Evidence map›Paper›PMID 37432972›Full record

ArticlePLoS medicine2023

The potential impact of novel tuberculosis vaccine introduction on economic growth in low- and middle-income countries: A modeling study.

Allison Portnoy, Jean-Louis Arcand, Rebecca A Clark, Chathika K Weerasuriya, Christinah Mukandavire, Roel Bakker, Edith Patouillard, Nebiat Gebreselassie, Matteo Zignol, Mark Jit and 2 more

Open access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
15.4field-weighted citation impact, top 1% 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

15 citing papers in PubMed, 27 citations in OpenAlex.

  1. Article
  2. Article
  3. Tuberculosis: An Ongoing Global Threat.Advances in experimental medicine and biology · 2026
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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

12 authors at 6 institutions in 7 countries.

Allison PortnoyDepartment of Global Health, Boston University School of Public Health, Boston, Massachusetts, United States of America.ORCID 0000-0002-8467-1324
Jean-Louis ArcandDepartment of International Economics, The Graduate Institute of International and Development Studies, Geneva, Switzerland.
Rebecca A ClarkTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID 0000-0001-8923-0301
Chathika K WeerasuriyaTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.
Christinah MukandavireCoalition for Epidemic Preparedness Innovations, London, United Kingdom.
Roel BakkerTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID 0000-0002-1958-0944
Edith PatouillardDepartment of Health Systems Governance and Financing, World Health Organization, Geneva, Switzerland.
Nebiat GebreselassieGlobal TB Programme, World Health Organization, Geneva, Switzerland.
Matteo ZignolGlobal TB Programme, World Health Organization, Geneva, Switzerland.
Mark JitCentre for the Mathematical Modelling of Infectious Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID 0000-0001-6658-8255
Richard G WhiteTB Modelling Group, London School of Hygiene and Tropical Medicine, London, United Kingdom.ORCID 0000-0003-4410-6635
Nicolas A MenziesCenter for Health Decision Science, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.
University of London · GBWorld Health Organization · CHBoston University · USGlobal Development Network · INHarvard Global Health Institute · USLondon School of Hygiene & Tropical Medicine · GB

Funding

Defining drivers of TB transmission in the era of universal ART, and implications for finding the walking wellR01AI147321 · NIAID · LONDON SCH/HYGIENE & TROPICAL MEDICINE · PI GRANT, ALISON · 2019 to 2024
$2.3M
Medical Research Council MR/N013638/1NIAID NIH HHS R01 AI147321Wellcome TrustWellcome Trust 218261/Z/19/ZWorld Health Organization 001
6 · The paper itself

Abstract

backgroundMost individuals developing tuberculosis (TB) are working age adults living in low- and middle-income countries (LMICs). The resulting disability and death impact economic productivity and burden health systems. New TB vaccine products may reduce this burden. In this study, we estimated the impact of introducing novel TB vaccines on gross domestic product (GDP) growth in 105 LMICs. METHODS AND

findingsWe adapted an existing macroeconomic model to simulate country-level GDP trends between 2020 and 2080, comparing scenarios for introduction of hypothetical infant and adolescent/adult vaccines to a no-new-vaccine counterfactual. We parameterized each scenario using estimates of TB-related mortality, morbidity, and healthcare spending from linked epidemiological and costing models. We assumed vaccines would be introduced between 2028 and 2047 and estimated incremental changes in GDP within each country from introduction to 2080, in 2020 US dollars. We tested the robustness of results to alternative analytic specifications. Both vaccine scenarios produced greater cumulative GDP in the modeled countries over the study period, equivalent to $1.6 (95% uncertainty interval: $0.8, 3.0) trillion for the adolescent/adult vaccine and $0.2 ($0.1, 0.4) trillion for the infant vaccine. These GDP gains were substantially lagged relative to the time of vaccine introduction, particularly for the infant vaccine. GDP gains resulting from vaccine introduction were concentrated in countries with higher current TB incidence and earlier vaccine introduction. Results were sensitive to secular trends in GDP growth but relatively robust to other analytic assumptions. Uncertain projections of GDP could alter these projections and affect the conclusions drawn by this analysis.

conclusionsUnder a range of assumptions, introducing novel TB vaccines would increase economic growth in LMICs.

Indexed as

Tuberculosis VaccinesAdolescentAdultDeveloping CountriesEconomic DevelopmentHealth FacilitiesHumansInfantMedical AssistanceTuberculosis Vaccines

Identifiers

PMID37432972
PMCPMC10335702
OpenAlexW4383875278

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.