MétaCan
Menu
← Back to cohort
Record W4324139786 · doi:10.1161/circ.147.suppl_1.p505

Abstract P505: Midlife Cognitive Function is Associated With Gut Microbial Species and Metabolic Pathways: Coronary Artery Risk Development in Young Adults (CARDIA) Study

2023· article· en· W4324139786 on OpenAlexaboutno aff
Katie A. Meyer, Anju Lulla, Michael C. Wu, Ryan T. Demmer, Kristine Yaffe, KRISTINE YAFFE, Osorio Meirelles, Lenore Launer

Bibliographic record

VenueCirculation · 2023
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGut microbiota and health
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCognitionPopulationPsychiatryEnvironmental health

Abstract

fetched live from OpenAlex

Background: The gut microbiota may play a role in cognitive function and decline. Animal models support mechanisms involving short-chain fatty acid production, amino acid metabolism, and purine metabolism. There is need to replicate these findings in population-based human studies. Methods: Data were from 570 participants who attended the Yr. 30 follow-up exam (2015-16, ages 48-60 y, 45%:55% Black:White race, 45%:55% M:F sex), provided a fecal sample, and completed a cognitive battery of 6 assessments: Montreal Cognitive Assessment (MoCA), Digit Symbol Substitution Test (DSST), Rey-Auditory Verbal Learning Test (RAVLT), Stroop, and Letter and Category Fluency. A global cognition score was derived from the 6 assessments using principal components analysis. Species and metabolic pathways were assigned to whole-metagenomics sequence data using standard reference databases. Multivariable-adjusted linear regression was used to test associations between distinct microbial features and measures of cognition, controlling for false discovery rate (FDR). Results: Sequence data mapped to 106 species and 312 metabolic pathways. In multivariable-adjusted regression analysis, adjusted for socio-demographics, health behaviors, and BMI, 5 species and 5 metabolic pathways were significantly associated with measures of cognitive function, FDR < 0.20 (Figure) . These species/pathways are involved in purine and pyrimidine metabolism and short-chain fatty acid production. Conclusion: Identified pathways play a role in neurodevelopment and in the gut-brain axis of physiologic communications. Our findings suggest long-term relationships between gut microbiota composition and cognitive function.

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 score0.008
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.020
GPT teacher head0.231
Teacher spread0.211 · 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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueCirculation→Same topicGut microbiota and health→French-language works237,207→