Body Mass Index is Associated With Direction-Specific Increases in With-the-Rule Corneal and Refractive Astigmatism in Schoolchildren

Abstract Purpose Examine the association between body mass index (BMI) and astigmatism directionality using vector analysis of refractive and corneal components ( J 0 , J 45 ) in a nationally representative sample of schoolchildren. Refractive and corneal J 0 was the primary outcome, with secondary aims to assess whether BMI influences astigmatism severity or other refractive and axial parameters. Methods This cross-sectional study recruited 1626 schoolchildren aged 6–7 ( n = 728) and 12–13 years ( n = 898) from 37 randomly selected schools in Ireland. Cycloplegic autorefraction and ocular biometry were obtained. Height and weight were measured and BMI calculated and analysed as a continuous predictor, with WHO-defined BMI categories used for secondary severity modelling. Refractive and corneal astigmatism were decomposed into vector components ( J 0 , J 45 ). Multivariate linear regression assessed associations between BMI and J 0 , J 45 , spherical equivalent refraction (SER), axial length (AL) and axial length/corneal radius (AL/CR) ratio, adjusted for sex, ethnicity, socioeconomic status and urban/rural location. Ordinal logistic regression examined associations between BMI category and clinically defined astigmatism severity. Results Higher BMI was associated with a positive shift in refractive J 0 , indicating increased with-the-rule astigmatism. Associations were small but consistent in both age groups: 12–13 years (corneal J ₀ β = 0.03, p < 0.001; refractive J ₀ β = 0.02, p < 0.001) and 6–7 years (corneal J ₀ β = 0.03, p = 0.008; refractive J ₀ β = 0.03, p = 0.007). Associations with J 45 were weak and inconsistent. BMI was not associated with SER, AL or the AL/CR ratio. Compared with non-overweight peers, children with obesity had higher odds of moderate-to-severe astigmatism (6–7 years: OR = 5.26, 95% CI: 1.70–9.37; 12–13 years: OR = 2.50, 95% CI: 1.00–4.34). Conclusions Higher BMI was independently associated with increased J 0 , indicating greater with-the-rule refractive and corneal astigmatism, without evidence of an effect on axial length or overall refractive status. These cross-sectional findings suggest a potential biomechanical influence on corneal toricity, highlighting the need for longitudinal studies to clarify causality and mechanisms.

Authors

Institutions

Publication Details

Journal
Ophthalmic and Physiological Optics
Published
2026-03-02
DOI
https://doi.org/10.1007/s44402-026-00032-4
Primary Topic
Ophthalmology and Visual Impairment Studies
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Body Mass Index is Associated With Direction-Specific Increases in With-the-Rule Corneal and Refractive Astigmatism in Schoolchildren

James Loughman, Síofra Harrington, Eoin Kerin, Michael Moore
Ophthalmic and Physiological Optics
Ophthalmology and Visual Impairment Studies
article

Body Mass Index is Associated With Direction-Specific Increases in With-the-Rule Corneal and Refractive Astigmatism in Schoolchildren

James Loughman, Síofra Harrington, Eoin Kerin, Michael Moore
article en

Abstract

Abstract Purpose Examine the association between body mass index (BMI) and astigmatism directionality using vector analysis of refractive and corneal components ( J 0 , J 45 ) in a nationally representative sample of schoolchildren. Refractive and corneal J 0 was the primary outcome, with secondary aims to assess whether BMI influences astigmatism severity or other refractive and axial parameters. Methods This cross-sectional study recruited 1626 schoolchildren aged 6–7 ( n = 728) and 12–13 years ( n = 898) from 37 randomly selected schools in Ireland. Cycloplegic autorefraction and ocular biometry were obtained. Height and weight were measured and BMI calculated and analysed as a continuous predictor, with WHO-defined BMI categories used for secondary severity modelling. Refractive and corneal astigmatism were decomposed into vector components ( J 0 , J 45 ). Multivariate linear regression assessed associations between BMI and J 0 , J 45 , spherical equivalent refraction (SER), axial length (AL) and axial length/corneal radius (AL/CR) ratio, adjusted for sex, ethnicity, socioeconomic status and urban/rural location. Ordinal logistic regression examined associations between BMI category and clinically defined astigmatism severity. Results Higher BMI was associated with a positive shift in refractive J 0 , indicating increased with-the-rule astigmatism. Associations were small but consistent in both age groups: 12–13 years (corneal J ₀ β = 0.03, p < 0.001; refractive J ₀ β = 0.02, p < 0.001) and 6–7 years (corneal J ₀ β = 0.03, p = 0.008; refractive J ₀ β = 0.03, p = 0.007). Associations with J 45 were weak and inconsistent. BMI was not associated with SER, AL or the AL/CR ratio. Compared with non-overweight peers, children with obesity had higher odds of moderate-to-severe astigmatism (6–7 years: OR = 5.26, 95% CI: 1.70–9.37; 12–13 years: OR = 2.50, 95% CI: 1.00–4.34). Conclusions Higher BMI was independently associated with increased J 0 , indicating greater with-the-rule refractive and corneal astigmatism, without evidence of an effect on axial length or overall refractive status. These cross-sectional findings suggest a potential biomechanical influence on corneal toricity, highlighting the need for longitudinal studies to clarify causality and mechanisms.

Ophthalmic and Physiological Optics
Technological University Dublin (IE)
Irish Research eLibrary, Ulster University, Technological University Dublin, Waterford Institute of Technology
Quality Education
Openalex Percentile: Top 38%
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.