Evidence map›Paper›PMID 41781521›Full record

ArticleJournal of neurology2026

Intellectual disability and structural defects of the CaV2.1 channel in episodic ataxia type 2: correlation using an AI prediction model.

Hyo-Jung Kim, Jin-Ok Lee, Sejoon Lee, Seoyeon Kim, Ji-Soo Kim

Abstract read
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Article in Journal of neurology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Hyo-Jung KimBiomedical Research Institute, Seoul National University Bundang Hospital, Seongnam, South Korea.
Jin-Ok LeeDepartment of Health Science and Technology, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, South Korea.
Sejoon LeePrecision Medicine Center, Seoul National University Bundang Hospital, Seongnam, South Korea.
Seoyeon KimDepartment of Neurology, Inha University Hospital, Inha University College of Medicine, Incheon, South Korea.
Ji-Soo KimDepartment of Neurology, Seoul National University College of Medicine, Seoul, South Korea. jisookim@snu.ac.kr.ORCID http://orcid.org/0000-0002-1508-2024

Funding

National Research Foundation of Korea RS-2024-00357530
6 · The paper itself

Abstract

backgroundEpisodic ataxia type 2 (EA2) results from pathogenic variants in CACNA1A that encodes the CaV2.1 P/Q-type calcium channel. The molecular basis of cognitive impairments requires further elucidation in EA2.

objectiveTo correlate AI-predicted structural alterations of the CaV2.1 channel with intellectual function observed in patients with EA2.

methodsUsing AlphaFold3, we modeled the wild-type and variant CACNA1A proteins. Structural similarity between the wild-type and variant proteins was quantified using the Template Modeling (TM) score. To assess degree of truncation, the relative amino acid length ratio (AA%) was also calculated. These protein-level metrics were then compared with the standardized intellectual indices in 13 patients with EA2.

resultsThe TM scores ranged from 0.624 to 0.838, and showed a strong correlation with most intellectual indices, including the full-scale IQ (FSIQ, r = 0.722, p = 0.005), verbal comprehension index (VCI, r = 0.834, p < 0.001), perceptual reasoning index (PRI, r = 0.624, p = 0.023), and working memory index (WMI, r = 0.700, p = 0.008). The AA% ranged from 50.6% to 100%, and also showed a correlation with VCI (r = 0.566, p = 0.044) and WMI (r = 0.649, p = 0.016), but less consistently when compared to the TM score.

conclusionsStructural preservation of CaV2.1 correlates more strongly with intellectual function in patients with EA2 than protein length, which suggests that structural disruption of the CaV2.1 channel may contribute to cognitive impairments in EA2. AI-based protein modeling is a valuable tool for linking genotype to phenotype, particularly in channelopathies with diverse clinical presentation.

Indexed as

AtaxiaCalcium Channels, N-TypeIntellectual DisabilityNystagmus, PathologicAdolescentAdultFemaleHumansMaleMiddle AgedModels, MolecularYoung AdultCACNA1A protein, humanCalcium Channels, N-TypeCalcium channelDizzinessEpisodic ataxiaIntellectual disabilityNystagmus

Identifiers

PMID41781521
PMCPMC12960376

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.