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Record W4252142251 · doi:10.21203/rs.2.18860/v1

GSK-3β disrupts neural oscillatory function to inhibit learning and memory in rats

2019· preprint· en· W4252142251 on OpenAlexafffund
Abdalla M. Albeely, Olivia O. F. Williams, Melissa L. Perreault

Bibliographic record

VenueResearch Square (Research Square) · 2019
Typepreprint
Languageen
FieldNeuroscience
TopicNeuroscience and Neuropharmacology Research
Canadian institutionsUniversity of Guelph
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsNeuroscienceFunction (biology)PsychologyCognitive scienceArtificial neural networkComputer scienceCognitive psychologyArtificial intelligenceBiologyCell biology

Abstract

fetched live from OpenAlex

Abstract Background . Alterations in glycogen synthase kinase-3β (GSK-3β) activity have been implicated in disorders of cognitive impairment including Alzheimer’s disease and schizophrenia. Another characteristic of cognitive impairment is the dysregulation of neural oscillatory activity, macroscopic electrical rhythms in brain critical to systems communication. A direct functional relationship between GSK-3β and neural oscillations has not been elucidated. Methods. In the present study, the impact of increasing GSK-3β activity in prefrontal cortex (PFC) or hippocampus (HIP) on the regulation of neural oscillations in rats was investigated using an adeno-associated viral vector containing a persistently active mutant of GSK-3β (S9A), and changes in learning and memory and tau phosphorylation assessed. Results. Increasing GSK-3β activity in either region had similar effects on oscillatory spectral power, enhancing theta and/or gamma oscillatory power recorded from one or both regions. Increasing PFC GSK-3β activity additionally suppressed high gamma PFC-HIP coherence. These oscillatory changes were accompanied by deficits in recognition memory, spatial learning and/or reversal learning. Increased pathogenic tau phosphorylation was also evident in regions where GSK-3β activity was elevated. Conclusions. These findings indicate that increased GSK-3β activity in PFC or HIP dysregulates neural oscillatory function in, and between, these regions. This suggests that GSK-3β may not only play an early role in cognitive decline in Alzheimer’s disease but may also play a more central role in disorders of cognitive dysfunction through the regulation of neurophysiological network function.

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)0.019
metaresearch head score (Gemma)0.018
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies
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 score0.186
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0190.018
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0080.007
Science and technology studies0.0020.003
Scholarly communication0.0020.001
Open science0.0030.014
Research integrity0.0010.021
Insufficient payload (model declined to judge)0.0010.002

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 head0.156
GPT teacher head0.465
Teacher spread0.309 · 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; both teacher heads agree on what is shown here.

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
Published2019
Admission routes2
Has abstractyes

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