2023
DOI: 10.1001/jamanetworkopen.2022.51512
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Assessment of Retinopathy of Prematurity Regression and Reactivation Using an Artificial Intelligence–Based Vascular Severity Score

Abstract: ImportanceOne of the biggest challenges when using anti–vascular endothelial growth factor (VEGF) agents to treat retinopathy of prematurity (ROP) is the need to perform long-term follow-up examinations to identify eyes at risk of ROP reactivation requiring retreatment.ObjectiveTo evaluate whether an artificial intelligence (AI)–based vascular severity score (VSS) can be used to analyze ROP regression and reactivation after anti-VEGF treatment and potentially identify eyes at risk of ROP reactivation requiring… Show more

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Cited by 10 publications
(3 citation statements)
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“…Typically, only 5% to 10% of a screened ROP population will need treatment, so to power a study for using images to identify reactivation (a small subset of treated patients) would require an order of magnitude more patients. That said, we are encouraged that we could assess vascular severity score using the smartphone system, which in previous work by our group was shown to aid in monitoring for reactivation . Lastly, we completely agree that there are limitations to the work and further validation of this approach is needed at least until low-cost widefield digital fundus imaging systems are available worldwide.…”
mentioning
confidence: 78%
“…Typically, only 5% to 10% of a screened ROP population will need treatment, so to power a study for using images to identify reactivation (a small subset of treated patients) would require an order of magnitude more patients. That said, we are encouraged that we could assess vascular severity score using the smartphone system, which in previous work by our group was shown to aid in monitoring for reactivation . Lastly, we completely agree that there are limitations to the work and further validation of this approach is needed at least until low-cost widefield digital fundus imaging systems are available worldwide.…”
mentioning
confidence: 78%
“…Autonomous screening can provide real-time feedback to NICU teams and families, facilitating educational efforts aimed at maximizing follow-up rates up on discharge. Previous work has also demonstrated other clinical benefits of using AI-based assessment of ROP severity, including longitudinal disease monitoring before and after treatment . That is, for eyes that screen positive, the VSS can be used as an objective biomarker to aid clinicians in identifying infants’ progression to type 1 ROP.…”
Section: Discussionmentioning
confidence: 99%
“…Preterm birth, low birth weight, and inhalation of high concentrations of oxygen are high-risk factors for ROP ( Ramanathan et al, 2022 ). The clinical manifestations of children with ROP vary according to the course of the disease, which is divided into three areas according to the location of the lesion: area Ⅰ, a circular area with a radius of 2 times the distance from the optic disc to the fovea of the macula ( Bai et al, 2022 ); area Ⅱ, a circular area centered on the optic disc to the sawtooth margin of the nasal side ( Eilts et al, 2023 ); and area Ⅲ, the area excluding areas I and II ( Nisha et al, 2023 ). According to the severity of the lesion, it was divided into five stages: stage 1, dividing line stage; stage 2, critical stage; stage 3, increment stage; stage 4, subpanretinal detachment stage; and stage 5, panretinal detachment stage ( Gensure et al, 2020 ).…”
Section: Application Of Artificial Intelligence In Retinal Vascular D...mentioning
confidence: 99%