Evidence map›Paper›PMID 31448114›Full record

ArticleJournal of global health2019

Implications of multimorbidity patterns on health care utilisation and quality of life in middle-income countries: cross-sectional analysis.

Grace Sum, Chris Salisbury, Gerald Choon-Huat Koh, Rifat Atun, Brian Oldenburg, Barbara McPake, Sukumar Vellakkal, John Tayu Lee

Open access · goldAbstract read
In one paragraph

Article in Journal of global health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
47citing papers in PubMed, 3 pooled it
7.2field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

47 citing papers in PubMed, 3 syntheses or guidelines pooled it, 82 citations in OpenAlex.

  1. Pooled it
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  7. Quality of life among women of reproductive age during the accumulation of multiple chronic conditions.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026
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  9. [Multimorbidity patterns and associated hospitalization costs among different age groups of patients in a single medical center].Zhejiang da xue xue bao. Yi xue ban = Journal of Zhejiang University. Medical sciences · 2025
    Article
  10. Article
  11. Multimorbidity Management: A Scoping Review of Interventions and Health Outcomes.International journal of environmental research and public health · 2025
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  19. Improving person-centred care for older persons with serious multimorbidity in LMICs.African journal of primary health care & family medicine · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 7 institutions in 6 countries.

Grace SumSaw Swee Hock School of Public Health, National University of Singapore, Singapore.
Chris SalisburyCentre for Academic Primary Care, NIHR School for Primary Care Research, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
Gerald Choon-Huat KohSaw Swee Hock School of Public Health, National University of Singapore, Singapore.
Rifat AtunHarvard T.H Chan, School of Public Health, and Harvard Medical School, Harvard University, Cambridge, Massachusetts, USA.
Brian OldenburgNossal Institute for Global Health, Melbourne School of Population and Global Health, University of Melbourne, Australia.
Barbara McPakeNossal Institute for Global Health, Melbourne School of Population and Global Health, University of Melbourne, Australia.
Sukumar VellakkalBirla Institute of Technology and Science, Pilani, K. K. Birla Goa Campus, Goa, India.
John Tayu LeeNossal Institute for Global Health, Melbourne School of Population and Global Health, University of Melbourne, Australia.
The George Institute for Global Health · AUBirla Institute of Technology and Science, Pilani - Goa Campus · INHarvard University · USImperial College London · GBNational University Health System · SGNational University of Singapore · SGNIHR School for Primary Care Research

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPast studies have demonstrated how single non-communicable diseases (NCDs) affect health care utilisation and quality of life (QoL), but not how different NCD combinations interact to affect these. Our study aims to investigate the prevalence of NCD dyad and triad combinations, and the implications of different NCD dyad combinations on health care utilisation and QoL.

methodsOur study utilised cross-sectional data from the WHO SAGE study to examine the most prevalent NCD combinations in six large middle-income countries (MICs). Subjects were mostly aged 50 years and above, with a smaller proportion aged 18 to 49 years. Multivariable linear regression was applied to investigate which NCD dyads increased or decreased health care utilisation and QoL, compared with subjects with only one NCD.

resultsThe study included 41 557 subjects. Most prevalent NCD combinations differed by subgroups, including age, gender, income, and residence (urban vs rural). Diabetes, stroke, and depression had the largest effect on increasing mean number of outpatient visits, increasing mean number of hospitalisation days, and decreasing mean QoL scores, respectively. Out of the 36 NCD dyads in our study, thirteen, four, and five dyad combinations were associated with higher or lower mean number of outpatient visits, mean number of hospitalisations, or mean QoL scores, respectively, compared with treating separate patients with one NCD each. Dyads of depression were associated with fewer mean outpatient visits, more hospitalisations, and lower mean QoL scores, compared to patients with one NCD. Dyads of hypertension and diabetes were also associated with a reduced mean number of outpatient visits.

conclusionsCertain NCD combinations increase or decrease health care utilisation and QoL substantially more than treating separate patients with one NCD each. Health systems should consider the needs of patients with different multimorbidity patterns to effectively respond to the demands on health care utilisation and to mitigate adverse effects on QoL.

Indexed as

Developing CountriesQuality of LifeAdolescentAdultAgedChinaCross-Sectional StudiesFemaleGhanaHumansIndiaMaleMexicoMiddle AgedMultimorbidityNoncommunicable Diseases

Identifiers

PMID31448114
PMCPMC6684869
OpenAlexW2965791390

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.