ArticleThe lancet. Diabetes & endocrinology2016
Comparative effectiveness and cost-effectiveness of treat-to-target versus benefit-based tailored treatment of type 2 diabetes in low-income and middle-income countries: a modelling analysis.
Article in The lancet. Diabetes & endocrinology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 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
19 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Application of decision analytical models to diabetes in low- and middle-income countries: a systematic review.BMC health services research · 2022Pooled it
- Comprehensive league table of cost-utility ratios: A systematic review of cost-effectiveness evidence for health policy decisions in India.Frontiers in public health · 2022Pooled it
- Outcomes and Strategies to Support a Treat-to-target Approach in Inflammatory Bowel Disease: A Systematic Review.Journal of Crohn's & colitis · 2020Pooled it
- Cost of diabetes mellitus in Africa: a systematic review of existing literature.Globalization and health · 2018Pooled it
- Optimising care for uncomplicated type 2 diabetes mellitus in Lagos, Nigeria: cost and benefit estimates using real-world data.BMJ global health · 2026Article
- Synthetic data Using Population Profiles for cardiOvascular Risk facTors (SUPPORT) in mainland China.Scientific data · 2026Article
- Reducing non-communicable diseases among Palestinian populations in Gaza: A participatory comparative and cost-effectiveness modeling assessment.PLOS global public health · 2024Article
- Economic evaluations of non-communicable diseases conducted in Sub-Saharan Africa: a critical review of data sources.Cost effectiveness and resource allocation : C/E · 2023Article
- Exploring cost drivers to improve disease management: the case of type 2 diabetes at a tertiary hospital in Burundi, Africa.Journal of public health in Africa · 2023Article
- [Integrating hypertension and diabetes management in primary health care settings: HEARTS as a toolIntegrando o manejo da hipertensão e do diabetes na atenção primária à saúde: uso do HEARTS como instrumento].Revista panamericana de salud publica = Pan American journal of public health · 2022Article
- Integrating hypertension and diabetes management in primary health care settings: HEARTS as a tool.Revista panamericana de salud publica = Pan American journal of public health · 2022Article
- Estimated effect of increased diagnosis, treatment, and control of diabetes and its associated cardiovascular risk factors among low-income and middle-income countries: a microsimulation model.The Lancet. Global health · 2021Article
- Incidence, socio-economic inequalities and determinants of catastrophic health expenditure and impoverishment for diabetes care in South Africa: a study at two public hospitals in Tshwane.International journal for equity in health · 2019Article
- Economic Impact of Diabetes in South Asia: the Magnitude of the Problem.Current diabetes reports · 2019Review
- Treating T2DM by ensuring insulin access is a global challenge.Nature reviews. Endocrinology · 2019Review
- Matching Microsimulation Risk Factor Correlations to Cross-sectional Data: The Shortest Distance Method.Medical decision making : an international journal of the Society for Medical Decision Making · 2018Article
- Validation of Risk Equations for Complications of Type 2 Diabetes (RECODe) Using Individual Participant Data From Diverse Longitudinal Cohorts in the U.S.Diabetes care · 2018Article
- Individualized Glycemic Control for U.S. Adults With Type 2 Diabetes: A Cost-Effectiveness Analysis.Annals of internal medicine · 2018Article
- Development and validation of Risk Equations for Complications Of type 2 Diabetes (RECODe) using individual participant data from randomised trials.The lancet. Diabetes & endocrinology · 2017Article
Corrections and comments
- Commented on by
Authors and funding
3 authors.
Funding
Abstract
backgroundOptimal prescription of blood pressure, lipid, and glycaemic control treatments for adults with type 2 diabetes remains unclear. We aimed to compare the effectiveness and cost-effectiveness of two treatment approaches for diabetes management in five low-income and middle-income countries.
methodsWe developed a microsimulation model to compare a treat-to-target (TTT) strategy, aiming to achieve target levels of biomarkers (blood pressure <130/80 mm Hg, LDL <2·59 mmol/L, and HbA
findingsThe TTT strategy recommended treatment to a larger number of people-who were generally at lower risk of diabetes complications-than the BTT. The BTT strategy recommended treatment to fewer people at higher risk. Compared with the TTT strategy, the BTT strategy would be expected to avert 24·4-30·5% more complications and be more cost-effective from a societal perspective (saving US$4·0-300·0 per disability-adjusted life-year averted in the countries simulated). Alternative treatment thresholds, matched by total cost or population size treated, did not change the comparative superiority of the BTT strategy, nor did titrating treatment using fasting plasma glucose (for areas without HbA
interpretationA BTT strategy is more effective and cost-effective than a TTT strategy in low-income and middle-income countries for prevention of both cardiovascular and microvascular complications of type 2 diabetes. However, the superiority of the BTT strategy for averting microvascular complications is contingent on insulin availability.
fundingRosenkranz Prize for Healthcare Research in Developing Countries and US National Institutes of Health (U54 MD010724, DP2 MD010478).
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.