Evidence map›Paper›PMID 41719377›Full record

ArticlePLoS medicine2026

The potential impact of reduced international donor funding on the household economic burden of tuberculosis in low- and middle-income countries: A modeling study.

Allison Portnoy, Rebecca A Clark, Mark Jit, Christopher Finn McQuaid, Alexandra S Richards, Roel Bakker, Tom Sumner, Tomos O Prŷs-Jones, Rein M G J Houben, Richard G White and 2 more

Abstract read
In one paragraph

Article in PLoS medicine, 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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0cells of the map it votes in
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

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

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

12 authors.

Allison PortnoyDepartment of Global Health, Boston University School of Public Health, Boston, Massachusetts, United States of America.ORCID https://orcid.org/0000-0002-8467-1324
Rebecca A ClarkTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID https://orcid.org/0000-0001-8923-0301
Mark JitDepartment of Global and Environmental Health, New York University School of Global Public Health, New York, United States of America.ORCID https://orcid.org/0000-0001-6658-8255
Christopher Finn McQuaidTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID https://orcid.org/0000-0001-6199-0931
Alexandra S RichardsSchool of Health and Wellbeing, University of Glasgow, Glasgow, United Kingdom.ORCID https://orcid.org/0000-0001-9886-8104
Roel BakkerTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.
Tom SumnerTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID https://orcid.org/0000-0001-9305-534X
Tomos O Prŷs-JonesTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID https://orcid.org/0000-0001-6472-302X
Rein M G J HoubenTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.
Richard G WhiteTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID https://orcid.org/0000-0003-4410-6635
Katherine C HortonTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID https://orcid.org/0000-0002-7542-4065
Nicolas A MenziesCenter for Health Decision Science, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.ORCID https://orcid.org/0000-0002-2571-016X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRecent shifts in the global health funding landscape-most notably the dismantling of the United States Agency for International Development (USAID) and possible reduced contributions to the Global Fund to Fight AIDS, TB, and Malaria (Global Fund)-threaten essential tuberculosis (TB) services in low- and middle-income countries (LMICs). We quantified the potential impact on the household economic burden of TB. METHODS AND

findingsWe used linked epidemiological and economic models, calibrated to 79 LMICs, to estimate future TB patient costs under six scenarios: continuation of 2024 funding levels (baseline), termination of USAID, termination of USAID plus announced reductions in Global Fund contributions from the USA alone, termination of USAID plus complete termination of Global Fund contributions from the USA alone, termination of USAID plus announced reductions in Global Fund contributions from all donor countries contributing 1% or more to the budget, and full elimination of external funding for TB. Outcomes included total TB-attributable household costs and numbers of households experiencing catastrophic costs (disease-related costs >20% of annual income). USAID termination was projected to produce US$7.5 (95% uncertainty interval: $6.1-8.9) billion in additional patient-incurred costs and 3.9 (3.1-4.6) million additional households experiencing catastrophic costs over 2025-2050. The worst-case scenario (elimination of all external funding) resulted in $79.7 ($60.0-99.2) billion in additional patient-incurred costs and 40.5 (30.9-50.7) million additional households experiencing catastrophic costs-a 32% increase over baseline. Impacts were greatest for poorer households, with over 50% of additional catastrophic costs occurring in the poorest 20% of households. This analysis is limited by substantial uncertainty regarding costs faced by untreated patients and assumptions of constant patient costs and uniform treatment reductions over time.

conclusionsAbrupt reductions in international donor funding for TB may reverse recent progress toward financial risk protection and health equity in LMICs. Strategies to reduce the disruption caused by funding cuts and protect vulnerable populations are urgently needed.

Indexed as

Cost of IllnessDeveloping CountriesModels, EconomicTuberculosisFamily CharacteristicsGlobal HealthHealth Care CostsHumans

Identifiers

PMID41719377
PMCPMC12948071

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LicenceCC BY
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Registered trials

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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.