Impulsivity behaviors and white matter mediate the relationship between genetic risk for cannabis use disorder and early cannabis use in adolescents
Bibliographic record
Abstract
BACKGROUND AND AIM: Cannabis use disorder (CUD) is strongly influenced by genetic factors; however the mechanisms underpinning this association are not well understood. This study investigated whether a polygenic risk score (PRS) based on a genome-wide association study for CUD in adults predicts cannabis use in adolescents and whether the association can be explained by inter-individual variation in structural properties of brain white matter or risk-taking behaviors. DESIGN AND SETTING: Longitudinal and cross-sectional analyses using data from the IMAGEN cohort, a European longitudinal study integrating genetic, neuroimaging and behavioral measures. We measured associations between PRS for CUD, novelty and sensation seeking traits and fractional anisotropy (FA) of white matter tracts. Mediation modeling explored whether novelty seeking and FA mediated the association between the PRS and cannabis use. PARTICIPANTS: Participants were assessed at 14 (n = 1762), 19 (n = 1175) and 23 (n = 1139) years old. MEASUREMENTS: European School Survey Project on Alcohol and Other Drugs, substance use risk profile scale, Fagerstrom Test for Nicotine Dependence, temperament and character inventory, Kirby Monetary Questionnaire, diffusor tensor imaging and CUD-PRS. FINDINGS: CUD-PRS was associated with adolescent total cannabis exposure [P < 0.001, beta = 0.098 (95% confidence interval = 0.059, 0.137)] as well as with other substance use measures [alcohol P = 0.002, beta = 0.058 (0.020, 0.096); cigarettes smoked P < 0.001, beta = 0.086 (0.044, 0.128); fargestrom score P < 0.001, beta = 0.062 (0.028, 0.096); drug score P < 0.001, beta = 0.106 (0.065, 0.147)]. CUD-PRS was also associated with impulsivity, risk-taking behaviors [impulsivity P < 0.001, beta = 0.106 (0.060, 0.142); sensation seeking P < 0.001, beta = 0.094 (0.0523, 0.1357); novelty seeking P < 0.001, beta = 0.105 (0.064, 0.146); discounting task P < 0.001, beta = 0.051 (0.013, 0.089)] and average FA [P < 0.001, beta = -0.010 (-0.015, -0.005)]. Longitudinal mediation models showed that these behaviors and brain measures could mediate the association of PRS with cannabis use [overall indirect effect for novelty seeking P < 0.001, beta = 0.048 (0.028, 0.068); impulsivity P = 0.016, beta = 0.019 (0.004, 0.035); sensation seeking P < 0.001, beta = 0.034 (0.017, 0.05)]. CONCLUSIONS: The genetic risk of adult cannabis use disorder appears to be associated with substance use behavior and white matter structure as early as age 14. The observed mediation effect is consistent with the notion that genetic risk increases novelty seeking in a way that leads to more cannabis use in adolescents.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".