Evidence map›Paper›PMID 41545173›Full record

ArticleThe British journal of ophthalmology2026

Artificial intelligence-based fluid quantification predicts clinical outcomes in diabetic macular oedema eyes treated with intravitreal dexamethasone implants: DIADEMA project.

Francesc Franquesa-Garcia, Barbara Romero-Nuñez, Ruben Martin-Pinardel, Sandro De Zanet, Julio José González-López, Jose Juan Escobar-Barranco, María P Ruiz-Del-Tiempo, Anna Boixadera, Alex Fonollosa, Alba Gómez-Benlloch and 13 more

Abstract readMulticenter Study
In one paragraph

Article in The British journal of ophthalmology, 2026. 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. Article
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

23 authors.

Francesc Franquesa-GarciaHospital Clinic de Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0002-4861-9502
Barbara Romero-NuñezHospital Clinic de Barcelona, Barcelona, Spain.
Ruben Martin-PinardelIDIBAPS, Barcelona, Spain.ORCID http://orcid.org/0000-0001-7166-1859
Sandro De ZanetRetinAI Medical, Bern, Switzerland.ORCID http://orcid.org/0000-0001-8983-4295
Julio José González-LópezOphthalmology, Hospital Universitario Ramón y Cajal, Madrid, Spain.ORCID http://orcid.org/0000-0001-7210-7809
Jose Juan Escobar-BarrancoHospital Dos de Maig, Barcelona, Spain.
María P Ruiz-Del-TiempoMiguel Servet University Hospital, Zaragoza, Spain.
Anna BoixaderaHospital Universitario Vall de Hebrón, Barcelona, Spain.
Alex FonollosaOphthalmology, Hospital de Cruces, Bilbao, Spain.ORCID http://orcid.org/0000-0002-1521-7144
Alba Gómez-BenllochFundació Privada Hospital Asil Granollers, Granollers, Spain.ORCID http://orcid.org/0000-0001-5592-5666
Daniel Velazquez-VilloriaClínica Villoria, Vigo, Spain.ORCID http://orcid.org/0000-0002-8677-6859
José Ignacio Fernández-VigoOphthalmology, Hospital Universitario Clínico San Carlos, Madrid, Spain.ORCID http://orcid.org/0000-0001-8745-3464
Gonzaga Garay-AramburuOphthalmology, OSI Bilbao-Basurto, Bilbao, Spain.
Alba Parrado-CarrilloOphthalmology, Hospital del Mar, Barcelona, Spain.
Luis CastillonHospital San Juan de Dios del Aljarafe, Bormujos, Spain.
Sandra Gómez SánchezHospital Universitari Germans Trias i Pujol, Badalona, Spain.
Francisco Javier LavidOphthalmology, Hospital Punta de Europa, Algeciras, Spain.
Carolina ArruabarrenaRetina Section, Hospital Príncipe de Asturias, Alcalá de Henares, Spain.ORCID http://orcid.org/0000-0002-5312-8900
Marc Figueras-RocaHospital Clinic de Barcelona, Barcelona, Spain.
Carolina Bernal-MoralesHospital Clinic de Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0001-5469-3963
Carlos CillerRetinAI Medical, Bern, Switzerland.ORCID http://orcid.org/0009-0006-6450-5579
Javier Zarranz-VenturaHospital Clinic de Barcelona, Barcelona, Spain jzarranz@hotmail.com.ORCID http://orcid.org/0000-0003-2338-8143
DIADEMA investigators

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

aimTo explore associations between artificial intelligence (AI)-based baseline optical coherence tomography (OCT) fluid compartment quantifications and 12-month visual outcomes in diabetic macular oedema (DME) eyes treated with the intravitreal dexamethasone implant.

methodsThis was a multicentre, real-world, national DME database and associated OCT dataset study. Demographics, visual acuity (VA), treatments and visit data were collected using a validated web-based tool (Fight Retinal Blindness). Fluid compartment quantifications, including intraretinal fluid (IRF) and subretinal fluid (SRF), were measured in nanolitres (nL) using a validated AI tool (Discovery). Univariate and multivariate regression mixed models evaluated associations between anatomical variables and VA outcomes.

resultsA total of 101 treatment-naïve DME eyes were grouped into quartiles according to their fluid volume for each fluid compartment (Q1: lowest volume, Q4: highest volume). Baseline IRF was associated with greater VA gains at month 12 (+6.34 letters, p=0.07) but poorer final VA (-8.95, p=0.07), while SRF was associated with worse final VA at 12 months (-12.5, p=0.01). At month 3, IRF was associated with a VA decrease at 12 months (-13.7, p=0.02) and lower final VA (-29.8, p<0.001). At month 12, IRF was associated with lower final VA (-11.6, p=0.03). Quantitatively, a reduction of 100 nL of IRF at 3 months was associated with a +1.54 letters gain (p=0.03) in the multivariate analysis.

conclusionThis real-world, multicentre study describes objective baseline fluid volumes that predict visual outcomes at 12 months in routine clinical care. Accurate quantification of baseline fluid volumes may play a predictive role for final visual outcomes.

Indexed as

Artificial IntelligenceDexamethasoneDiabetic RetinopathyGlucocorticoidsMacular EdemaSubretinal FluidAgedDrug ImplantsFemaleFollow-Up StudiesHumansIntravitreal InjectionsMaleMiddle AgedRetrospective StudiesTomography, Optical CoherenceDexamethasoneDrug ImplantsGlucocorticoidsImagingMaculaPrognosisRetinaSubretinal Fluid

Identifiers

PMID41545173
PMCPMC13479241

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.