Evidence mapPaperPMID 39828939Full record

ArticleDiabetes, obesity & metabolism2025

Beyond glycated haemoglobin: Modelling contemporary management of type 2 diabetes with the updated Cardiff model.

Phil McEwan, Volker Foos, Geraint Roberts, Robert H Jenkins, Marc Evans, David C Wheeler, Jieling Chen

Abstract read
In one paragraph

Article in Diabetes, obesity & metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
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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

7 authors.

Phil McEwanHealth Economics and Outcomes Research Ltd., Cardiff, UK.ORCID 0000-0001-7488-9058
Volker FoosHealth Economics and Outcomes Research Ltd., Cardiff, UK.
Geraint RobertsHealth Economics and Outcomes Research Ltd., Cardiff, UK.ORCID 0000-0003-2006-4581
Robert H JenkinsHealth Economics and Outcomes Research Ltd., Cardiff, UK.
Marc EvansDiabetes Resource Centre, University Hospital Llandough, Cardiff, UK.ORCID 0000-0003-0671-0778
David C WheelerUK Centre for Kidney and Bladder Health, University College London, London, UK.
Jieling ChenAstraZeneca R&D Pharmaceuticals, Gaithersburg, Maryland, USA.

Funding

AstraZeneca
6 · The paper itself

Abstract

aimsRecommendations on the use of newer type 2 diabetes (T2D) treatments (e.g., SGLT2 inhibitors and GLP-1 receptor agonists [RA]) in contemporary clinical guidelines necessitate a change in how T2D models approach therapy selection and escalation. Dynamic, person-centric clinical decision-making considers factors beyond a patient's HbA1c and glycaemic targets, including cardiovascular (CV) risk, comorbidities and bodyweight. This study aimed to update the existing Cardiff T2D health economic model to reflect modern T2D management and to remain fit-for-purpose in supporting decision-making. MATERIALS AND

methodsThe Cardiff T2D model's therapy selection/escalation module was updated from a conventional, glucose-centric to a holistic approach. Risk factor progression equations were updated based on UKPDS90; the cardio-kidney-metabolic benefits of SGLT2i and GLP-1 RA were captured via novel risk equations derived from relevant outcomes trial data. The significance of the updates was illustrated by comparing predicted outcomes and costs for a newly diagnosed T2D population between conventional and holistic approaches to disease management, where the latter represents recent treatment guidelines.

resultsA holistic approach to therapy selection/escalation enables early introduction of SGLT2i and GLP-1 RA in modelled pathways in a manner aligned to guidelines and primarily due to elevated CV risk. Compared with a conventional approach, only considering HbA1c, patients experience fewer clinical events and gain additional health benefits.

conclusionsPredictions based on a glucose-centric approach to therapy are likely to deviate from real-world observations. A holistic approach is more able to capture the nuances of contemporary clinical practice. T2D modelling must evolve to remain robust and relevant.

Indexed as

Diabetes Mellitus, Type 2Glycated HemoglobinHypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsBlood GlucoseCardiovascular DiseasesClinical Decision-MakingFemaleGlucagon-Like Peptide-1 Receptor AgonistsHumansMaleMiddle AgedModels, EconomicPractice Guidelines as TopicBlood GlucoseGlucagon-Like Peptide-1 Receptor AgonistsGlycated Hemoglobinhemoglobin A1c protein, humanHypoglycemic AgentsSodium-Glucose Transporter 2 Inhibitorscardiovascular diseaseGLP‐1health economicspharmaco‐economicsSGLT2 inhibitor

Identifiers

PMID39828939
PMCPMC11885066

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.