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Record W4238940228 · doi:10.1016/j.jalz.2019.06.3997

P4‐327: SUBTHRESHOLD LEVEL TAU DEPOSITION OCCURS PRIOR TO SUBTHRESHOLD AMYLOID DEPOSITION IN COGNITIVELY NORMAL ELDERLY INDIVIDUALS

2019· article· en· W4238940228 on OpenAlexaffabout
Sulantha Mathotaarachchi, Tharick A. Pascoal, Andréa Lessa Benedet, Mira Chamoun, Min Su Kang, Joseph Therriault, Mélissa Savard, Firoza Z Lussier, Cécile Tissot, Emilie Thomas, Vladimir Fonov, Serge Gauthier, Pedro Rosa‐Neto

Bibliographic record

VenueAlzheimer s & Dementia · 2019
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsMontreal Neurological Institute and HospitalDouglas Mental Health University InstituteDouglas CollegeMcGill UniversityMcGill University Health Centre
Fundersnot available
KeywordsAmyloid (mycology)DementiaPsychologyCerebellumPathologyNeuroscienceChemistryInternal medicineMedicineDisease

Abstract

fetched live from OpenAlex

Contrary to the widely accepted hypothesis that amyloid triggers a cascade of events leading to Alzheimer's dementia, histopathological evidence suggests deposition of tau prior to the deposition of amyloid. In this study, we expect to investigate in-vivo evidence of a subthreshold level of tau deposits occurring prior to amyloid deposition using a tau tracer with sub-nanomolar affinity to tangles. For this study, we included 65 cognitively normal elderly individuals from the McGill TRIAD cohort who were scanned with [F]AZD4694 and [F]MK-6240 (standardized uptake value ratios (SUVRs) based on the cerebellum grey matter and inferior cerebellum grey matter as the reference regions respectively). The individuals were categorized into 2 groups based on their amyloid positivity (A-, n=35; A+, n=30). All individuals in the amyloid-negative group were negative for tau as well. For both categorizations, a visual rating was used. Cross-correlation networks (26 cortical ROIs) based on tau and amyloid was generated correcting for age and gender. Bootstrap sampling (n=100) was used to remove any sample bias. A nested stochastic block model analysis was used to identify community structures present in the networks. In the amyloid-negative group (tau-negative), the network analysis did not show any cortical association of amyloid deposition [Fig 1a], whereas tau deposition showed a clear organization [Fig 1b]. Any organization of amyloid deposition was only present in the amyloid-positive group [Fig 1c]. The community analysis indicated the subthreshold tau organization can be represented with 2 communities; one including superior, middle temporal regions, parietal and frontal regions; the other with inferior temporal, parahippocampal cortices, precuneus and cingulate [Fig 1f].

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 score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.035
GPT teacher head0.306
Teacher spread0.271 · 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

Citations0
Published2019
Admission routes2
Has abstractyes

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