MétaCan
Menu
Back to cohort
Record W4405098600 · doi:10.1101/2024.12.04.24318526

The striatum is an early, accurate indicator of amyloid burden using [ <sup>11</sup> C]PiB in Down syndrome: comparison of two radiotracers

2024· preprint· en· W4405098600 on OpenAlexaff
Max McLachlan, Brecca Bettcher, Andrew K McVea, Alexandra DiFillipo, Matthew Zammit, Lisette LeMerise, Jeremy Rouanet, Julie Price, Dana Tudorascu, Charles M. Laymon, David B. Keator, Patrick J. Lao, Adam M. Brickman, Tim D. Fryer, Sigan L. Hartley, Beau M. Ances, Sterling C. Johnson, Tobey J. Betthauser, Charles K. Stone, Shahid Zaman, Benjamin L. Handen, Elizabeth Head, Mark Mapstone, Bradley Christian

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldMedicine
TopicDown syndrome and intellectual disability research
Canadian institutionsColumbia College
Fundersnot available
KeywordsStriatumAmyloid (mycology)Pittsburgh compound BAmyloid βPsychologyNeuroscienceMedicineInternal medicinePathologyCognitionDiseaseCognitive impairment

Abstract

fetched live from OpenAlex

INTRODUCTION: F]florbetapir (FBP). Early striatal accumulation has not been temporally quantified with respect to global cortical measures. METHODS: Longitudinal PiB (n=175 participants) and FBP (n=92 participants) data from the Alzheimer Biomarkers Consortium-Down Syndrome were used to measure cortical and striatal binding. Generalized temporal models for cortical and striatal amyloid accumulation were created using the sampled iterative local approximation (SILA) method. RESULTS: PiB demonstrated greater striatal-to-cortical ratios than FBP. SILA analysis revealed striatal amyloid burden occurs 3.40 (2.39) years earlier than the cortex in PiB. There was no difference between the cortex and striatum in FBP. DISCUSSION: Among adults with Down syndrome, the striatum consistently accumulates amyloid earlier than the cortex when measured with PiB. This suggests the striatum is more sensitive to the onset of PiB PET-detectable amyloid in Down syndrome.

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)0.001
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 score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
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 head0.088
GPT teacher head0.398
Teacher spread0.310 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

Explore more

Same venuemedRxivSame topicDown syndrome and intellectual disability researchFrench-language works237,207