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Record W7038858917

Investigating the involvement of mTOR and the integrated stress response in regulating oligodendrocyte maturation in multiple sclerosis

2023· dissertation· en· W7038858917 on OpenAlexfundno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2023
Typedissertation
Languageen
FieldAgricultural and Biological Sciences
TopicBat Biology and Ecology Studies
Canadian institutionsnot available
FundersMitacsMultiple Sclerosis Society of CanadaResearch Manitoba
KeywordsRemyelinationCentral nervous systemMultiple sclerosisSignal transductionImmune system
DOInot available

Abstract

fetched live from OpenAlex

Multiple sclerosis (MS) is an immune-mediated demyelinating disorder of the central nervous system (CNS) that leads to neurodegeneration. Remyelination is an essential reparative process in MS. While remyelination occurs efficiently during the early stages of the disease, it significantly declines with disease progression. This is despite the presence of oligodendrocyte progenitor cells (OPCs) within the lesions with the ability to generate new myelinating oligodendrocytes (OLs). Understanding how OPC and OL are regulated in MS lesions is critical to promote remyelination in chronic MS lesions. Emerging studies indicate that a balanced activity of mTOR pathway is essential for normal differentiation and maturation of OLs. Other findings have suggested that the integrated stress response (ISR), which occurs upon phosphorylation of eIF2α, has a protective role in remyelination. In this study, we aimed to characterize the activity of mTOR and the ISR in OPCs and OLs during acute and chronic demyelination and remyelination by using a cuprizone mouse model of demyelination. We also used primary in vitro systems to assess the changes in OPC maturation under MS-like conditions. We found that mTOR and ISR activity is increased in OPCs and OLs during both acute and chronic demyelination in cuprizone mice, and this expression is sustained during the remyelination period. In vitro, we confirmed that rapamycin-inhibition of mTORC1 results in decreased OPC proliferation and differentiation and inhibit OL maturation and morphological complexity in vitro, while increasing their lysosomal activity. Treating OPCs with MS-relevant cytokines also decreases OPC proliferation acutely and reduces their differentiation while promoting lysosomal activity. This study provides initial data that suggest the involvement of mTOR and ISR in oligodendrocyte behavior in demyelinating lesions. Future studies are required to determine the role of these pathways in impaired remyelination during chronic MS.

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: Bench or experimental · Consensus signal: Bench or experimental
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 head0.041
GPT teacher head0.202
Teacher spread0.161 · 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 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
Published2023
Admission routes1
Has abstractyes

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