Genome-wide association study identifies age-related genetic effects on childhood refractive error and myopia risk

Abstract Objective To characterize age-related genetic effects on childhood refractive error and to examine whether a polygenic risk score (PRS) has age-related patterns in myopia risk stratification. Methods We performed a meta-analysis of genome-wide association studies (meta-GWAS) using three pediatric cohorts: the Hong Kong Children Eye Study (HKCES‑1), the Low‑Concentration Atropine for Myopia Progression (LAMP‑1) study, and the Guangzhou Twin Eye Study (GTES), including 1,903 children. Replication was conducted in independent HKCES‑2 ( N = 2,800). Age‑stratified analyses were performed for significant loci. A PRS was constructed and used to estimate myopia risk ratios across age groups 5–6, 7–8, and 9–10 years. Results Two reported loci, MIR4275 rs2131464 (β = − 0.63, P = 6.75 × 10⁻⁹) and TENM3 rs17074027 (β = − 0.38, P = 9.52 × 10⁻⁹), were confirmed, and a novel locus, TMEM132D rs4759965 (β = 0.34, P = 5.30 × 10⁻⁸), was identified. TMEM132D rs4759965 and FAM135B rs4609227 were associated with refraction only at ages 7–8 years, whereas MIR4275 rs2131464 and TENM3 rs17074027 were associated at ages 9–10 years. In the replication cohort, an 8-SNP PRS showed an age-related pattern of risk stratification: among children aged 7–8 years, those in the highest PRS group had a 2.37-fold higher risk of myopia than those in the lowest PRS group (P FDR = 0.031). Conclusions Genetic influences on childhood myopia are age-dependent, with distinct loci associated with refractive error at different ages. The 8-SNP PRS stratified myopia risk in an age-related manner, with the strongest stratification at ages 7–8 years, suggesting a potential developmental window for genetic risk. Further validation in additional independent cohorts is warranted.

Authors

Institutions

Publication Details

Journal
Human Genomics
Published
2026-10-28
DOI
https://doi.org/10.1186/s40246-026-01070-2
Primary Topic
Ophthalmology and Visual Impairment Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Genome-wide association study identifies age-related genetic effects on childhood refractive error and myopia risk

Ka Wai Kam, Clement Chee Yung Tham, Jason C. S. Yam, Yuen Ting Ho et al.
1 links
Human Genomics
Ophthalmology and Visual Impairment Studies
article

Genome-wide association study identifies age-related genetic effects on childhood refractive error and myopia risk

Ka Wai Kam, Clement Chee Yung Tham, Jason C. S. Yam, Yuen Ting Ho, Alvin Lerrmann Young, Chi Pui Pang, Yuyao Wang, Yuzhou Zhang, Li Jia Chen, Charlene C. Yim, Yuelan Gao, Danli Shi, Mingguang He
article en

Abstract

Abstract Objective To characterize age-related genetic effects on childhood refractive error and to examine whether a polygenic risk score (PRS) has age-related patterns in myopia risk stratification. Methods We performed a meta-analysis of genome-wide association studies (meta-GWAS) using three pediatric cohorts: the Hong Kong Children Eye Study (HKCES‑1), the Low‑Concentration Atropine for Myopia Progression (LAMP‑1) study, and the Guangzhou Twin Eye Study (GTES), including 1,903 children. Replication was conducted in independent HKCES‑2 ( N = 2,800). Age‑stratified analyses were performed for significant loci. A PRS was constructed and used to estimate myopia risk ratios across age groups 5–6, 7–8, and 9–10 years. Results Two reported loci, MIR4275 rs2131464 (β = − 0.63, P = 6.75 × 10⁻⁹) and TENM3 rs17074027 (β = − 0.38, P = 9.52 × 10⁻⁹), were confirmed, and a novel locus, TMEM132D rs4759965 (β = 0.34, P = 5.30 × 10⁻⁸), was identified. TMEM132D rs4759965 and FAM135B rs4609227 were associated with refraction only at ages 7–8 years, whereas MIR4275 rs2131464 and TENM3 rs17074027 were associated at ages 9–10 years. In the replication cohort, an 8-SNP PRS showed an age-related pattern of risk stratification: among children aged 7–8 years, those in the highest PRS group had a 2.37-fold higher risk of myopia than those in the lowest PRS group (P FDR = 0.031). Conclusions Genetic influences on childhood myopia are age-dependent, with distinct loci associated with refractive error at different ages. The 8-SNP PRS stratified myopia risk in an age-related manner, with the strongest stratification at ages 7–8 years, suggesting a potential developmental window for genetic risk. Further validation in additional independent cohorts is warranted.

Human Genomics
Hong Kong Polytechnic University (HK), Sun Yat-sen University (CN), Chinese University of Hong Kong (HK), Hong Kong Eye Hospital (CN), Prince of Wales Hospital (CN), State Key Laboratory of Ophthalmology (CN), Zhongshan Ophthalmic Center, Sun Yat-sen University (CN), Hong Kong Children's Hospital (HK)
Good health and well-being
Openalex Percentile: Top 12%
Ophthalmology and Visual Impairment Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon