MétaCan
Menu
Back to cohort

Diversity and Regulation of Astrocyte Neurotoxicity in Alzheimer's Disease

2021· review· en· W3212474619 on OpenAlexaff
Andis Klegeris, Sadayuki Hashioka, James G. McLarnon

Bibliographic record

VenueCurrent Alzheimer Research · 2021
Typereview
Languageen
FieldNeuroscience
TopicNeuroinflammation and Neurodegeneration Mechanisms
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
FundersJapan Society for the Promotion of Science
KeywordsAstrocyteNeurotoxicityNeurodegenerationNeuroscienceMicrogliaNeuroinflammationNeurotrophic factorsBiologyPathogenesisGlutamate receptorAstrocytosisCell biologyDiseaseCentral nervous systemInflammationMedicineImmunologyPathologyReceptorBiochemistryToxicity

Abstract

fetched live from OpenAlex

Astrocytes contribute to brain development and homeostasis and support diverse functions of neurons. These cells also respond to the pathological processes in Alzheimer's disease (AD). There is still considerable debate concerning the overall contribution of astrocytes to AD pathogenesis since both the protective and harmful effects of these cells on neuronal survival have been documented. This review focuses exclusively on the neurotoxic potential of astrocytes while acknowledging that these cells can contribute to neurodegeneration through other mechanisms, for example, by lowered neurotrophic support. We identify reactive oxygen and nitrogen species, tumor necrosis factor α (TNF-α), glutamate, and matrix metalloproteinase (MMP)-9 as molecules that can be directly toxic to neurons and are released by reactive astrocytes. There is also considerable evidence suggesting their involvement in AD pathogenesis. We further discuss the signaling molecules that trigger the neurotoxic response of astrocytes with a focus on human cells. We also highlight microglia, the immune cells of the brain, as critical regulators of astrocyte neurotoxicity. Nuclear imaging and magnetic resonance spectroscopy (MRS) could be used to confirm the contribution of astrocyte neurotoxicity to AD progression. The molecular mechanisms discussed in this review could be targeted in the development of novel therapies for AD.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.511
GPT teacher head0.470
Teacher spread0.042 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations10
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueCurrent Alzheimer ResearchSame topicNeuroinflammation and Neurodegeneration MechanismsFrench-language works237,207