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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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    6. 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.
    7. 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.
    8. 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.
    9. Joelle H Fong, 2019. "Out-of-pocket health spending among Medicare beneficiaries: Which chronic diseases are most costly?," PLOS ONE, Public Library of Science, vol. 14(9), pages 1-16, September.
    10. Kalpana Singh & Albara Alomari & Badriya Lenjawi, 2022. "Prevalence of Multimorbidity in the Middle East: A Systematic Review of Observational Studies," IJERPH, MDPI, vol. 19(24), pages 1-10, December.
    11. Ahmed Abdelmajed Alkhodary & Syed Mohamed Aljunid & Aniza Ismail & Amrizal Muhammad Nur & Suzana Shahar, 2022. "Health Care Utilization and Out-of-Pocket Payments among Elderly with Cognitive Frailty in Malaysia," IJERPH, MDPI, vol. 19(6), pages 1-18, March.
    12. Charlotte Arena & Christine Holmberg & Volker Winkler & Philipp Jaehn, 2021. "The Health Status and Healthcare Utilization of Ethnic Germans in Russia," IJERPH, MDPI, vol. 19(1), pages 1-13, December.
    13. 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.
    14. 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.
    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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