Evidence map›Paper›PMID 25787932›Full record

SynthesisPharmacoEconomics2015

The Economic Costs of Type 2 Diabetes: A Global Systematic Review.

Till Seuring, Olga Archangelidi, Marc Suhrcke

Registry-linked trialOpen access · hybridAbstract readSystematic Review
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
357citing papers in PubMed, 35 pooled it
262.1field-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.

NCT04499638 completednot on this mapstarted 2020, after this paper: background citation

Incidence of Complications of Peripheral Venous Access in the Type 2 Diabetic Population. Analysis of Risk Factors and Comparative Study of Two Peripheral Devices

Typeobservational_patient_registrySponsorHospital Universitari Vall d'Hebron Research InstituteRan2020 to 2021Enrolled350ConditionsDiabetes Mellitus, Type 2, Catheterization, Peripheral, Upper Extremity Deep Vein Thrombosis, Catheter-Related InfectionsArmsPeripheral vascular catheters
3 · Its place in the literature

Who cites it

357 citing papers in PubMed, 35 syntheses or guidelines pooled it, 849 citations in OpenAlex.

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  3. Probiotic Supplementation and its Potential Benefits in Type 2 Diabetes: A Meta-analysis.Endocrine, metabolic & immune disorders drug targets · 2026
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  17. 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 · 2023
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297 more citing papers are in PubMed but not listed here.

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

3 authors at 3 institutions in 1 country.

Till SeuringHealth Economics Group, Norwich Medical School, University of East Anglia, Norwich, UK, T.Seuring@uea.ac.uk.
Olga Archangelidi
Marc Suhrcke
Communicating Diet and Activity ResearchUniversity College London · GBUniversity of East Anglia · GB

Funding

British Heart FoundationCancer Research UKMedical Research Council MR/K023187/1Wellcome Trust
6 · The paper itself

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.

Indexed as

Cost of IllnessDeveloped CountriesDeveloping CountriesDiabetes Mellitus, Type 2Global HealthHumansLinear Models

Identifiers

PMID25787932
PMCPMC4519633
OpenAlexW1989674525

What OpenQuestion holds

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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.