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Record W7117142494 · doi:10.1002/alz70855_100247

Vulnerability of the Myelin‐Axon Interface Uncovered by Subcellular Proteomics and Imaging of Alzheimer's Human Brain

2025· article· en· W7117142494 on OpenAlexaff
Yifei Cai, Iguaracy Pinheiro‐de‐Sousa, Mykhaylo Slobodyanyuk, Fuyi Chen, Tram Huynh, Jean Kanyo, P. L. Tang, Lukas A. Fuentes, Amber Braker, Rachel L. Welch, Huttner J. Anita, Lei Tong, Peng Yuan, TuKiet Lam, Evangelia Petsalaki, Jüri Reimand, Angus C. Nairn, Jaime Grutzendler

Bibliographic record

VenueAlzheimer s & Dementia · 2025
Typearticle
Languageen
FieldMedicine
TopicAlzheimer's disease research and treatments
Canadian institutionsOntario Institute for Cancer ResearchUniversity of Toronto
Fundersnot available
KeywordsVulnerability (computing)Interface (matter)Human brainHuman healthProteomicsHuman proteins

Abstract

fetched live from OpenAlex

BACKGROUND: Myelin ensheathment is essential for rapid axonal electrical conduction, metabolic support and neuronal plasticity. In Alzheimer's disease (AD), disruptions in both myelin and axonal structures occur; however, the underlying mechanisms remain poorly understood. METHOD: To investigate the molecular and cellular mechanisms of myelin-axon disruption, we developed novel proximity labeling subcellular proteomics of the myelin-axon interface in postmortem human brains and AD-model mice. We developed new computational algorithm to uncover cell-cell-communication between myelin-axon and their disruption in AD humans. We applied super-resolution expansion microscopy and high-resolution confocal imaging to AD human postmortem brains and AD-model mice to reveal myelin-axon disruption and pathological changes. RESULT: Using proximity labeling subcellular proteomics of the myelin-axon interface in postmortem human brains and AD-model mice, we discovered dysregulated signaling pathways and ligand-receptor interactions, including those involved in β-amyloid processing, axonal outgrowth and lipid metabolism. Expansion microscopy confirmed the subcellular expression of top proteomic hits and revealed β-amyloid aggregation within internodal peri-axonal space and paranodal/juxtaparanodal channels. Although no overt changes in myelin coverage were observed, we found reduced paranode density and aberrant myelination and paranode positioning around amyloid plaque-associated dystrophic axons. CONCLUSION: These findings highlight the myelin-axon interface as a critical site of protein aggregation and disrupted neuro-glial communication in AD. The molecular architecture of the myelin-axon interface uncovered in this study provides a foundation for future mechanistic investigations in health and disease.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.020
GPT teacher head0.314
Teacher spread0.295 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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