Investigative Ophthalmology & Visual Science Cover Image for Volume 65, Issue 7
June 2024
Volume 65, Issue 7
Open Access
ARVO Annual Meeting Abstract  |   June 2024
The change of macular fluid with the progression of diabetic retinopathy using the semantic segmentation method
Author Affiliations & Notes
  • MIZUHO MITAMURA
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Michiyuki Saito
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Kiriko Hirooka
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Zhenyu Dong
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Ryo Ando
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Satoru Kase
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Susumu Ishida
    Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
  • Footnotes
    Commercial Relationships   MIZUHO MITAMURA None; Michiyuki Saito Novartis Pharma Inc.,Santen Pharmaceutical Inc.,Chugai Pharmaceutical Inc.,Bayer Yakuhin Inc., Code R (Recipient); Kiriko Hirooka None; Zhenyu Dong Santen Pharmaceutical Inc., Code R (Recipient); Ryo Ando Bayer Yakuhin Inc., AMO Inc., Code F (Financial Support), Santen Pharmaceutical Inc., Bayer Yakuhin Inc., Chugai Pharmaceutical Inc.,Senju Seiyaku Inc. , Code R (Recipient); Satoru Kase AMO Inc., Code F (Financial Support), Santen Pharmaceutical Inc., Code R (Recipient); Susumu Ishida Santen Pharmaceutical Inc., Code F (Financial Support), Nidec Inc., Bonac Inc., Chugai Pharmaceutical Inc., Senju Seiyaku Inc. and Seed Inc., Code P (Patent), F. Hoffmann-La Roche Inc., HOYA Inc., Wakamoto Pharmaceutical Inc., Otsuka Pharmaceutical Inc., Code R (Recipient)
  • Footnotes
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Investigative Ophthalmology & Visual Science June 2024, Vol.65, 3360. doi:
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      MIZUHO MITAMURA, Michiyuki Saito, Kiriko Hirooka, Zhenyu Dong, Ryo Ando, Satoru Kase, Susumu Ishida; The change of macular fluid with the progression of diabetic retinopathy using the semantic segmentation method. Invest. Ophthalmol. Vis. Sci. 2024;65(7):3360.

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

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Abstract

Purpose : To detect macular fluid (MF) on optical coherence tomography (OCT) of diabetic macular edema (DME) using semantic segmentation methods and examine changes in MF with the progression of diabetic retinopathy (DR).

Methods : A retrospective observational study of 104 eyes diagnosed with treatment-naïve DME at our clinic from January 2010 to April 2023. Intraretinal fluid (IRF) and subretinal fluid (SRF) were detected using semantic segmentation methods in OCT horizontal section images at the time DME was first observed in the central fovea during the course of the study. In each stage, mild or moderate non proliferative DR (NPDR), severe NPDR, and proliferative DR (PDR), the area, mean brightness, and variance of the brightness of IRF and SRF were statistically compared.

Results : The mean age of the patients was 64.2 ± 10.2 years, 64 male and 40 female eyes. Thirty-three, 52, and 19 eyes were in the mild or moderate NPDR, severe NPDR, and PDR groups, respectively. In each group, the area was 13864±10268, 16371±12987, and 20171±18445 for IRF, and 1647±925, 3684±1626(*), and 6861±9318 for SRF (pixels), respectively. The mean brightness was 30.7±4.7, 31.6±4.7, and 33.0±4.8 for IRF (*); and 31.9±15.9, 38.0±12.0, and 45.0±12.4 for SRF (no units), respectively. The variance of brightness was 229±94, 254±153, and 279±74(*) for IRF (*); and 409±361, 574±368, and 802±493 for SRF (no units) (ANOVA and Mann-Whiteney U test, *P<0.05). The area, mean brightness, and variance of the brightness of IRF and SRF all increased with the DR stage. Furthermore, analysis of variance showed statistical differences by each stage in the brightness of IRF and the variance of IRF brightness.

Conclusions : These indicators, which quantify MF using semantic segmentation methods, may reflect changes in the concentration and heterogeneity of highly reflective material in the fluid with the progression of the DR stage and thus be useful as indicators of the nature of MF in DR.

This abstract was presented at the 2024 ARVO Annual Meeting, held in Seattle, WA, May 5-9, 2024.

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