July 2019
Volume 60, Issue 9
Open Access
ARVO Annual Meeting Abstract  |   July 2019
A Proposed 1 to 9 Severity Scale for Vascular Abnormalities in Retinopathy of Prematurity
Author Affiliations & Notes
  • Sang Jin Kim
    Ophthalmology, Casey eye institute, Oregon Health & Science University, Portland, Oregon, United States
    Ophthalmology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea (the Republic of)
  • J. Peter Campbell
    Ophthalmology, Casey eye institute, Oregon Health & Science University, Portland, Oregon, United States
  • James Martin Brown
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Massachusetts, United States
  • Susan Ostmo
    Ophthalmology, Casey eye institute, Oregon Health & Science University, Portland, Oregon, United States
  • Robison Vernon Paul Chan
    Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago, Chicago, Illinois, United States
  • Jayashree Kalpathy-Cramer
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Massachusetts, United States
    Massachusetts General Hospital and Brigham and Women's Hospital Center for Clinical Data Science, Boston, Massachusetts, United States
  • Michael F Chiang
    Ophthalmology, Casey eye institute, Oregon Health & Science University, Portland, Oregon, United States
    Department of Medical Informatics & Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon, United States
  • Footnotes
    Commercial Relationships   Sang Jin Kim, CURACLE (C), Novartis (R); J. Peter Campbell, None; James Brown, None; Susan Ostmo, None; Robison Chan, Visunex Medical Systems (C); Jayashree Kalpathy-Cramer, None; Michael Chiang, Clarity medical system (S), Inteleretina (I), Novartis (C)
  • Footnotes
    Support  Supported by National Institutes of Health grants R01EY19474, P30EY10572, P30 EY001792 and K12EY27720 (Bethesda, MD), National Science Foundation grant SCH-1622679 (Arlington, VA), and unrestricted departmental funding from Research to Prevent Blindness (New York, NY).
Investigative Ophthalmology & Visual Science July 2019, Vol.60, 4757. doi:
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    • Get Citation

      Sang Jin Kim, J. Peter Campbell, James Martin Brown, Susan Ostmo, Robison Vernon Paul Chan, Jayashree Kalpathy-Cramer, Michael F Chiang; A Proposed 1 to 9 Severity Scale for Vascular Abnormalities in Retinopathy of Prematurity. Invest. Ophthalmol. Vis. Sci. 2019;60(9):4757.

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      © ARVO (1962-2015); The Authors (2016-present)

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Abstract

Purpose : Retinopathy of Prematurity (ROP) remains one of the leading causes of childhood blindness. Retinal vascular abnormalities in ROP are classified as plus, pre-plus, or neither. Previous studies found that there is a continuous spectrum of vascular abnormality in ROP and that the inter-expert discrepancy in plus disease diagnosis is largely due to the systematic bias based on subjective cut-point differences among experts regarding the amount of vascular abnormality required to distinguish between plus and pre-plus disease. This suggests consideration of a more granular severity scale for vascular abnormalities in ROP. The purpose of this study is to develop 1 to 9 severity scale for vascular abnormalities and to validate the severity scale by correlating with expert graders’ classifications.

Methods : We defined a scale to represent a continuous spectrum vascular abnormality from 1 to 9, where 1-3 are intended to represent normal findings (e.g. no plus), 4-6 are intended to represent borderline findings (e.g. “pre-plus”), and 7-9 are intended to represent severe disease (e.g. “plus”) (Figure 1). As part of a multicenter ROP cohort study, Imaging and Informatics in ROP (i-ROP) study, retinal images of 499 eye exams from 279 eyes of 192 infants were independently graded as 1 to 9 by 5 expert graders. Absolute agreement (difference of 1 grade or less was considered as agreement), weighted kappa, and Pearson correlation coefficient between pairs of expert graders were calculated.

Results : Mean 1 to 9 grade by 5 graders was 7.7 ± 1.0, 4.7 ± 1.1, and 2.4 ± 0.8 in images with plus (n=31), pre-plus (n=96), and normal (n=372), respectively. Absolute agreement between pairs of 5 graders ranged from 0.86 to 0.97. In addition, 9 of 10 paired comparisons between 5 graders showed strong agreement (kappa between 0.6 and 0.8). Pearson correlation coefficient between pairs of 5 graders ranged from 0.82 to 0.92.

Conclusions : We proposed a 1 to 9 severity scale system for vascular abnormalities in ROP, which showed high agreement among the expert graders. This quantitative classification system may be helpful in clinical practices (e.g. monitoring disease progression) and clinical trials. Moreover, with quantitative assessment of vascular features with deep learning, the 1 to 9 severity scale may be used in an automated and objective diagnosis of vascular abnormalities in ROP.

This abstract was presented at the 2019 ARVO Annual Meeting, held in Vancouver, Canada, April 28 - May 2, 2019.

 

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