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Pathogenesis of age-related macular degeneration and pachychoroid neovasculopathy

Research Project

Project/Area Number 18K16955
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 56060:Ophthalmology-related
Research InstitutionKyoto University

Principal Investigator

Miyake Masahiro  京都大学, 医学研究科, 特定助教 (90812793)

Project Period (FY) 2018-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2019: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2018: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords加齢黄斑変性 / パキコロイド新生血管 / 機械学習 / 中心性漿液性脈絡網膜症 / ゲノムワイド関連解析 / パキコロイド / 人工知能 / pachychoroid
Outline of Final Research Achievements

Age-related macular degeneration (AMD) and pachychoroid neovasculopathy (PNV) both present with choroidal neovascularization (CNV). In this study, we show that CNVs are automatically classified into two groups by unsupervised machine learning (K-means method), and one group represents PNVs; PNVs may account for 47% of CNVs.
In addition, genome-wide association analysis of central serous choroidal retinopathy (CSC), which predisposes to PNV, was performed and two new susceptibility genes were identified. One of them, TNFRSF10A, was previously identified as a disease susceptibility gene in AMD, and this gene was more strongly associated with CSCs than AMD.

Academic Significance and Societal Importance of the Research Achievements

本邦で加齢黄斑変性(AMD)と診断されていた疾患のうちの47%が中心性漿液性脈絡網膜症(CSC)/パキコロイド新生血管(PNV)であったがために、本来CSCの疾患感受性遺伝子である TNFRSF10Aが、AMDの疾患感受性遺伝子として報告されてきたという可能性を示唆する結果であった。AMDとPNVとで治療経過が異なる可能性も示されており、適切な鑑別が重要である。

Report

(3 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • Research Products

    (3 results)

All 2019 2018

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (2 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Genome-wide association analyses identify two susceptibility loci for pachychoroid disease central serous chorioretinopathy2019

    • Author(s)
      Hosoda Yoshikatsu、Miyake Masahiro、Schellevis Rosa L.、Boon Camiel J. F.、Hoyng Carel B.、Miki Akiko、Meguro Akira、Sakurada Yoichi、Yoneyama Seigo、Takasago Yukari、Hata Masayuki、Muraoka Yuki、Nakanishi Hideo、Oishi Akio、Ooto Sotaro、Tamura Hiroshi、Uji Akihito、Miyata Manabu、et. al.
    • Journal Title

      Communications Biology

      Volume: 2 Issue: 1 Pages: 468-468

    • DOI

      10.1038/s42003-019-0712-z

    • NAID

      120006773934

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Choroidal Neovascularization Classification System Based on Machine Learning to Distinguish Pachychoroid Neovasculopathy from Age-related Macular Degeneration2019

    • Author(s)
      Masahiro Miyake, Yoshikatsu Hosoda, Kenji Yamashiro, Sotaro Ooto, Ayako Takahashi, Akio Oishi, Manabu Miyata, Akihito Uji, Hiroshi Tamura, Masayuki Hata, Akitaka Tsujikawa
    • Organizer
      The Association for Research in Vision and Ophthalmology
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 機械学習を用いた、加齢黄斑変性とパキコロイド新生血管の分類2018

    • Author(s)
      細田祥勝、三宅正裕、大音壮太郎、大石明夫、宮田学、田村寛、山城健児、上田奈央子、高橋綾子、辻川明孝
    • Organizer
      日本網膜硝子体学会総会
    • Related Report
      2018 Research-status Report

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Published: 2018-04-23   Modified: 2021-02-19  

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