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Impact of Noncommunicable Disease Multimorbidity on Healthcare Utilisation and Out-Of-Pocket Expenditures in Middle-Income Countries: Cross Sectional Analysis

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  • John Tayu Lee
  • Fozia Hamid
  • Sanghamitra Pati
  • Rifat Atun
  • Christopher Millett

Abstract

Background: The burden of non-communicable disease (NCDs) has grown rapidly in low- and middle-income countries (LMICs), where populations are ageing, with rising prevalence of multimorbidity (more than two co-existing chronic conditions) that will significantly increase pressure on already stretched health systems. We assess the impact of NCD multimorbidity on healthcare utilisation and out-of-pocket expenditures in six middle-income countries: China, Ghana, India, Mexico, Russia and South Africa. Methods: Secondary analyses of cross-sectional data from adult participants (>18 years) in the WHO Study on Global Ageing and Adult Health (SAGE) 2007–2010. We used multiple logistic regression to determine socio-demographic correlates of multimorbidity. Association between the number of NCDs and healthcare utilisation as well as out-of-pocket spending was assessed using logistic, negative binominal and log-linear models. Results: The prevalence of multimorbidity in the adult population varied from 3∙9% in Ghana to 33∙6% in Russia. Number of visits to doctors in primary and secondary care rose substantially for persons with increasing numbers of co-existing NCDs. Multimorbidity was associated with more outpatient visits in China (coefficient for number of NCD = 0∙56, 95% CI = 0∙46, 0∙66), a higher likelihood of being hospitalised in India (AOR = 1∙59, 95% CI = 1∙45, 1∙75), higher out-of-pocket expenditures for outpatient visits in India and China, and higher expenditures for hospital visits in Russia. Medicines constituted the largest proportion of out-of-pocket expenditures in persons with multimorbidity (88∙3% for outpatient, 55∙9% for inpatient visit in China) in most countries. Conclusion: Multimorbidity is associated with higher levels of healthcare utilisation and greater financial burden for individuals in middle-income countries. Our study supports the WHO call for universal health insurance and health service coverage in LMICs, particularly for vulnerable groups such as the elderly with multimorbidity.

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  • John Tayu Lee & Fozia Hamid & Sanghamitra Pati & Rifat Atun & Christopher Millett, 2015. "Impact of Noncommunicable Disease Multimorbidity on Healthcare Utilisation and Out-Of-Pocket Expenditures in Middle-Income Countries: Cross Sectional Analysis," PLOS ONE, Public Library of Science, vol. 10(7), pages 1-18, July.
  • Handle: RePEc:plo:pone00:0127199
    DOI: 10.1371/journal.pone.0127199
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    References listed on IDEAS

    as
    1. Yip, Winnie & Hsiao, William C., 2009. "Non-evidence-based policy: How effective is China's new cooperative medical scheme in reducing medical impoverishment?," Social Science & Medicine, Elsevier, vol. 68(2), pages 201-209, January.
    2. Marengoni, A. & Winblad, B. & Karp, A. & Fratiglioni, L., 2008. "Prevalence of chronic diseases and multimorbidity among the elderly population in Sweden," American Journal of Public Health, American Public Health Association, vol. 98(7), pages 1198-1200.
    3. Amitabh Chandra & Jonathan Gruber & Robin McKnight, 2010. "Patient Cost-Sharing and Hospitalization Offsets in the Elderly," American Economic Review, American Economic Association, vol. 100(1), pages 193-213, March.
    4. Sukumar Vellakkal & S V Subramanian & Christopher Millett & Sanjay Basu & David Stuckler & Shah Ebrahim, 2013. "Socioeconomic Inequalities in Non-Communicable Diseases Prevalence in India: Disparities between Self-Reported Diagnoses and Standardized Measures," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-12, July.
    5. Colin D Mathers & Dejan Loncar, 2006. "Projections of Global Mortality and Burden of Disease from 2002 to 2030," PLOS Medicine, Public Library of Science, vol. 3(11), pages 1-20, November.
    6. Garcia-Diaz, Rocio & Sosa-Rub, Sandra G., 2011. "Analysis of the distributional impact of out-of-pocket health payments: Evidence from a public health insurance program for the poor in Mexico," Journal of Health Economics, Elsevier, vol. 30(4), pages 707-718, July.
    7. Rodrigo Moreno-Serra & Christopher Millett & Peter C Smith, 2011. "Towards Improved Measurement of Financial Protection in Health," PLOS Medicine, Public Library of Science, vol. 8(9), pages 1-6, September.
    8. Laurens M Niëns & Alexandra Cameron & Ellen Van de Poel & Margaret Ewen & Werner B F Brouwer & Richard Laing, 2010. "Quantifying the Impoverishing Effects of Purchasing Medicines: A Cross-Country Comparison of the Affordability of Medicines in the Developing World," PLOS Medicine, Public Library of Science, vol. 7(8), pages 1-8, August.
    9. repec:mpr:mprres:3123 is not listed on IDEAS
    10. Will Maimaris & Jared Paty & Pablo Perel & Helena Legido-Quigley & Dina Balabanova & Robby Nieuwlaat & Martin Mckee, 2013. "The Influence of Health Systems on Hypertension Awareness, Treatment, and Control: A Systematic Literature Review," PLOS Medicine, Public Library of Science, vol. 10(7), pages 1-18, July.
    11. Shah Ebrahim & Neil Pearce & Liam Smeeth & Juan P Casas & Shabbar Jaffar & Peter Piot, 2013. "Tackling Non-Communicable Diseases In Low- and Middle-Income Countries: Is the Evidence from High-Income Countries All We Need?," PLOS Medicine, Public Library of Science, vol. 10(1), pages 1-6, January.
    12. Parminder Raina & Vicki Torrance-Rynard & Micheline Wong & Christel Woodward, 2002. "Agreement between Self-Reported and Routinely Collected Health Care Utilisation Data among Seniors," Social and Economic Dimensions of an Aging Population Research Papers 81, McMaster University.
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    7. Anupa Rijal & Tara Ballav Adhikari & Jahangir A M Khan & Gabriele Berg-Beckhoff, 2018. "The economic impact of non-communicable diseases among households in South Asia and their coping strategy: A systematic review," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-23, November.
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    9. Yu Fu & Mingsheng Chen, 2022. "The Impact of Multimorbidities on Catastrophic Health Expenditures among Patients Suffering from Hypertension in China: An Analysis of Nationwide Representative Data," Sustainability, MDPI, vol. 14(13), pages 1-15, June.
    10. Yeoh, Eng-Kiong & Yam, Carrie H.K. & Chong, Ka-Chun & Chow, Tsz-Yu & Fung, Valerie L.H. & Wong, Eliza L.Y. & Griffiths, Sian M., 2020. "An evaluation of universal vouchers as a demand-side subsidy to change primary care utilization: A retrospective analysis of longitudinal services utilisation and voucher claims data from a survey coh," Health Policy, Elsevier, vol. 124(2), pages 189-198.
    11. Anon Khunakorncharatphong & Nareerut Pudpong & Rapeepong Suphanchaimat & Sataporn Julchoo & Mathudara Phaiyarom & Pigunkaew Sinam, 2021. "Noncommunicable Disease Service Utilization among Expatriate Patients in Thailand: An Analysis of Hospital Service Data, 2014–2018," IJERPH, MDPI, vol. 18(18), pages 1-12, September.
    12. Pushpendra Singh & Virendra Kumar, 2017. "The Rising Burden of Healthcare Expenditure in India: A Poverty Nexus," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 133(2), pages 741-762, September.
    13. Qinfeng Zhao & Jian Wang & Stephen Nicholas & Elizabeth Maitland & Jingjie Sun & Chen Jiao & Lizheng Xu & Anli Leng, 2020. "Health-Related Quality of Life and Health Service Use among Multimorbid Middle-Aged and Older-Aged Adults in China: A Cross-Sectional Study in Shandong Province," IJERPH, MDPI, vol. 17(24), pages 1-13, December.
    14. Dai Su & Yingchun Chen & Hongxia Gao & Haomiao Li & Jingjing Chang & Shihan Lei & Di Jiang & Xiaomei Hu & Min Tan & Zhifang Chen, 2019. "Is There a Difference in the Utilisation of Inpatient Services Between Two Typical Payment Methods of Health Insurance? Evidence from the New Rural Cooperative Medical Scheme in China," IJERPH, MDPI, vol. 16(8), pages 1-16, April.
    15. Shira Sagie & Wasef Na'amnih & Juda Frej & Daniel Cohen & Gershon Alpert & Khitam Muhsen, 2019. "Correlates of hospitalizations in internal medicine divisions among Israeli adults of different ethnic groups with hypertension, diabetes and cardiovascular diseases," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-16, April.

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