Related Experiment Video
Updated: Dec 3, 2025

Author Spotlight: An Automated Method for Assessing Visual Acuity in Infants and Toddlers Using an Eye-Tracking System
Published on: March 17, 2023
Visual function subtyping in children with early-onset cerebral visual impairment
Hanna Sakki1, Richard Bowman2, Jenefer Sargent2
1UCL Great Ormond Street Institute of Child Health, University College London, London, UK.
Insights
This study identified three data-driven subgroups of childhood cerebral visual impairment (CVI) based on vision deficits. These findings offer a new classification system for diagnosing and profiling early-onset CVI.
Area of Science:
- Ophthalmology
- Neuroscience
- Pediatrics
Background:
- Childhood cerebral visual impairment (CVI) is a leading cause of vision impairment in children.
- Current diagnostic approaches for CVI often lack detailed functional vision profiling.
- Developing data-driven subgrouping methods is crucial for understanding CVI heterogeneity.
Purpose of the Study:
- To develop and validate a data-driven method for identifying and profiling subtypes of early-onset CVI.
- To establish a novel classification system for CVI based on distinct vision function deficits.
- To investigate the relationship between vision deficits and co-occurring neurodevelopmental and ophthalmological conditions.
Main Methods:
- Recruited 63 children with suspected or diagnosed congenital CVI.
- Assessed cognitive, basic, and higher-order vision functions, quality of life, and functional vision.
- Employed cluster analysis and statistical methods for subgroup identification and validation.
Main Results:
- Cluster analysis revealed three distinct subgroups of CVI based on vision function deficits and severity.
- Group A1 (n=15) exhibited selective visual perception and visuomotor deficits.
- Group A2 (n=28) presented with more severe, broader deficits and variable visual acuity.
- Group B (n=20) showed significant visual acuity reduction and was differentiated from Group A.
- Significant co-occurring ophthalmological and motor impairments varied across the three groups.
- All groups reported reduced quality of life and functional vision.
Conclusions:
- The data-driven subgrouping method successfully identified three distinct CVI subtypes.
- These subgroups demonstrate a gradient of severity in vision function deficits.
- The identified subgroups provide a foundation for a novel CVI classification system.
- Co-occurring cognitive and neurodevelopmental deficits mirrored the severity gradient observed in vision impairments.
Aim:
To develop a data-driven subgrouping method to identify and profile subtypes of early-onset childhood cerebral visual impairment (CVI).
Method:
Sixty-three children with suspected or diagnosed congenital CVI were recruited (28 males, 35 females, median age=8y, range=5-16y). Cognitive, basic, and higher-order vision functions were assessed and quality of life, functional vision questionnaire, neurodevelopmental, and ophthalmological data were collected. Cluster analysis and other statistical analyses were undertaken to determine and validate the subgrouping.
Results:
Forty-three participants completing the full test battery were included in cluster analysis, revealing two subgroups. Group A1 (n=15) showed selective visual perception and visuomotor deficits. Group A2 (n=28) showed more severe and broader visual perception and visuomotor deficits, and variable visual acuity. A third, lower-functioning group, Group B (n=20), was differentiated and showed significant visual acuity reduction compared with Group A (p<0.001, V=0.69). External validation showed significant cooccurring ophthalmological (e.g. strabismus p<0.001, V=0.59) and motor impairment differences (χ2 =16.26, p<0.001, V=0.51) between the three groups. All groups had lowered parent-reported quality of life and everyday functional vision.
Interpretation:
Statistical analyses revealed three subgroups with differentiated vision function characteristics on a gradient of severity. The subgrouping method provides the first steps in developing a novel classification system to underpin future clinical diagnostics and profiling of early-onset CVI.
What This Paper Adds:
Three data-driven subgroups of vision function deficits were identified. A similar severity gradient was shown in cooccurring cognitive and neurodevelopmental deficits. Reported quality of life and functional vision difficulties were low across all groups.
Related Concept Videos
Visual Agnosia
Visual System
Once through the pupil, the light passes through the lens, a...
Vision
Photoreceptors and Visual Pathways
Learning Disabilities
Dyslexia
Dyslexia is a...

