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Record W4318763942 · doi:10.21203/rs.3.rs-2507179/v1

Astrocyte reactivity influences the association of amyloid-β and tau biomarkers in preclinical Alzheimer’s disease

2023· preprint· en· W4318763942 on OpenAlexafffund
Tharick A. Pascoal, Bruna Bellaver, Guilherme Povala, Pâmela C.L. Ferreira, João Pedro Ferrari‐Souza, Douglas Teixeira Leffa, Firoza Z Lussier, Andréa Lessa Benedet, Nicholas J. Ashton, Gallen Triana-Baltzerz, Hartmuth Kolbzh, Cécile Tissot, Joseph Therriault, Stijn Servaes, Jenna Stevenson, Nesrine Rahmouni, Oscar L. López, Dana Tudorascu, Victor L. Villemagne, Miloš D. Ikonomović, Serge Gauthier, Eduardo R. Zimmer, Henrik Zetterberg, Kaj Blennow, Howard Aizenstein, William E. Klunk, Beth E. Snitz, Pauline M. Maki, Rebecca C. Thurston, Ann D. Cohen, Mary Ganguli, Thomas K. Karikari, Pedro Rosa‐Neto

Bibliographic record

VenueResearch Square · 2023
Typepreprint
Languageen
FieldMedicine
TopicAlzheimer's disease research and treatments
Canadian institutionsMcGill University
FundersFonds de Recherche du Québec - SantéHORIZON EUROPE Framework ProgrammeDemensförbundetVetenskapsrådetCoordenação de Aperfeiçoamento de Pessoal de Nível SuperiorCanadian Institutes of Health ResearchAlzheimerfondenParkinsonfondenHjärnfondenInternational Society for NeurochemistryBrightFocus FoundationGun och Bertil Stohnes StiftelseEuropean CommissionAlzheimer's AssociationConsortium canadien en neurodégénérescence associée au vieillissementAlzheimer's Drug Discovery Foundation
KeywordsAlzheimer's diseaseAmyloid βAmyloid (mycology)DiseaseAstrocyteMedicineAssociation (psychology)NeurosciencePathologyPsychologyInternal medicineCentral nervous systemPsychotherapist

Abstract

fetched live from OpenAlex

Abstract An unresolved question for the understanding of Alzheimer’s disease (AD) pathophysiology is why a significant percentage of amyloid β (Aβ)-positive cognitively unimpaired (CU) individuals do not develop detectable downstream tau pathology and, consequently, clinical deterioration.In vitroevidence suggests that reactive astrocytes are key to unleashing Aβ effects in pathological tau phosphorylation. In a large study (n=1,016) across three cohorts, we tested whether astrocyte reactivity modulates the association of Aβ with plasma tau phosphorylation in CU people. We found that Aβ pathology was associated with increased plasma phosphorylated tau levels only in individuals positive for astrocyte reactivity (Ast+). Cross-sectional and longitudinal tau-PET analysis revealed that tau tangles accumulated as a function of Aβ burden only in CU Ast+ individuals with a topographic distribution compatible with early AD. Our findings suggest that increased astrocyte reactivity is an important upstream event linking Aβ burden with initial tau pathology which might have implications for the biological definition of preclinical AD and for selecting individuals for early preventive clinical trials.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0010.000

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 head0.156
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; 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 designObservational
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

Citations2
Published2023
Admission routes2
Has abstractyes

Explore more

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