Evidence map›Paper›PMID 41928007›Full record

ArticleEye (London, England)2026

Defining a standards framework for ophthalmology real-world data methodologies through an expert-led Delphi consensus.

Pierre-Henry Gabrielle, Francesco Bandello, Aude Couturier, Christiana Dinah, Amanda Downey, Alessandro Invernizzi, Arshad M Khanani, Jorge C P Rocha, Insaf Saffar, Javier Zarranz-Ventura and 1 more

Abstract read
In one paragraph

Article in Eye (London, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Pierre-Henry GabrielleDepartment of Ophthalmology, Dijon University Hospital, Dijon, France. pierrehenry.gabrielle@chu-dijon.fr.ORCID http://orcid.org/0000-0002-9688-4845
Francesco BandelloDepartment of Ophthalmology, Vita-Salute University, Scientific Institute San Raffaele, Milan, Italy.ORCID http://orcid.org/0000-0003-3238-9682
Aude CouturierOphthalmology Department, Foundation Rothschild Hospital, Université Paris Cité, AP-HP, Lariboisière Hospital, 2. Rue Ambroise Paré, Paris 75010, France; 25-29. Manin, Paris, France.
Christiana DinahLondon Northwest University Healthcare NHS Trust, London, UK.ORCID http://orcid.org/0000-0002-0815-4771
Amanda DowneyF. Hoffmann-La Roche Limited, Basel, Switzerland.
Alessandro InvernizziEye Clinic, Department of Biomedical and Clinical Science, Luigi Sacco Hospital, University of Milan, Milan, Italy; Save Sight Institute, University of Sydney, Sydney, Australia.ORCID http://orcid.org/0000-0003-3400-1987
Arshad M KhananiSierra Eye Associates, Reno, Nevada, USA, University of Nevada, Reno School of Medicine, Reno, NV, USA.ORCID http://orcid.org/0000-0001-8928-5599
Jorge C P RochaiRetina Eye Institute, Salvador, Brazil.
Insaf SaffarF. Hoffmann-La Roche Limited, Basel, Switzerland.
Javier Zarranz-VenturaHospital Clínic of Barcelona, University of Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0003-2338-8143
Rishi P SinghCleveland Clinic Martin Hospitals, Cleveland Clinic Florida, Stuart, FL, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND/

objectivesReal-world data (RWD) is becoming increasingly important in ophthalmology, offering insights into clinical outcomes, therapeutic approaches, and healthcare practices. However, methodological variability limits comparability and generalisability across RWD studies. This Delphi consensus aimed to establish expert agreement on the need for standardised methodologies in ophthalmology RWD studies, identify the key clinical and patient-reported data elements that should be collected, and explore strategies for consistent implementation.

methodsA modified Delphi methodology was followed. A steering committee (SC) of three ophthalmologists developed 38 consensus statements across five key topics. These statements were developed into an online four-point Likert scale survey and distributed to healthcare professionals experienced in managing retinal diseases via members of The Ophthalmology Network. Consensus was defined a priori as ≥75% agreement. Results were shared with the SC and key recommendations were discussed.

resultsA total of 244 responses were received, predominantly from retina specialists (n = 232, 95%), with broad representation across six regions, the largest being Europe (n = 116, 48%). Consensus was achieved for all 38 statements, with 36 (95%) reaching ≥90%. These statements covered key principles, including: variability of current standards, ideal clinical standards for RWD collection, RWD analysis methodology, ideal patient-reported standards, and implementing and reporting consistent standards/frameworks. As the stopping criteria were met, no further Delphi rounds were conducted. Eight key recommendations were developed.

conclusionsThe outputs from this consensus aim to guide future ophthalmology RWD studies towards improved consistency, reliability, and generalisability, ultimately strengthening the evidence base for clinical decision-making to improve patient outcomes.

Indexed as

Delphi TechniqueOphthalmologyRetinal DiseasesConsensusHumansSurveys and Questionnaires

Identifiers

PMID41928007
PMCPMC13269761

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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.