ArticleThe Lancet. Infectious diseases2015
Out-of-pocket health expenditures and antimicrobial resistance in low-income and middle-income countries: an economic analysis.
Article in The Lancet. Infectious diseases, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 73 papers, 4 of them syntheses that pooled 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.
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.
Who cites it
73 citing papers in PubMed, 4 syntheses or guidelines pooled it, 141 citations in OpenAlex.
- Prevalence of Enterobacterales Producing Extended-Spectrum Beta-Lactamases According to One Health Approach in Burkina Faso: A Systematic Review with Meta-Analysis.Journal of epidemiology and global health · 2026Pooled it
- Efficacy and safety of imipenem/cilastatin/relebactam (IMI/CS/REL): a meta-analysis of randomized controlled clinical trials.BMC infectious diseases · 2025Pooled it
- Better efficacy of triple antibiotics therapy for human brucellosis: A systematic review and meta-analysis.PLoS neglected tropical diseases · 2023Pooled it
- Association Between Antimicrobial Stewardship Programs and Antibiotic Use Globally: A Systematic Review and Meta-Analysis.JAMA network open · 2023Pooled it
- Point-of-care C-reactive protein testing to reduce inappropriate use of antibiotics for non-severe acute respiratory infections in Vietnamese primary health care: a randomised controlled trial.The Lancet. Global health · 2016Trial
- Mind the governance gap: a one health scoping review of national AMR performance indicators.npj antimicrobials and resistance · 2026Article
- Determinants of prescribing behaviour of antibacterial drugs in Europe and use of appropriate nomenclature in the literature.Naunyn-Schmiedeberg's archives of pharmacology · 2026Review
- What is the benefit of visiting a doctor, if we cannot afford a diagnostic test or buy medicine? An exploratory study of equity in antimicrobial resistance among the urban informal settlements of Dhaka.BMJ public health · 2026Article
- Landscape of national antibiotic utilisation in Malaysia: an analysis of national pharmaceutical sales data from 2019 to 2023.Journal of pharmaceutical policy and practice · 2026Article
- Spatial panel data analysis of antimicrobial resistance in Escherichia coli in China.Scientific reports · 2025Article
- Substandard and falsified antibiotics are associated with antimicrobial resistance: a retrospective country-level analysis.BMJ global health · 2025Article
- Changing climate and socioeconomic factors contribute to global antimicrobial resistance.Nature medicine · 2025Article
- Panel data analysis of the effect of ambient temperature on antimicrobial resistance in China.Scientific reports · 2025Article
- Assessing the impact of antimicrobial resistance policies on antibiotic use and antimicrobial resistance-associated mortality in children and adults in low and middle-income countries: a global analysis.BMJ public health · 2025Article
- Antimicrobial stewardship programs and antibiotic use in Africa: A systematic review and meta-analysis protocol.PloS one · 2025Article
- Cost-Effectiveness of Test-and-Treat Strategies to Reduce the Antibiotic Prescription Rate for Acute Febrile Illness in Primary Healthcare Clinics in Africa.Applied health economics and health policy · 2024Article
- Determinants of private-sector antibiotic consumption in India: findings from a quasi-experimental fixed-effects regression analysis using cross-sectional time-series data, 2011-2019.Scientific reports · 2024Article
- The Emergence of Carbapenem- and Colistin-Resistant Enterobacteria in Senegal.Pathogens (Basel, Switzerland) · 2023Article
- Sales of antibiotics without a prescription in pharmacies, 2017 and 2021, China.Bulletin of the World Health Organization · 2023Article
- Molecular epidemiology of antimicrobial resistance in central africa: A systematic review.Access microbiology · 2023Review
13 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
Authors and funding
6 authors at 4 institutions in 2 countries.
Funding
Abstract
introductionThe decreasing effectiveness of antimicrobial agents is a growing global public health concern. Low-income and middle-income countries are vulnerable to the loss of antimicrobial efficacy because of their high burden of infectious disease and the cost of treating resistant organisms. We aimed to assess if copayments in the public sector promoted the development of antibiotic resistance by inducing patients to purchase treatment from less well regulated private providers.
methodsWe analysed data from the WHO 2014 Antibacterial Resistance Global Surveillance report. We assessed the importance of out-of-pocket spending and copayment requirements for public sector drugs on the level of bacterial resistance in low-income and middle-income countries, using linear regression to adjust for environmental factors purported to be predictors of resistance, such as sanitation, animal husbandry, and poverty, and other structural components of the health sector. Our outcome variable of interest was the proportion of bacterial isolates tested that showed resistance to a class of antimicrobial agents. In particular, we computed the average proportion of isolates that showed antibiotic resistance for a given bacteria-antibacterial combination in a given country.
findingsOur sample included 47 countries (23 in Africa, eight in the Americas, three in Europe, eight in the Middle East, three in southeast Asia, and two in the western Pacific). Out-of-pocket health expenditures were the only factor significantly associated with antimicrobial resistance. A ten point increase in the percentage of health expenditures that were out-of-pocket was associated with a 3·2 percentage point increase in resistant isolates (95% CI 1·17-5·15; p=0·002). This association was driven by countries requiring copayments for drugs in the public health sector. Of these countries, moving from the 20th to 80th percentile of out-of-pocket health expenditures was associated with an increase in resistant bacterial isolates from 17·76% (95% CI 12·54-22·97) to 36·27% (31·16-41·38).
interpretationOut-of-pocket health expenditures were strongly correlated with antimicrobial resistance in low-income and middle-income countries. This relation was driven by countries that require copayments on drugs in the public sector. Our data suggest cost-sharing of antimicrobials in the public sector might drive demand to the private sector in which supply-side incentives to overprescribe are probably heightened and quality assurance less standardised.
fundingNational Institutes of Health.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.