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Record W4312087517 · doi:10.1002/alz.065988

LDLR, VLDLR and APOBR in the pathophysiology of sporadic Alzheimer’s disease

2022· article· en· W4312087517 on OpenAlexaff
Isabel Sierra Flores, Cynthia Picard, Judes Poirier

Bibliographic record

VenueAlzheimer s & Dementia · 2022
Typearticle
Languageen
FieldMedicine
TopicLipoproteins and Cardiovascular Health
Canadian institutionsMcGill UniversityDouglas Mental Health University Institute
Fundersnot available
KeywordsApolipoprotein EInternal medicinePathophysiologyApolipoprotein BReceptorDiseasePathologicalEndocrinologyLDL receptorPsychologyCholesterolBiologyMedicineLipoprotein

Abstract

fetched live from OpenAlex

Abstract Background Alzheimer’s disease (AD) and cholesterol homeostasis have long been linked, most notably by the identification of apolipoprotein E‐ε4 allele as the strongest risk factor. Yet the mechanism by which its pathogenic isoform ε4 impacts AD has remained elusive. Different GWA studies have identified other potential risk factors, many of which are also involved in the maintenance, homeostasis, mobilisation, and distribution of cholesterol. The aim of this study was to analyse three candidate genes involved in cholesterol metabolism, which showed preliminary significance and are strongly related to cholesterol processes and APOE neurobiology. Method The three candidates are the receptors LDLR, VLDLR and APOBR which were analysed using neocortical mRNA data from the Religious Orders study/ Memory and Aging Project ROSMAP cohort’s dataset. The receptor mRNA levels were contrasted against several AD pathological markers, such as Braak and CERAD stages. Other apolipoprotein mRNA levels were also analysed for significance. Age, Sex and ApoE4 genotype were also tested for effect. Result Preliminary analyses showed significant correlation between mRNA levels of these receptors (most strongly VLDLR) and Braak stages (VLDLR p < 0.008), CERAD stages (VLDLR p < 0.001) as well as several proteins known to be involved in AD pathophysiology. VLDLR expression levels did not correlate with APOE mRNA levels (VLDLR; R2=0.176, p > 0.05) and were only significant in APOε4 negative subjects when split for APOε4 genotype (VLDLR Braak p < 0.003). Conclusion The three receptors analysed so far appear to be involved at some level with AD pathophysiology. They will be further studied and investigated in both, symptomatic and pre‐symptomatic AD. The relationship between the receptors and APOE pathophysiology in sporadic AD remains unclear.

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 score0.004
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
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 head0.024
GPT teacher head0.267
Teacher spread0.243 · 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
Published2022
Admission routes1
Has abstractyes

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