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May 7, 2026Ophthalmology Science0 citationsOpen Access

Gene-environment interaction loci associated with refractive error: SCAMPI analysis

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XHXi HeLTLouise TerryJGJeremy A. Guggenheim

Key Points

  • This research aims to evaluate SCAMPI's effectiveness in identifying gene-environment interaction loci related to refractive error.
  • Used cohort study design with UK Biobank participants
  • Compared SCAMPI with Levene's test and conditional quantile regression
  • Identified variance quantitative trait loci in refractive error
  • Assessed variance heterogeneity associated with genetic factors
  • SCAMPI identified 15 independent vQTLs for refractive error
  • SCAMPI vQTLs showed 80% validation in a separate dataset
  • Known vQTLs like rs12193556 (LAMA2) associated with refractive error were included
  • Novel variant rs7077247 in TCF7L2 showed myopia connection in those with higher education

Abstract

AbstractPurpose To compare the performance of a novel method for identifying candidate gene-environment interaction loci, SCAMPI (doi:10.1101/2024.09.10.612314v1), to widely-used existing methods, Levene's test and conditional quantile regression (CQR). The three methods were evaluated for refractive error, a trait known to exhibit widespread gene-environment interaction effects. Design Cohort study. Genome-wide Association Study to investigate variance heterogeneity of refractive error. Participants A discovery sample of 77,880 UK Biobank participants with records of both refractive error and age of onset of spectacle wear (AOSW) and a validation sample of 257,265 UK Biobank participants with known AOSW. Methods SCAMPI, Levene's tests and CQR were applied in the discovery sample. Variance quantitative trait loci (vQTLs) identified using SCAMPI were assessed in the independent validation sample. SCAMPI vQTLs were further assessed for evidence of genotype-by-education interaction or gene-gene interaction, using linear regression. Main Outcome Measure Genetic variance heterogeneity associated with refractive error (phenotypic variance differences across genotypes). Results SCAMPI identified 15 independent vQTLs with P LAMA2) and rs685352 (GJD2), as well as three novel candidate gene-environment interaction loci. Among these novel candidates was rs7077247, an intronic variant in the TCF7L2 gene, which was associated with a -0.085 D greater shift towards myopia in participants with a university degree (P=9.43e-04). This variant is known to be associated with the risk of diabetes and TCF7L2 is a component of the Wnt signaling pathway. The SCAMPI vQTLs demonstrated minimal evidence for gene-gene interactions. Conclusions SCAMPI outperformed Levene's test and CQR in identifying candidate gene-environment interaction loci associated with refractive error. Our results suggest that a variant in the TCF7L2 gene may confer susceptibility to myopia to a greater extent in those with higher vs. lower educational attainment, and suggests a molecular link to Wnt signaling and the risk of myopia associated with intensive education.

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Cite This Study

He et al. (2026) studied this question.

synapsesocial.com/papers/69fbefa3164b5133a91a390fhttps://doi.org/10.1016/j.xops.2026.101219
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