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Deep learning system to predict the 5-year risk of high myopia using fundus ima...

Foo, Li Lian; Lim, Gilbert Yong San; Lança, Carla; Wong, Chee Wai; Hoang, Quan V.; Zhang, Xiu Juan; Yam, Jason C.; Schmetterer, Leopold; Chia, Audrey

Our study aims to identify children at risk of developing high myopia for timely assessment and intervention, preventing myopia progression and complications in adulthood through the development of a deep learning system (DLS). Using a school-based cohort in Singapore comprising 998 children (aged 6-12 years old), we train and perform primary validation of the DLS using 7456 baseline fundus images of 1878 eyes;...


The potential of current polygenic risk scores to predict high myopia and myopi...

Kassam, Irfahan; Foo, Li-Lian; Lança, Carla; Xu, Ling Qian; Hoang, Quan V.; Cheng, Ching-Yu; Hysi, Pirro; Saw, Seang-Mei

Purpose: To evaluate the trans-ancestry portability of current myopia polygenic risk scores (PRS) to predict high myopia (HM) and myopic macular degeneration (MMD) in an Asian population. Design: Population-based study. Subjects: A total of 5,894 (2,141 Chinese, 1,913 Indians, and 1,840 Malays) adults from the Singapore Epidemiology of Eye Diseases (SEED) study were included in the analysis. The mean age was 57...


New polygenic risk score to predict high myopia in Singapore Chinese children

Lança, Carla; Kassam, Irfahan; Patasova, Karina; Foo, Li-Lian; Li, Jonathan; Ang, Marcus; Hoang, Quan V.; Teo, Yik-Ying; Hysi, Pirro G.; Saw, Seang-Mei

Purpose: The purpose of this study was to develop an Asian polygenic risk score (PRS) to predict high myopia (HM) in Chinese children in the Singapore Cohort of Risk factors for Myopia (SCORM) cohort. Methods: We included children followed from 6 to 11 years old until teenage years (12–18 years old). Cycloplegic autorefraction, ultrasound biometry, Illumina HumanHap 550, or 550 Duo Beadarrays, demographics, and...


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