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Record W4403802062 · doi:10.1101/2024.10.25.24316140

Identifying Opioid-Related Pharmacogenomic Variants in High-Risk Hospitalized Infants: A Pilot Study

2024· preprint· en· W4403802062 on OpenAlexaff
Shadassa Ourshalimian, Simran Maggo, Olivia A. Keane, Jenny Q. Nguyen, Matthew A. Deardorff, Tamorah Lewis, Ashwini Lakshmanan, Scott A. Mosley, Lorraine I. Kelley‐Quon

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldMedicine
TopicDiet and metabolism studies
Canadian institutionsSickKids FoundationHospital for Sick Children
Fundersnot available
KeywordsPharmacogenomicsOpioidMedicinePharmacologyInternal medicine

Abstract

fetched live from OpenAlex

Abstract Introduction Pharmacogenomic (PGx) variants impact the pharmacodynamics and pharmacokinetics of opioids and the brain’s reward, cognition, stress, and pain pathways. This study examines the prevalence of PGx variants impacting opioid response among a cohort of high-risk infants. Methods This retrospective study was conducted at a quaternary children’s hospital from 2009-2020. Infants <1y with ≥1 high-risk condition (congenital heart disease (CHD), medical or surgical necrotizing enterocolitis (NEC), thoracoabdominal surgery, very or extremely low birthweight, hypoxic ischemic encephalopathy, or extracorporeal membrane oxygenation) with exome sequencing were included. Prevalence of opioid-related variants ( COMT, DRD2/ANKK1, ABCB1, OPRM1, CYP2B6, CYP2D6 ) were compared to Ensembl, a database of published genomic cohorts. Results Overall, 111 high-risk infants were identified (62.2% male, 47.7% Hispanic/Latino, 18.0% premature, and 82.0% CHD). Most underwent surgery (68.2%), with 37.8% undergoing CHD surgery. Overall, 81.1% of infants were homozygous for ≥1 opioid-related variant(s). Compared to Ensembl, high-risk infants had a significantly higher frequency of homozygosity for ABCB1: rs1045642 (43.6% vs. 18.7%, p<0.001) and rs2032582 (42.7% vs. 15.9%, p<0.001). Conversely, high-risk infants had a lower frequency of homozygosity for COMT: rs4818 (2.7% vs. 10.3%, p<0.001) and OPRM1: rs1799971 (2.7% vs. 7.1%, p<0.001). All infants with surgical NEC (N=5) were homozygous for ≥1 opioid-related variant. The most common metabolizer phenotypes were intermediate (CYP2B6: 35.5%, CYP2D6: 20.0%) and normal (CYP2B6: 53.9%, CYP2D6: 70.9%). Conclusion Most high-risk infants carried at least one opioid-related variant, with frequencies that are significantly different from broader genetic cohorts. Larger studies inclusive of intronic PGx variants using ancestrally comparable controls are needed.

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 score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
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 science0.0000.001
Research integrity0.0010.001
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 head0.032
GPT teacher head0.319
Teacher spread0.287 · 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
Published2024
Admission routes1
Has abstractyes

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