ArticlePloS one2020
Automated thresholding algorithms outperform manual thresholding in macular optical coherence tomography angiography image analysis.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.
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.
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.
Who cites it
33 citing papers in PubMed.
- Multimodal Retinal Structural and Functional Tests Identify Local and Layer-Related Alterations in Early Type 2 Diabetes.Investigative ophthalmology & visual science · 2026Article
- Acute Ocular Effects of Violet and Red Light Exposure in Young Adults.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Myopia Prevalence, Ocular Metrics and Visual Activity in United States Optometry Students.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Ocular Blood Flow in Eyes with Myopia and Glaucoma: From Pathophysiology to Clinical Implications.Journal of clinical medicine · 2026Review
- Diabetes May Modulate the Association Between Age and Optical Coherence Tomography Angiography Parameters: A Serial, Cross-Sectional Study.Journal of personalized medicine · 2026Article
- Short-term effects of atropine on the retina and choroid in young adults.Eye and vision (London, England) · 2026Article
- Quantitative Characterization of Microfiltration Membrane Fouling Using Optical Coherence Tomography with Optimized Image Analysis.Membranes · 2026Article
- Automated Analysis of the Foveal Avascular Zone in Optical Coherence Tomography Angiography Before and After Phacoemulsification.Journal of clinical medicine · 2025Article
- Biomarkers of ocular manifestation in newly diagnosed giant cell arteritis.BMC ophthalmology · 2025Article
- Inner Retinal Microvasculature With Refraction in Juvenile Rhesus Monkeys.Translational vision science & technology · 2024Article
- Towards standardising retinal OCT angiography image analysis with open-source toolbox OCTAVA.Scientific reports · 2024Article
- Visual acuity prediction on real-life patient data using a machine learning based multistage system.Scientific reports · 2024Article
- Enhancing soot oxidation using microtextured surfaces.Scientific reports · 2024Article
- Vessel density on optical coherence tomography angiography is prognostic for future disease course in intermediate uveitis.Scientific reports · 2024Article
- Association of Male Sex and Microvascular Alterations on Optical Coherence Tomography Angiography in Diabetes.Translational vision science & technology · 2023Article
- Modifications in ocular microperfusion after transcatheter aortic valve implantation.Scientific reports · 2023Article
- Reliability of Optical Coherence Tomography Angiography Retinal Blood Flow Analyses.Translational vision science & technology · 2023Observational
- Comparison of Automated Thresholding Algorithms in Optical Coherence Tomography Angiography Image Analysis.Journal of clinical medicine · 2023Article
- Vascular perfusion differs in two distinct PDGFRβ-positive zones within the ischemic core of male mice 2 weeks following photothrombotic stroke.Journal of neuroscience research · 2023Article
- Application of ImageJ in Optical Coherence Tomography Angiography (OCT-A): A Literature Review.Journal of ophthalmology · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionFor quantification of Optical Coherence Tomography Angiography (OCTA) images, Vessel Density (VD) and Vessel Skeleton Density (VSD) are well established parameters and different algorithms are in use for their calculation. However, comparability, reliability and ability to discriminate healthy and impaired macular perfusion of different algorithms are unclear, yet, of potential high clinical relevance. Hence, we assessed comparability and test-retest reliability of the most common approaches. MATERIALS AND
methodsTwo consecutive 3×3mm OCTA en face images of the superficial and deep retinal layer were acquired with swept-source OCTA. VD and VSD were calculated with manual thresholding and six automated thresholding algorithms (Huang, Li, Otsu, Moments, Mean, Percentile) using ImageJ and compared in terms of intra-class correlation coefficients, measurement differences and repeatability coefficients. Receiver operating characteristic analyses (healthy vs. macular pathology) were performed and Area Under the Curve (AUC) values were calculated.
resultsTwenty-six eyes (8 female, mean age: 47 years) of 15 patients were included (thereof 15 eyes with macular pathology). Binarization thresholds, VD and VSD differed significantly between the algorithms and compared to manual thresholding (p < 0.0001). Inter-measurement differences did not differ significantly between patients with healthy versus pathologic maculae (p ≥ 0.685). Reproducibility was higher for the automated algorithms compared to manual thresholding on all measures of reproducibility assessed. AUC was significantly higher for the Mean algorithm compared to the manual approach with respect to the superficial retinal layer.
conclusionsAutomated thresholding algorithms yield a higher reproducibility of OCTA parameters and allow for a more sensitive diagnosis of macular pathology. However, different algorithms are not interchangeable nor results readily comparable. Especially the Mean algorithm should be investigated in further detail. Automated thresholding algorithms are preferable but more standardization is needed for clinical use.
Indexed as
Identifiers
What OpenQuestion holds
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.