CliniAtlasClinical evidence atlas / EU
eu-central-1
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Built in collaboration with University of Split School of Medicine

CliniAtlas is created by DiscensMachina, a startup spin-off from the University of Split School of Medicine, with the goal of making clinical evidence easier to inspect in European practice.

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The reading

Cited answer, graded by source

Example reading

An illustrative CliniAtlas reading showing pooled evidence, landmark trials, European guidance, harms, and uncertainty.

Example readingGrounded synthesis Citations checked

What cardiovascular and kidney benefits, harms, and uncertainties are reported for GLP-1 receptor agonists in adults with type 2 diabetes?

A meta-analysis of eight placebo-controlled cardiovascular outcome trials involving 60,080 participants found that GLP-1 receptor agonists reduced major adverse cardiovascular events (MACE) by 14% (HR 0.86, 95% CI 0.80-0.93). It also reported relative reductions in all-cause mortality, heart-failure admission, and a composite kidney outcome. [1]

In LEADER, liraglutide reduced the primary MACE outcome from 14.9% to 13.0% over a median 3.8 years (HR 0.87, 95% CI 0.78-0.97), with lower cardiovascular and all-cause mortality. Gastrointestinal events were the most common reason for discontinuation. [2]

REWIND enrolled a broader risk population: only about one third had a previous cardiovascular event. Dulaglutide reduced MACE from 13.4% to 12.0% over 5.4 years (HR 0.88, 95% CI 0.79-0.99), while all-cause mortality was not significantly different. Gastrointestinal adverse events were more frequent with dulaglutide. [3]

SUSTAIN-6 reported fewer MACE and fewer new or worsening nephropathy events with semaglutide, but more diabetic-retinopathy complications (3.0% versus 1.8%; HR 1.76, 95% CI 1.11-2.78). This agent-specific safety signal should not be hidden inside a class-average benefit estimate. [4]

The 2023 ESC guideline incorporates evidence from large cardiovascular outcome trials into risk-focused management of cardiovascular and cardiorenal disease in people with diabetes. Guideline context helps translate trial evidence, but it does not make every GLP-1 receptor agonist or every patient population interchangeable. [5]

Limitations
  • Most cardiovascular outcome trials enrolled people with established cardiovascular disease or elevated risk; absolute benefit is likely smaller in lower-risk populations.
  • Pooled relative effects do not replace agent-specific evidence, baseline-risk assessment, or absolute event rates.
  • Gastrointestinal intolerance is common, and the retinopathy signal in SUSTAIN-6 requires clinical context rather than simple class-wide extrapolation.
  • The landmark trials were largely industry funded and generally compared treatment with placebo on top of standard care.
Sources in this reading
III / Systematic reviewSystematic review2021

Cardiovascular, mortality, and kidney outcomes with GLP-1 receptor agonists in type 2 diabetes: a systematic review and meta-analysis of randomised trials

[1]PMID 34425083The Lancet Diabetes & Endocrinology
Open source
IV / Randomised trialRandomised trial2016

Liraglutide and cardiovascular outcomes in type 2 diabetes (LEADER)

[2]PMID 27295427New England Journal of Medicine
Open source
IV / Randomised trialRandomised trial2019

Dulaglutide and cardiovascular outcomes in type 2 diabetes (REWIND)

[3]PMID 31189511The Lancet
Open source
IV / Randomised trialRandomised trial2016

Semaglutide and cardiovascular outcomes in type 2 diabetes (SUSTAIN-6)

[4]PMID 27633186New England Journal of Medicine
Open source
I / GuidelineGuideline2023

ESC Guidelines on the management of cardiovascular disease in patients with diabetes

[5]ESC 2023European Heart Journal
Open source
Atlas sheets

What CliniAtlas reads

3 source classes
Guidelines

European society & national

Curated guidance corpus - European, UK and society sources, versioned with issue dates.

IndexedEU
Literature

PubMed / Europe PMC

Agentic search across peer-reviewed literature, retrieved per question with a selective cache.

On demandEU
Regulatory

EMA medicines register

Drug labels and assessment reports - SmPC and EPAR documents with source and version.

IndexedEU
How a reading is made

Method & boundaries

Path A / reference tool

Evidence review only

For literature search, education, and professional evidence review only. Not for diagnosis, treatment selection, triage, monitoring, prognosis, or patient-specific clinical decision-making.

A citation on every claim

Each line of an answer maps to retrieved sources with an identifier and licence status. Claims that cannot be cited are held back.

Graded, not popularity-ranked

Sources are placed by their stratum in the evidence hierarchy and recency - not by engagement or citation counts.

Read and processed in the EU

Retrieval and synthesis run in eu-central-1. No patient identifiers are entered, and outputs remain the professional's judgement to verify.