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Record W7037689766

Exploration of the Mitochondria as a Potential Therapeutic Target in Duchenne Muscular Dystrophy

2024· other· en· W7037689766 on OpenAlexfundno aff

Bibliographic record

VenueYork University Digital Library (York University) · 2024
Typeother
Languageen
FieldComputer Science
TopicDigital Media and Visual Art
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of CanadaDiabetesforeningenCanadian Institutes of Health ResearchMitacsNovo NordiskFund for Astrophysical Research
KeywordsDuchenne muscular dystrophyMitochondrionWastingCreatineDystrophinBioenergeticsDiaphragm (acoustics)WeaknessMuscle weaknessMitochondrial myopathy
DOInot available

Abstract

fetched live from OpenAlex

Duchenne muscular dystrophy (DMD) is a fatal muscle wasting condition resulting from the loss of the structural protein dystrophin. The disease is characterized by severe muscle wasting and weakness that results in early death due to cardiac and/or respiratory failure. Currently, there is no cure for DMD and current standard of care (glucocorticoid steroids) only addresses secondary pathologies, and is accompanied with a myriad of negative side effects. Previous work has established the mitochondria as a contributor to dystrophic pathology and a valid therapeutic target. \n\nThe primary focus of this thesis was to examine novel therapies that modulate metabolism in DMD, to determine if secondary pathologies, including fibrosis, atrophy, weakness and mitochondrial stress are attenuated. Additionally, we aimed consider the effects of adenylates and creatine metabolism on mitochondrial permeability transition (mtPT) in a permeabilized muscle fibre system. Our study findings reveal that ATP significantly attenuates mtPT and that both creatine and ADP should be considered in buffer composition for assessment of mtPT. \n\nNext, using the mitochondrial-enhancing compound, Olesoxime, we examined the effect of attenuating mitochondrial stress on dystrophic pathology. Unexpectedly, improvements to mitochondrial respiration and reactive oxygen species attenuation, were creatine-dependent, indicating that creatine sensitivity was preserved by Olesoxime treatment. These improvements to bioenergetics also happened in association with markers of muscle breakdown (serum creatine kinase), and improvement in muscle function (cage hand time and recovery of diaphragm force after fatigue). Finally, short-term treatment with the novel adiponectin receptor agonist, ALY688-SR, mitigated aspects of mitochondrial stress in quadriceps, diaphragm and hippocampus, while improving markers of fibrosis and muscle atrophy in the diaphragm, and recognition memory. \n\nOverall, this thesis indicates that attenuating mitochondrial stress in dystrophic muscle and brain improves markers of muscle function and quality, while preserving cognitive function and warrants longer term treatment protocols.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.530
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.004
Open science0.0020.001
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 head0.174
Teacher spread0.164 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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