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Record W6948100298 · doi:10.48448/bkgc-3394

3-F-394 - Early life adversity and a sex-specific polygenic risk for fasting insulin are associated with variations in childhood executive functioning

2021· other· en· W6948100298 on OpenAlexaboutno aff

Bibliographic record

VenueUnderline Science Inc. · 2021
Typeother
Languageen
FieldArts and Humanities
TopicLibraries and Information Services
Canadian institutionsnot available
Fundersnot available
KeywordsInsulinCohortGenome-wide association studyBiobankPsychopathologyPsychosocialPolygenic risk scoreSingle-nucleotide polymorphism

Abstract

fetched live from OpenAlex

Authors: Aashita Batra¹, Lawrence Chen², Zihan Wang², Carine Parent², Irina Pokhvisneva¹, Sachin Patel², Michael Meaney³, Patricia Silveira¹ ¹McGill University, ²Douglas Mental Health University Institute, ³Singapore Institute for Clinical Sciences Abstract: As insulin is an important hormone for childhood growth and development and has implications for adult psychopathology in both males and females, we hypothesized that 1) the genetic background associated with altered fasting insulin (FI) and ADHD would be shared; 2) if (1) is rejected, the genetic background associated with altered fasting insulin would perform better in interaction models, G by E (childhood adversity), as opposed to main effect models to predict child psychosocial problems and adult psychopathology. Using conjunctional false discovery rate (FDR), we saw that no SNPs were shared between the FI GWAS and ADHD GWAS. (2) We calculated polygenic risk scores (PRS) from the sex-specific FI GWAS at different thresholds and identified one that best predicted peripheral insulin levels in male and female children in the ALSPAC cohort, further refining it to only include SNPs significantly associated with the peripheral insulin levels (p-refined<0.05). As hypothesized, these PRS predicted childhood total problems and ADHD (CBCL) in children from the MAVAN cohort (76 females, 74 males), in pre-adolescents of the ABCD cohort (3684 females, 4037 males), as well as mood disorders in adults from the UK Biobank (44638 females, 26576 males) in a sex-specific manner at each age in response to childhood adversity. The genetic background associated with higher fasting insulin levels is linked to psychopathology, but this effect is dependent on the exposure to adversity. The findings reported here have implications for identification and treatment of psychopathology at different ages.

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)0.002
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 score0.018
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0180.001

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 head0.024
GPT teacher head0.207
Teacher spread0.182 · 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
Published2021
Admission routes1
Has abstractyes

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