Evidence map›Paper›PMID 40833702›Full record

ArticleDiabetes therapy : research, treatment and education of diabetes and related disorders2025

Quantifying Patient Preferences for Basal Insulin Treatments in Adults Living with Type 2 Diabetes: A Discrete Choice Experiment in Canada, Spain, France, and Japan.

Amy M Jones, Pam Hallworth, Sophi Tatlock, Morten Sall Jensen, Helen Kendal, Sophie Wallace, Elisabeth de Laguiche

Erratum issuedAbstract read
In one paragraph

Article in Diabetes therapy : research, treatment and education of diabetes and related disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Amy M JonesPatient-Centered Outcomes, Adelphi Values Ltd., Adelphi Mill, Grimshaw Lane, Bollington, Cheshire, SK10 5JB, UK. amy.jones@omc.com.ORCID http://orcid.org/0000-0003-3645-746X
Pam HallworthAdelphi Research, Cheshire, UK.
Sophi TatlockPatient-Centered Outcomes, Adelphi Values Ltd., Adelphi Mill, Grimshaw Lane, Bollington, Cheshire, SK10 5JB, UK.
Morten Sall JensenNovo Nordisk A/S, Søborg, Denmark.
Helen KendalPatient-Centered Outcomes, Adelphi Values Ltd., Adelphi Mill, Grimshaw Lane, Bollington, Cheshire, SK10 5JB, UK.
Sophie WallacePatient-Centered Outcomes, Adelphi Values Ltd., Adelphi Mill, Grimshaw Lane, Bollington, Cheshire, SK10 5JB, UK.
Elisabeth de LaguicheNovo Nordisk A/S, Søborg, Denmark.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionBasal insulin injections have historically been administered via once-daily (OD) or twice-daily (BD) injections. Once-weekly (OW) basal insulin injections have recently been developed. This study aimed to quantify the relative importance of the administration frequency in basal insulin treatment preferences of people living with T2D in Canada, Spain, France, and Japan, using a discrete choice experiment (DCE).

methodsBest-practice guidelines for patient preference studies were followed in a three-phase study design. Phases one (targeted literature review) and two (qualitative interviews) informed the development of an attributes and levels grid. Phase three consisted of pilot interviews to evaluate the feasibility of preference survey completion and DCE tasks among adults living with T2D across Canada, France, Spain, and Japan. Hierarchical Bayesian estimation was used to estimate part-worth utilities for attribute levels, then calculate the relative importance of each attribute among other attributes tested.

resultsThe DCE survey was completed by N = 513 participants (aged 20-90; 54% male, 45% female; mean time since diagnosis: 11.6 years). Participants were split into three treatment groups: basal insulin and injectable glucagon-like peptide-1 receptor agonist (GLP-1 RA) naïve (n = 176), basal insulin naïve but with injectable GLP-1 RA experience (n = 176) and basal insulin experienced (n = 161). The administration frequency had a relative importance of 40% across the full sample, double that of any other treatment attribute tested in this study. A preference for OW administration was found relative to OD and BD. Findings were consistent across treatment groups and countries.

conclusionsThis study demonstrated the value and importance of administration frequency in making choices for basal insulin treatments when glycemic control is held constant. Per the pre-specified conditions, participants expressed a preference for OW basal insulin, making considered trade-offs between treatment risks (e.g., risk of a severe hypoglycemic event) and convenience (e.g., frequency of administration).

Indexed as

Basal insulinDiscrete choice experimentFrequency of administrationPatient preferencesType 2 diabetes

Identifiers

PMID40833702
PMCPMC12474790

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Registered trials

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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.