MétaCan
Menu
Back to cohort
Record W4414015722 · doi:10.11159/icbes25.140

Laser-Induced Axonal Injury Reveals Gene Dosage-Dependent Mitochondrial Vulnerability in CMT2B Sensory Neurons

2025· article· en· W4414015722 on OpenAlexvenueno aff
Min-Ying Su, Ian Chen, Joy Young, Yingli Gu, Veronica Gomez-Godinez, Linda Shi, Chengbiao Wu

Bibliographic record

VenueProceedings of the World Congress on Electrical Engineering and Computer Systems and Science · 2025
Typearticle
Languageen
FieldMedicine
TopicLaser Applications in Dentistry and Medicine
Canadian institutionsnot available
Fundersnot available
KeywordsNeuroscienceSensory systemVulnerability (computing)MitochondrionBiologyCell biologyComputer scienceComputer security

Abstract

fetched live from OpenAlex

Charcot-Marie-Tooth type 2B (CMT2B) is an inherited peripheral neuropathy characterized by axonal degeneration, progressive muscle weakness, and loss of pain sensation [1].The disease is caused by missense mutations in the Rab7a gene, which disrupt vesicular transport, mitochondrial dynamics, and axonal stability [2].While previous research has established a role for Rab7a-mediated mitochondrial dysfunction in CMT2B pathogenesis, the mechanisms underlying axonal vulnerability and response to injury remain insufficiently understood [3].In this study, we applied laser nano-surgery to dorsal root ganglion (DRG) neurons derived from wild-type and CMT2B mutant mice to model and analyze axonal injury responses.A 740 nm femtosecond laser beam was focused at 120 mW to generate submicron axonal lesions, and neurons were monitored for 60 minutes post-ablation using phase-contrast microscopy.Damage was scored by morphology-based classification into three levels: level 0 (neuropraxia), level 1 (axonotmesis), and level 2 (neurotmesis).To examine the contribution of mitochondrial fission, select cultures were pretreated with Mdivi-1, a Drp1 inhibitor, at 100 M for 60 minutes before laser exposure.Results demonstrated that Mdivi-1 significantly reduced the frequency of severe axonal damage in heterozygous CMT2B neurons (fln/+), with level 2 injury rates decreasing from 26% to 3%.In homozygous neurons (fln/fln), level 2 injury decreased from 32% to 26%, suggesting a gene dosage effect in treatment efficacy.These data indicate that mitochondrial fission plays a critical role in the damage response of CMT2B neurons, and that Drp1 inhibition may have therapeutic potential.This study establishes laser nano-surgery as a powerful and reproducible tool for inducing and analyzing axonal injury in vitro, and highlights mitochondrial dysfunction as a key contributor to axonal pathology in CMT2B.

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 score0.696
Threshold uncertainty score0.371

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.010
GPT teacher head0.259
Teacher spread0.248 · 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

Explore more

Same venueProceedings of the World Congress on Electrical Engineering and Computer Systems and ScienceSame topicLaser Applications in Dentistry and MedicineFrench-language works237,207