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Record W4386401298 · doi:10.1101/2023.09.01.23294953

Association of Common and Rare Variants with Alzheimer’s Disease in over 13,000 Diverse Individuals with Whole-Genome Sequencing from the Alzheimer’s Disease Sequencing Project

2023· preprint· en· W4386401298 on OpenAlexaff
Wan‐Ping Lee, Seung Hoan Choi, Margaret G. Shea, Po‐Liang Cheng, Beth A. Dombroski, Achilleas Pitsillides, Nancy L. Heard‐Costa, Hui Wang, Katia Bulekova, Amanda B Kuzma, Yuk Yee Leung, John J. Farrell, Honghuang Lin, Adam C. Naj, Elizabeth Blue, Frederick Nusetor, Dongyu Wang, Eric Boerwinkle, William S. Bush, Xiaoling Zhang, Philip L. De Jager, Josée Dupuis, Lindsay A. Farrer, Myriam Fornage, Eden R. Martin, Margaret A. Pericak‐Vance, Sudha Seshadri, Ellen M. Wijsman, Li‐San Wang, Gerard D. Schellenberg, Anita L. DeStefano, Jonathan L. Haines, Gina M. Peloso

Bibliographic record

VenuemedRxiv · 2023
Typepreprint
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGenomics and Rare Diseases
Canadian institutionsMcGill University
Fundersnot available
KeywordsDiseaseWhole genome sequencingDNA sequencingAlzheimer's diseaseGeneticsBiologyGenome-wide association studyGenomeComputational biologyMedicineGeneGenotypeSingle-nucleotide polymorphismPathology

Abstract

fetched live from OpenAlex

Abstract Alzheimer’s Disease (AD) is a common disorder of the elderly that is both highly heritable and genetically heterogeneous. Here, we investigated the association between AD and both common variants and aggregates of rare coding and noncoding variants in 13,371 individuals of diverse ancestry with whole genome sequence (WGS) data. Pooled-population analyses identified genetic variants in or near APOE, BIN1 , and LINC00320 significantly associated with AD (p < 5×10 -8 ). Population-specific analyses identified a haplotype on chromosome 14 including PSEN1 associated with AD in Hispanics, further supported by aggregate testing of rare coding and noncoding variants in this region. Finally, we observed suggestive associations (p < 5×10 -5 ) of aggregates of rare coding rare variants in ABCA7 among non-Hispanic Whites (p=5.4×10 -6 ), and rare noncoding variants in the promoter of TOMM40 distinct of APOE in pooled-population analyses (p=7.2×10 -8 ). Complementary pooled-population and population-specific analyses offered unique insights into the genetic architecture of AD.

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)0.002
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 score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.040
GPT teacher head0.269
Teacher spread0.230 · 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

Citations11
Published2023
Admission routes1
Has abstractyes

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