Evidence map›Paper›PMID 42651247›Full record

ArticleHealthcare (Basel, Switzerland)2026

Life-Stage Differences in the Longitudinal Associations of Multimorbidity Profiles with Economic Burden, Health-Related Quality of Life, and Inpatient Utilization.

Ibrahim Alliu, Gulzar Shah, Subash Thapa, Olamide Asifat

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Ibrahim AlliuDepartment of Biostatistics, Epidemiology, and Environmental Health Science, Jiann-Ping Hsu College of Public Health, Georgia Southern University, Statesboro, GA 30460, USA.ORCID 0009-0004-9160-4367
Gulzar ShahDepartment of Health Policy and Management, Jiann-Ping Hsu College of Public Health, Georgia Southern University, Statesboro, GA 30460, USA.ORCID 0000-0003-0954-3418
Subash ThapaDepartment of Biostatistics, Epidemiology, and Environmental Health Science, Jiann-Ping Hsu College of Public Health, Georgia Southern University, Statesboro, GA 30460, USA.
Olamide AsifatDepartment of Biostatistics, Epidemiology, and Environmental Health Science, Jiann-Ping Hsu College of Public Health, Georgia Southern University, Statesboro, GA 30460, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND/

objectivesMultimorbidity is associated with substantial healthcare burdens, but its associations with health and economic outcomes among young adults remain poorly characterized. This study examined associations between clinically defined multimorbidity profiles and expenditures, catastrophic healthcare expenditure, health-related quality of life, and inpatient utilization across adult life stages.

methodsMedical Expenditure Panel Survey Panel 24 data were analyzed for 4331 U.S. adults followed from 2019 through 2022, including 942 young adults. Respondents were classified into five profiles: no included conditions, respiratory only, cardiometabolic only, any-cancer involved, and cardiorespiratory. Longitudinally weighted generalized estimating equations were fitted.

resultsProfile distribution differed significantly across age groups. Among young adults, overall profile and profile-by-year tests were nonsignificant for total expenditures and most other outcomes. In 2019, the cardiorespiratory profile was associated with higher expected expenditures than no included conditions (expenditure ratio = 3.44, 95% CI: 1.59-7.46;

conclusionsOverall profile effects were not consistently demonstrated among young adults. Parameter-specific cardiorespiratory estimates suggested a potentially elevated burden but remained exploratory because of sparse observations and nonsignificant overall tests. Socioeconomic vulnerability remained an important correlate of healthcare burden.

Indexed as

catastrophic health expendituredisease-combination profilesgeneralized estimating equationshealthcare expenditureshealth-related quality of lifeinpatient utilizationMEPSmultimorbidityUnited Statesyoung adults

Identifiers

PMID42651247
PMCPMC13511794

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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.