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Editorial24 July 2026
Editorial: Abnormal visual processing

This research topic primarily focuses on scientific issues related to the neural mechanisms of abnormal visual disorders, such as amblyopia and intermittent exotropia, as well as the consequences of enucleation and mild traumatic brain injury. The aim is to understand the neural mechanisms underlying these conditions and how the brain adapts to them. This issue presents three translational articles and two reviews about deficits, consequences, and clinical factors associated with these conditions. Skrypek et al. used diffusion-weighted imaging and behavioural and survey data to assess reading speed, visual deficits and cerebral white matter integrity in veterans with and without mild traumatic brain injury. They discovered an association between smooth pursuit catch-up saccades and the total number of white matter lesions identified in the cerebral cortex. Their findings highlight the need for further research to establish the exact association between mTBI and reduced reading speed. Zhao et al. investigated clinical factors associated with impaired near stereoacuity in children and adolescents with intermittent exotropia. Their findings show that impaired near stereoacuity affects over half of pediatric patients with intermittent exotropia, and that it is independently linked to anisometropia, longer disease duration and greater deviation angles. The authors conclude that a routine assessment of near stereoacuity and refractive status is recommended to guide early intervention and management in this patient group.Moro et al. used structural magnetic resonance imaging to measure the total pulvinar and total thalamus volumes of people who had undergone early monocular enucleation during postnatal maturation. They demonstrated that people with one eye had typical pulvinar and total thalamus volumes compared to binocular controls. The absence of pulvinar volume change in this subcortical region, which supports a variety of functions, contrasts with the changes observed in more sensory-specific areas. This provides evidence that neural plasticity is both regionally and functionally dependent. This special issue then presents two reviews that aim to understand and guide the use of digital tools for assessing and treating visual conditions. Seraphim et al. conducted a literature review to determine the potential of automated analysis of brief visual electrophysiology signals in supporting medical interpretation in ophthalmology. They observed that artificial intelligence (AI) is being increasingly applied to such signals. AI can identify subtle or early dysfunction, harmonize interpretation across centres and support reproducible, clinician-independent pipelines for electrophysiology that are well suited to high-volume clinics and large-scale screening. The authors emphasize the importance of selecting the most appropriate AI method for analysis. They conclude that the convergence of standardized acquisition protocols with advanced AI analysis could deliver more personalized, timely and objective assessments of visual system integrity in neuro-ophthalmic practice. This research topic aims to bring together cutting-edge research that sheds light on the neural mechanisms of abnormal visual processing. The focus is on the sensory experience of patients affected by visual conditions and the impact this has on their quality of life. The aim is to help design more accessible tools and identify novel therapeutic interventions that could mitigate or halt the progression of eye diseases.

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BackgroundMonocular enucleation, the surgical removal of one eye, occurs early in life and leads to changes in visual, auditory, and audiovisual processing in adulthood. These changes can be observed behaviorally, as well as through cortical structure and white matter connectivity of visual and auditory pathways. Subcortically, the thalamus is a critical sensory processing structure that modulates both unisensory and multisensory stimuli, which are later processed in the cortex. Previous studies have shown that following monocular enucleation, the lateral geniculate nucleus (LGN) is reduced in volume, although this reduction is less than predicted. In contrast, the medial geniculate body (MGB) is asymmetric but maintains its volume. Together, this may support the auditory and audiovisual enhancements observed following early monocular enucleation. Another key subcortical thalamic nucleus, the pulvinar, plays a broad role in human visual information processing and sensorimotor integration.MethodsThe current study used structural MRI to anatomically localize and measure the total pulvinar and its subnuclei, as well as total thalamus volume, in individuals who had undergone early monocular enucleation during postnatal maturation compared to binocularly intact controls.ResultsOverall, people with one eye demonstrated preserved pulvinar and total thalamus volumes compared to binocularly intact controls.ConclusionThe preserved structural volume of the pulvinar and total thalamus may support the intact lower-level auditory and audiovisual processing previously observed in individuals with one eye. The absence of pulvinar volume changes in this broad-function supporting, subcortical region builds on previous studies regarding thalamic plasticity after early monocular enucleation. These findings provide evidence that not all thalamic nuclei show measurable long-term volumetric alterations and that neural plasticity is both regionally and functionally dependent.

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REVIEW
30 April 2026
Artificial intelligence-based analysis of visual electrophysiological signals for clinical interpretation support
Mathieu Seraphim, 2 more and Juliette Thariat
Artificial intelligence-based analysis of visual electrophysiological signals for clinical interpretation support
IntroductionVisual electrophysiology, including electroretinograms (ERG) and visual evoked potentials (VEP), provides a real-time functional assessment of retinal and post-retinal pathways, complementing structural imaging. Subtypes such as transient, periodic, multifocal, and code-modulated signals probe distinct physiological mechanisms and reveal pathological signatures ranging from photoreceptor dysfunction to cortical pathway impairment. However, interpretation is often challenged by low signal amplitude, noise, and inter-individual variability. Advances in artificial intelligence (AI) enable automated, objective and reproducible analysis, and may improve sensitivity, and scalability in clinical and research environments. We undertook a literature review to identify the potential of automated analysis of brief visual electrophysiology signals to support medical interpretation in ophthalmology.Materials and methodsA review of the 2020–2025 literature was undertaken.ResultsAI has been increasingly applied to ERG and VEP signals. These signals encode complex pathophysiological processes. Their features vary widely as they are transient (triggered by a single stimulus), periodic (repeated over time), multifocal (capturing signals from multiple visual field locations), or dependent on specific timing or coding schemes. These properties influence the choice of the most appropriate AI method for analysis. Classical ML methods remain useful for interpretable, feature-based classification of relatively scarce medical data, such as transient/aperiodic VEP and ERG. By modeling latent dynamics, AI can identify subtle or early dysfunction and harmonize interpretation across centers.ConclusionAI supports reproducible, clinician-independent pipelines for electrophysiology, well-suited to high-volume clinics and large-scale screening. The convergence of standardized acquisition protocols with advanced AI analysis has the potential to deliver more personalized, timely, and objective assessments of visual system integrity in neuro-ophthalmic practice.

2,162 views

1 citations

ORIGINAL RESEARCH
22 May 2026
Reading speed, visual deficits, and cerebral white matter integrity in veterans with and without mild traumatic brain injury
Kori E. Skrypek, 3 more and Cheryl A. Olman

1,971 views

Research hotspots and trends of amblyopia treatment from 2015 to 2025: a bibliometric analysis
SYSTEMATIC REVIEW
8 January 2026
Research hotspots and trends of amblyopia treatment from 2015 to 2025: a bibliometric analysis
Chenyan Zhou, 8 more and Jiawei Zhou
BackgroundThis study aims to provide a comprehensive view of the current research status, hotspots, and emerging trends of amblyopia treatment through bibliometric analysis of published literature.MethodsWe retrieved publications from the Web of Science Core Collection (WoSCC) and PubMed databases from 2015 to 2025. CiteSpace was used to analyze and visualize countries, institutions, journals, keywords, and references.ResultsThe analysis included 514 publications that show a steady increasing trend. The United States and China are the most productive countries. McGill University has made notable contributions to this field. The most prolific journal is the Journal of AAPOS, while high-impact journal JAMA Ophthalmology has the highest citations. Keyword and reference analyses reveal that the research focus has shifted to clinical trials and various binocular treatments. The analyses of the recent citation burst and clinical trials reflect the future trend of amblyopia treatment towards personalized and technologically optimized treatment and the validation of novel neuromodulation therapies.ConclusionThis study reveals the current hotspots and future directions of amblyopia treatment research. Current research focuses on clinical trials of binocular treatment through different digital platforms in amblyopia. Our findings provide critical insights for scientific and clinical research on amblyopia treatment.

3,984 views

1 citations

ORIGINAL RESEARCH
16 March 2026
Clinical factors associated with impaired near stereoacuity in children and adolescents with intermittent exotropia
Yunzhi Zhao, 16 more and Xuefeng Shi

1,454 views

1 citations