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Record W4417280242 · doi:10.1186/s40360-025-01056-1

Human in vitro neuromuscular junction model to functionally dissect the pathogenic mechanism of anti-AChR autoantibody-positive myasthenia gravis

2025· article· en· W4417280242 on OpenAlexaff
Baehyun Shin, John H. Yim, Margaret H. Magdesian, Camil E. Sayegh, Jason E. Ekert, Douangsone D. Vadysirisack

Bibliographic record

VenueBMC Pharmacology and Toxicology · 2025
Typearticle
Languageen
FieldMedicine
TopicMyasthenia Gravis and Thymoma
Canadian institutionsAdvanced Micro Devices (Canada)
Fundersnot available
KeywordsMyasthenia gravisNeuromuscular junctionMechanism (biology)In vitroNeuromuscular transmissionPathophysiology

Abstract

fetched live from OpenAlex

BACKGROUND: Myasthenia gravis is a rare autoimmune disease mediated by autoantibodies directed against acetylcholine receptors (AChRs) at the neuromuscular junction. These autoantibodies cause dysfunction through AChR blockade, AChR degradation due to crosslinking and internalisation, and complement activation. METHODS: platform enabled the connection of human induced pluripotent stem-cell-derived motor neuron spheroids with three-dimensional cultures of skeletal muscle fibres, forming functional neuromuscular junctions. Functional connectivity was assessed by glutamate stimulation of motor neuron spheroids and monitoring of calcium transients in genetically encoded calcium indicator protein 6 (GCaMP6)-transduced muscle fibres. RESULTS: Incubation of in vitro neuromuscular junction tissues with sera from patients with anti-AChR autoantibody-positive myasthenia gravis, in contrast to healthy controls, induced a significant increase in membrane attack complex (MAC) deposition and complement split products, accompanied by a notable reduction in calcium transients. Treatment with zilucoplan, a complement component 5 (C5) inhibitor, prevented complement activation and preserved neuromuscular junction functional integrity. The model demonstrated that complement-mediated damage is a major driver of neuromuscular junction functional impairment in the myasthenia gravis patient sera tested in this study. Furthermore, the study explored the reversibility of neuromuscular junction damage, revealing that shortening the delay before initiating complement inhibitor treatment in the in vitro neuromuscular junction tissues enhances the reversibility of neuromuscular transmission. CONCLUSIONS: These findings offer a mechanistic rationale for the observed clinical response in patients with anti-AChR autoantibody-positive myasthenia gravis treated with C5 inhibitors. The in vitro neuromuscular junction model provides a robust platform for studying the mechanistic pathways of complement-mediated damage and evaluating therapeutic interventions for myasthenia gravis.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.717
Threshold uncertainty score0.707

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.017
GPT teacher head0.313
Teacher spread0.296 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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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