Evidence map›Paper›PMID 39674967›Full record

ArticlePharmacoEconomics - open2025

Health-Economic Modelling of Improved Behavior in Insulin Injection Technique in Belgium.

Kristof Theys, Sofie Vermander, Lieven Annemans, Christophe De Block, Michel P Hermans, Imke Matthys, Frank Nobels, Trung Nguyen, Vanessa Preumont, Katerina Zakrzewska and 1 more

Abstract read
In one paragraph

Article in PharmacoEconomics - open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Pen Needle Reuse in People with Diabetes Who Inject Insulin: A Narrative Review.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2026
    Review
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

11 authors.

Kristof TheysAxTalis B.V., Gentbrugge, Belgium. kristof.theys@axtalis.com.ORCID http://orcid.org/0000-0003-0242-7000
Sofie VermanderAxTalis B.V., Gentbrugge, Belgium.
Lieven AnnemansDepartment of Public Health and Primary Care, Interuniversity Center of Health Economic Research (ICHER), Ghent University, Ghent, Belgium.ORCID http://orcid.org/0000-0001-8305-7210
Christophe De BlockDepartment of Endocrinology-Diabetology, Antwerp University Hospital, University of Antwerp, Antwerp, Belgium.ORCID http://orcid.org/0000-0002-0679-3203
Michel P HermansDivision of Endocrinology and Nutrition, Cliniques universitaires St-Luc, Brussels, Belgium.
Imke MatthysDepartment of Endocrinology, UZ Gent, Gent, Belgium.
Frank NobelsDepartment of Endocrinology, Onze-Lieve-Vrouw Hospital, Aalst, Belgium.
Trung NguyenEmbecta International, Eysins, Switzerland.
Vanessa PreumontDivision of Endocrinology and Nutrition, Cliniques universitaires St-Luc, Brussels, Belgium.
Katerina ZakrzewskaEmbecta International, Eysins, Switzerland.
Frank VanderdonckAxTalis B.V., Gentbrugge, Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAdequate insulin injection technique (IIT) is crucial to optimize the efficacy of diabetes therapy. Widespread non-practice of injection-site rotation and frequent reuse of insulin pen needles (PN) promote high rates of lipohypertrophy (LH) among people living with diabetes (PwD). LH is associated with increased insulin requirement and suboptimal insulin absorption leading to worsened glycemic control and increased risk for hypoglycemia. Avoiding out-of-the-pocket patient costs of PN could reduce PN reuse, thereby limiting its contribution to LH occurrence.

objectivesA model was developed to compute the impact of a behavior shift in reuse on clinical and economic outcomes for type 1 and insulin-treated type 2 diabetes populations in Belgium.

methodsPatient populations were characterized by treatment-specific characteristics and grouped by their frequency of PN replacement. The intervention was modelled to cause a change in reuse frequency, with the effects propagating downstream of the model. Model and input parameters were based on literature research and expert opinions from a Delphi panel, since available data was found to be limited, incomplete or inconsistent and assumptions were needed.

resultsUsing the current situation as comparator, this analysis showed a reduction of healthcare expenditures following an improvement in IIT. Considering a 5-year time horizon, this study yields potential savings of 52.6 million euros (28.1-77.9 million euros) when 55% of PwD improve PN reuse behavior.

conclusionOur model shows that even in an era of technological advances and established diabetes care, lack of adherence to correct IIT has an important impact on economic and health outcomes of PwD in Belgium.

Identifiers

PMID39674967
PMCPMC11865415

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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.