Evidence map›Paper›PMID 32353052›Full record

Trial reportPloS one2020

A semi-automated machine-learning based workflow for ellipsoid zone analysis in eyes with macular edema: SCORE2 pilot study.

Tyler Etheridge, Ellen T A Dobson, Marcel Wiedenmann, Chandana Papudesu, Ingrid U Scott, Michael S Ip, Kevin W Eliceiri, Barbara A Blodi, Amitha Domalpally

Registry-linked trialOpen access · goldAbstract readClinical Trial, Phase IIIComparative StudyRandomized Controlled Trial
In one paragraph

Trial report in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01969708 (Study of COmparative Treatments for REtinal Vein Occlusion 2 [SCORE2]), which is not on this map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
1.6field-weighted citation impact, top 16% of its field
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.

NCT01969708 phase3completednot on this map

Study of COmparative Treatments for REtinal Vein Occlusion 2 [SCORE2]: a Multicenter, Prospective, Randomized Non-inferiority Trial of Eyes With Macular Edema Secondary to Central Retinal Vein Occlusion, Comparing Intravitreal Bevacizumab Every 4 Weeks With Intravitreal Aflibercept Every 4 Weeks.

TypeinterventionalSponsorThe Emmes Company, LLCRan2014 to 2021Enrolled362ConditionsCentral Retinal Vein OcclusionArmsaflibercept, bevacizumab
3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 12 citations in OpenAlex.

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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

9 authors at 3 institutions in 1 country.

Tyler EtheridgeDepartment of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America.
Ellen T A DobsonLaboratory for Optical and Computational Instrumentation, University of Wisconsin-Madison, Madison, WI, United States of America.
Marcel WiedenmannKNIME GmbH, Konstanz, Germany.
Chandana PapudesuDepartment of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America.
Ingrid U ScottDepartments of Ophthalmology and Public Health Sciences, Penn State College of Medicine, Hershey, PA, United States of America.
Michael S IpDoheny Eye Institute, University of California Los Angeles Stein Eye Institute, Los Angeles, CA, United States of America.
Kevin W EliceiriLaboratory for Optical and Computational Instrumentation, University of Wisconsin-Madison, Madison, WI, United States of America.
Barbara A BlodiDepartment of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America.
Amitha DomalpallyDepartment of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America.
Optica · USDoheny Eye Institute · USPenn State Milton S. Hershey Medical Center · US

Funding

SCORE2 Comparative Trial (SCT)U10EY023533 · NEI · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI SCOTT, INGRID U · 2013 to 2018
$7.4M
SCORE2 Comparative Trial (SCT)U10EY023529 · NEI · THE EMMES COMPANY, LLC · PI VAN VELDHUISEN, PAUL C · 2013 to 2018
$6.8M
SCORE2 Comparative Trial (SCT)U10EY023521 · NEI · UNIVERSITY OF WISCONSIN-MADISON · PI BLODI, BARBARA A · 2013 to 2018
$1.8M
NEI NIH HHS U10 EY023521NEI NIH HHS U10 EY023529NEI NIH HHS U10 EY023533
6 · The paper itself

Abstract

BACKGROUND AND

objectiveTo develop a semi-automated, machine-learning based workflow to evaluate the ellipsoid zone (EZ) assessed by spectral domain optical coherence tomography (SD-OCT) in eyes with macular edema secondary to central retinal or hemi-retinal vein occlusion in SCORE2 treated with anti-vascular endothelial growth factor agents.

methodsSD-OCT macular volume scans of a randomly selected subset of 75 SCORE2 study eyes were converted to the Digital Imaging and Communications in Medicine (DICOM) format, and the EZ layer was segmented using nonproprietary software. Segmented layer coordinates were exported and used to generate en face EZ thickness maps. Within the central subfield, the area of EZ defect was measured using manual and semi-automated approaches via a customized workflow in the open-source data analytics platform, Konstanz Information Miner (KNIME).

resultsA total of 184 volume scans from 74 study eyes were analyzed. The mean±SD area of EZ defect was similar between manual (0.19±0.22 mm2) and semi-automated measurements (0.19±0.21 mm2, p = 0.93; intra-class correlation coefficient = 0.90; average bias = 0.01, 95% confidence interval of limits of agreement -0.18-0.20).

conclusionsA customized workflow generated via an open-source data analytics platform that applied machine-learning methods demonstrated reliable measurements of EZ area defect from en face thickness maps. The result of our semi-automated approach were comparable to manual measurements.

Indexed as

Machine LearningAdultAngiogenesis InhibitorsBevacizumabDrug MonitoringFemaleHumansImage Processing, Computer-AssistedMacula LuteaMacular EdemaMaleMiddle AgedPilot ProjectsReceptors, Vascular Endothelial Growth FactorRecombinant Fusion ProteinsRetinal Vein OcclusionafliberceptAngiogenesis InhibitorsBevacizumabReceptors, Vascular Endothelial Growth FactorRecombinant Fusion ProteinsVascular Endothelial Growth Factor AVEGFA protein, human

Identifiers

PMID32353052
PMCPMC7192485
OpenAlexW3021662160

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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.