SynthesisPharmacoEconomics2015
The Economic Costs of Type 2 Diabetes: A Global Systematic Review.
Synthesis in PharmacoEconomics, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04499638 (Incidence of Complications of Peripheral Venous Access in the Type 2 Diabetic Population. Analysis of Risk Factors and Comparative Study of Two Peripheral Devices), which is not on this map. Cited by 357 papers, 35 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.
Incidence of Complications of Peripheral Venous Access in the Type 2 Diabetic Population. Analysis of Risk Factors and Comparative Study of Two Peripheral Devices
Who cites it
357 citing papers in PubMed, 35 syntheses or guidelines pooled it, 849 citations in OpenAlex.
- Adverse Drug Reaction Costs and Study Quality in Africa: A Systematic Review of Cost-of-Illness Studies.PharmacoEconomics - open · 2026Pooled it
- Sex differences in trial representation and the cardiovascular effectiveness of newer glucose-lowering agents in patients with and without type 2 diabetes: A systematic review and meta-analysis of cardiovascular outcome trials.Diabetes, obesity & metabolism · 2026Pooled it
- Probiotic Supplementation and its Potential Benefits in Type 2 Diabetes: A Meta-analysis.Endocrine, metabolic & immune disorders drug targets · 2026Pooled it
- Effect of educational program for patients with type 2 diabetes: a systematic review and meta-analysis of randomized controlled trials.Frontiers in medicine · 2026Pooled it
- Pooled it
- Cost-effectiveness of Semaglutide Compared With Other Glucose-Lowering Medications in Treating Type 2 Diabetes: A Comprehensive Systematic Review and Meta-analysis.Diabetes care · 2025Pooled it
- Magnitude, risk factors and economic impacts of diabetic emergencies in developing countries: A systematic review.PloS one · 2025Pooled it
- Racial, ethnic and regional differences in the effect of sodium-glucose co-transporter 2 inhibitors and glucagon-like peptide 1 receptor agonists on cardiovascular and renal outcomes: a systematic review and meta-analysis of cardiovascular outcome trials.Journal of the Royal Society of Medicine · 2024Pooled it
- Absolute treatment effects of novel antidiabetic drugs on a composite renal outcome: meta-analysis of digitalized individual patient data.Journal of nephrology · 2024Pooled it
- Digitally Delivered Interventions to Improve Nutrition Behaviors Among Resource-Poor and Ethnic Minority Groups With Type 2 Diabetes: Systematic Review.Journal of medical Internet research · 2024Pooled it
- Health economic evaluation of structured education programs for patients with diabetes: a systematic review.Frontiers in public health · 2024Pooled it
- Pooled it
- Association between ELMO1 gene polymorphisms and diabetic kidney disease: A systematic review and meta-analysis.PloS one · 2024Pooled it
- The Effect of Zinc Supplementation on Lipid Profiles in Patients with Type 2 Diabetes Mellitus: A Systematic Review and Dose-Response Meta-Analysis of Randomized Clinical Trials.Advances in nutrition (Bethesda, Md.) · 2023Pooled it
- Patients' and informal caregivers' perspectives on self-management interventions for type 2 diabetes mellitus outcomes: a mixed-methods overview of 14 years of reviews.Archives of public health = Archives belges de sante publique · 2023Pooled it
- Triangulating evidence for the causal impact of single-intervention zinc supplement on glycaemic control for type 2 diabetes: systematic review and meta-analysis of randomised controlled trial and two-sample Mendelian randomisation.The British journal of nutrition · 2023Pooled it
- Cost-effectiveness of metabolic surgery for the treatment of type 2 diabetes and obesity: a systematic review of economic evaluations.The European journal of health economics : HEPAC : health economics in prevention and care · 2023Pooled it
- The Impact of Digital Health Interventions for the Management of Type 2 Diabetes on Health and Social Care Utilisation and Costs: A Systematic Review.PharmacoEconomics - open · 2023Pooled it
- Comparative efficacy and safety of sodium-glucose cotransporter 2 inhibitors for renal outcomes in patients with type 2 diabetes mellitus: a systematic review and network meta-analysis.Renal failure · 2023 · on this mapPooled it
- Costs of multimorbidity: a systematic review and meta-analyses.BMC medicine · 2022Pooled it
297 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundThere has been a widely documented and recognized increase in diabetes prevalence, not only in high-income countries (HICs) but also in low- and middle-income countries (LMICs), over recent decades. The economic burden associated with diabetes, especially in LMICs, is less clear.
objectiveWe provide a systematic review of the global evidence on the costs of type 2 diabetes. Our review seeks to update and considerably expand the previous major review of the costs of diabetes by capturing the evidence on overall, direct and indirect costs of type 2 diabetes worldwide that has been published since 2001. In addition, we include a body of economic evidence that has hitherto been distinct from the cost-of-illness (COI) work, i.e. studies on the labour market impact of diabetes.
methodsWe searched PubMed, EMBASE, EconLit and IBSS (without language restrictions) for studies assessing the economic burden of type 2 diabetes published from January 2001 to October 2014. Costs reported in the included studies were converted to international dollars ($) adjusted for 2011 values. Alongside the narrative synthesis and methodological review of the studies, we conduct an exploratory linear regression analysis, examining the factors behind the considerable heterogeneity in existing cost estimates between and within countries.
resultsWe identified 86 COI and 23 labour market studies. COI studies varied considerably both in methods and in cost estimates, with most studies not using a control group, though the use of either regression analysis or matching has increased. Direct costs were generally found to be higher than indirect costs. Direct costs ranged from $242 for a study on out-of-pocket expenditures in Mexico to $11,917 for a study on the cost of diabetes in the USA, while indirect costs ranged from $45 for Pakistan to $16,914 for the Bahamas. In LMICs-in stark contrast to HICs-a substantial part of the cost burden was attributed to patients via out-of-pocket treatment costs. Our regression analysis revealed that direct diabetes costs are closely and positively associated with a country's gross domestic product (GDP) per capita, and that the USA stood out as having particularly high costs, even after controlling for GDP per capita. Studies on the labour market impact of diabetes were almost exclusively confined to HICs and found strong adverse effects, particularly for male employment chances. Many of these studies also took into account the possible endogeneity of diabetes, which was not the case for COI studies.
conclusionsThe reviewed studies indicate a large economic burden of diabetes, most directly affecting patients in LMICs. The magnitude of the cost estimates differs considerably between and within countries, calling for the contextualization of the study results. Scope remains large for adding to the evidence base on labour market effects of diabetes in LMICs. Further, there is a need for future COI studies to incorporate more advanced statistical methods in their analysis to account for possible biases in the estimated costs.
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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.