-demographic, health service and disease burden indices. Med J Aust. 2016;205:114–20.PubMed
22.
go back to reference Hyun K, Redfern J, Woodward M, D'Souza M, Shetty P, Chew D, et al. Socioeconomic equity in the receipt of in-hospital care and outcomes in Australian acute coronary syndrome patients: the CONCORDANCE registry. Heart Lung Circ. 2018;27:1398–405.PubMed Hyun K, Redfern J, Woodward M, D'Souza M, Shetty P, Chew D, et al. Socioeconomic equity in the receipt of in-hospital care and outcomes in Australian acute coronary syndrome patients: the CONCORDANCE registry. Heart Lung Circ. 2018;27:1398–405.PubMed
23.
go back to reference Mather T, Banks E, Joshy G, Bauman A, Phongsavan P, Korda RJ. Variation in health inequalities according to measures of socioeconomic status and age. Aust N Z J Public Health. 2014;38:436–40.PubMed Mather T, Banks E, Joshy G, Bauman A, Phongsavan P, Korda RJ. Variation in health inequalities according to measures of socioeconomic status and age. Aust N Z J Public Health. 2014;38:436–40.PubMed
24.
go back to reference Galobardes B, Lynch J, Smith GD. Measuring socioeconomic position in health research. Br Med Bull. 2007;81–82:21–37.PubMed Galobardes B, Lynch J, Smith GD. Measuring socioeconomic position in health research. Br Med Bull. 2007;81–82:21–37.PubMed
25.
go back to reference Dixit SK, Sambasivan M. A review of the Australian healthcare system: a policy perspective. SAGE Open Med. 2018;6:2050312118769211.PubMedPubMedCentral Dixit SK, Sambasivan M. A review of the Australian healthcare system: a policy perspective. SAGE Open Med. 2018;6:2050312118769211.PubMedPubMedCentral
26.
go back to reference Australian Institute of Health and Welfare. Private health insurance use in Australian hospitals, 2006–07 to 2015–16: Australian hospital statistics. Health services series no. 81. Cat. No. HSE 196. Canberra: AIHW; 2017. Australian Institute of Health and Welfare. Private health insurance use in Australian hospitals, 2006–07 to 2015–16: Australian hospital statistics. Health services series no. 81. Cat. No. HSE 196. Canberra: AIHW; 2017.
27.
go back to reference 45 and Up Study Collaborators, Banks E, Redman S, Jorm L, Armstrong B, Bauman A, et al. Cohort profile: the 45 and up study. Int J Epidemiol. 2008;37:941–7. 45 and Up Study Collaborators, Banks E, Redman S, Jorm L, Armstrong B, Bauman A, et al. Cohort profile: the 45 and up study. Int J Epidemiol. 2008;37:941–7.
29.
30.
go back to reference World Health Organisation. Obesity: preventing and managing the global epidemic. Vol. 894. Geneva: WHO; 2000. World Health Organisation. Obesity: preventing and managing the global epidemic. Vol. 894. Geneva: WHO; 2000.
31.
go back to reference Hays RD, Sherbourne CD, Mazel R. User's manual for medical outcomes study (MOS): Core measures of health-related quality of life. Santa Monica: RAND; 1995. Hays RD, Sherbourne CD, Mazel R. User's manual for medical outcomes study (MOS): Core measures of health-related quality of life. Santa Monica: RAND; 1995.
32.
go back to reference Stewart AL, Ware JE. Measuring functioning and well-being: the medical outcomes study approach. Durham: Duke University Press; 1992. Stewart AL, Ware JE. Measuring functioning and well-being: the medical outcomes study approach. Durham: Duke University Press; 1992.
33.
go back to reference Sundararajan V, Henderson T, Perry C, Muggivan A, Quan H, Ghali WA. New ICD-10 version of the Charlson comorbidity index predicted in-hospital mortality. J Clin Epidemiol. 2004;57:1288–94.PubMed Sundararajan V, Henderson T, Perry C, Muggivan A, Quan H, Ghali WA. New ICD-10 version of the Charlson comorbidity index predicted in-hospital mortality. J Clin Epidemiol. 2004;57:1288–94.PubMed
35.
go back to reference StataCorp. Stata statistical software: release 15. College Station: StataCorp LP; 2015. StataCorp. Stata statistical software: release 15. College Station: StataCorp LP; 2015.
36.
go back to reference Udell JA, Desai NR, Li S, Thomas L, de Lemos JA, Wright-Slaughter P, et al. Neighborhood socioeconomic disadvantage and care after myocardial infarction in the National Cardiovascular Data Registry. Circ Cardiovasc Qual Outcomes. 2018;11:e004054.PubMed Udell JA, Desai NR, Li S, Thomas L, de Lemos JA, Wright-Slaughter P, et al. Neighborhood socioeconomic disadvantage and care after myocardial infarction in the National Cardiovascular Data Registry. Circ Cardiovasc Qual Outcomes. 2018;11:e004054.PubMed
37.
go back to reference Martensson S, Gyrd-Hansen D, Prescott E, Andersen PK, Gislason G, Jacobsen RK, et al. Does access to invasive examination and treatment influence socioeconomic differences in case fatality for patients admitted for the first time with non-ST-elevation myocardial infarction or unstable angina? EuroIntervention. 2016;11:1495–502.PubMed Martensson S, Gyrd-Hansen D, Prescott E, Andersen PK, Gislason G, Jacobsen RK, et al. Does access to invasive examination and treatment influence socioeconomic differences in case fatality for patients admitted for the first time with non-ST-elevation myocardial infarction or unstable angina? EuroIntervention. 2016;11:1495–502.PubMed
38.
go back to reference Martensson S, Gyrd-Hansen D, Prescott E, Andersen PK, Jacobsen RK, Osler M. Socio-economic position and time trends in invasive management and case fatality after acute myocardial infarction in Denmark. Eur J Public Health. 2016;26:146–52.PubMed Martensson S, Gyrd-Hansen D, Prescott E, Andersen PK, Jacobsen RK, Osler M. Socio-economic position and time trends in invasive management and case fatality after acute myocardial infarction in Denmark. Eur J Public Health. 2016;26:146–52.PubMed
39.
go back to reference Guadagnoli E, Landrum MB, Normand SL, Ayanian JZ, Garg P, Hauptman PJ, et al. Impact of underuse, overuse, and discretionary use on geographic variation in the use of coronary angiography after acute myocardial infarction. Med Care. 2001;39:446–58.PubMed Guadagnoli E, Landrum MB, Normand SL, Ayanian JZ, Garg P, Hauptman PJ, et al. Impact of underuse, overuse, and discretionary use on geographic variation in the use of coronary angiography after acute myocardial infarction. Med Care. 2001;39:446–58.PubMed
40.
go back to reference Briffa TG, Hammett CJ, Cross DB, Macisaac AI, Rankin JM, Board N, et al. Should fee-for-service be for all guideline-advocated acute coronary syndrome (ACS) care? Observations from the snapshot ACS study. Aust Health Rev. 2015;39:379–86.PubMed Briffa TG, Hammett CJ, Cross DB, Macisaac AI, Rankin JM, Board N, et al. Should fee-for-service be for all guideline-advocated acute coronary syndrome (ACS) care? Observations from the snapshot ACS study. Aust Health Rev. 2015;39:379–86.PubMed
41.
go back to reference Harper RW, Nasis A, Sundararajan V. How changes to the Medicare benefits schedule could improve the practice of cardiology and save taxpayer money. Med J Aust. 2015;203:256–258.e251.PubMed Harper RW, Nasis A, Sundararajan V. How changes to the Medicare benefits schedule could improve the practice of cardiology and save taxpayer money. Med J Aust. 2015;203:256–258.e251.PubMed
42.
go back to reference Lange RA, Hillis LD. Use and overuse of angiography and revascularization for acute coronary syndromes. N Engl J Med. 1998;338:1838–9.PubMed Lange RA, Hillis LD. Use and overuse of angiography and revascularization for acute coronary syndromes. N Engl J Med. 1998;338:1838–9.PubMed
43.
go back to reference Parker RM, Ratzan SC, Lurie N. Health literacy: a policy challenge for advancing high-quality health care. Health Aff (Millwood). 2003;22:147–53. Parker RM, Ratzan SC, Lurie N. Health literacy: a policy challenge for advancing high-quality health care. Health Aff (Millwood). 2003;22:147–53.
44.
go back to reference Quatromoni J, Jones R. Inequalities in socio-economic status and invasive procedures for coronary heart disease: a comparison between the USA and the UK. Int J Clin Pract. 2008;62:1910–9.PubMed Quatromoni J, Jones R. Inequalities in socio-economic status and invasive procedures for coronary heart disease: a comparison between the USA and the UK. Int J Clin Pract. 2008;62:1910–9.PubMed
45.
go back to reference Schroder SL, Fink A, Hoffmann L, Schumann N, Martin O, Frantz S, et al. Socioeconomic differences in the pathways to diagnosis of coronary heart disease: a qualitative study. Eur J Public Health. 2017;27:1055–60.PubMed Schroder SL, Fink A, Hoffmann L, Schumann N, Martin O, Frantz S, et al. Socioeconomic differences in the pathways to diagnosis of coronary heart disease: a qualitative study. Eur J Public Health. 2017;27:1055–60.PubMed
47.
go back to reference Mordi IR, Badar AA, Irving RJ, Weir-McCall JR, Houston JG, Lang CC. Efficacy of noninvasive cardiac imaging tests in diagnosis and management of stable coronary artery disease. Vasc Health Risk Manag. 2017;13:427–37.PubMedPubMedCentral Mordi IR, Badar AA, Irving RJ, Weir-McCall JR, Houston JG, Lang CC. Efficacy of noninvasive cardiac imaging tests in diagnosis and management of stable coronary artery disease. Vasc Health Risk Manag. 2017;13:427–37.PubMedPubMedCentral
48.
go back to reference Mealing NM, Banks E, Jorm LR, Steel DG, Clements MS, Rogers KD. Investigation of relative risk estimates from studies of the same population with contrasting response rates and designs. BMC Med Res Methodol. 2010;10:26.PubMedPubMedCentral Mealing NM, Banks E, Jorm LR, Steel DG, Clements MS, Rogers KD. Investigation of relative risk estimates from studies of the same population with contrasting response rates and designs. BMC Med Res Methodol. 2010;10:26.PubMedPubMedCentral
Metadata
Title
Education-related variation in coronary procedure rates and the contribution of private health care in Australia: a prospective cohort study
Authors
Veronica Hughes
Ellie Paige
Jennifer Welsh
Grace Joshy
Emily Banks
Rosemary J. Korda
Publication date
01-12-2020
Publisher
BioMed Central
Published in
International Journal for Equity in Health / Issue 1/2020
Electronic ISSN: 1475-9276
DOI
https://doi.org/10.1186/s12939-020-01235-y

Other articles of this Issue 1/2020

International Journal for Equity in Health 1/2020 Go to the issue