The beneficial effect of sleep on behavioral health problems in youth is disrupted by prenatal cannabis exposure: A causal random forest analysis of ABCD data.
Spechler, P. A.; Gutierrez, R. M.; Tapert, S. F.; Thompson, W. K.; Paulus, M. P.
Show abstract
ImportanceDeclining risk perceptions and touted medicinal claims about cannabis are likely related to the increasing prevalence of cannabis use during pregnancy. Yet, it remains unclear if prenatal cannabis exposure yields lasting neurodevelopmental alterations in children, and which facets of their behavioral health might be affected. ObjectiveTo determine if prenatal cannabis exposure moderates the relationship between changing sleep hours on changing mood and behavioral problems in youth. DesignCausal random forest analysis of ABCD cohort data using baseline (ages 9-10) and year-1 follow up information. Setting11,875 children and their parents were assessed at 21 acquisition sites across the United States between July 2016 to October 2018. ParticipantsParticipants with prenatal drug use data were included, and 94% of the baseline sample also had year-1 follow up data. ExposuresA change in sleep hours from baseline to year-1 was conceptualized as the dimensional "treatment" variable, and self-reported drug uses of the biological mother were conceptualized as moderators of that "treatment". Main Outcomes and MeasuresA change in internalizing (anxious/depressed mood) and externalizing (disruptive behavior) problems from baseline to year-1 were the two outcome measures. Sociodemographic and other prenatal drug exposures were included as covariates. Given the observational nature of the multi-site ABCD study, all hypotheses tested here were formulated after data collection. ResultsThere were n=9,826 children (4,663 female) included in analyses, of which n=605 (303 female) had any prenatal cannabis exposure. On average, internalizing problems largely remained stable from baseline (M=48.54, SD=10.56) to year-1 (M=48.75, SD=10.64)(t9,825=2.40, p=.016), as did externalizing problems (baseline M=45.64, SD=10.21; year-1 M=45.23, SD=10.09) (t9,825=5.44, p<.001). Significant average treatment effects indicated that participants with more sleep hours reported less internalizing (ATE=-.35, SE=.08, p=.003) and externalizing (ATE=-.28, SE=.07, p=.028) problems over time. However, a significant heterogeneous treatment effect by prenatal cannabis exposure (conditional-ATE=.92, SE=.36, p=.011) was found for the internalizing model, such that participants with this exposure did not show a beneficial effect of changing sleep on changing mood (B=.06, SE=.25). This finding was specific to cannabis, as no such effect was found for any sociodemographics or prenatal alcohol or tobacco exposures for the internalizing or externalizing models. Conclusions and RelevanceThis study uncovers an actionable target (sleep) to improve mood and behavioral problems in typically developing children not prenatally exposed to cannabis. However, changing sleep may not have a similar effect for youth prenatally exposed to cannabis. Given the importance of the endocannabinoid system in regulating perinatal neurodevelopment and sleep, these findings suggest that cannabis exposure may interact with those processes to diminish the beneficial effects of sleep on mood in children, and thus calls into question the safety of cannabis use during pregnancy. KEY POINTSO_ST_ABSQuestionC_ST_ABSDo children exposed to cannabis during pregnancy exhibit differences in the effect of sleep on their mood and behavior? FindingsCausal inference analyses of baseline (ages 9-10) and year-1 follow up data of the Adolescent Brain Cognitive Development (ABCD) study (N=9,826) suggested that increasing sleep hours lowered mood and behavioral problems in children without prenatal cannabis exposures, however, children with exposures did not exhibit similar beneficial effects of sleep on their mood. This finding was specific to cannabis, as other drug use and sociodemographic information did not influence treatment effects. MeaningPrenatal cannabis exposure likely interferes with neurodevelopmental processes related to sleep, and these differences persist into at least early adolescence to alter the beneficial effects of sleep on mood.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Cannabis Use and Sleep Quality in Daily Life: a Daily Diary Study of Adults Starting Cannabis for Health Concerns 94%
- Causal relationships between substance use and insomnia 94%
- Testing the association between tobacco and cannabis use and cognitive functioning: Findings from an observational and Mendelian randomization study 93%
Similar papers in this journal
- The Positive End of the Polygenic Score Distribution for ADHD: A Low Risk or a Protective Factor? 93%
- Associations of cannabis use, tobacco use and incident anxiety, mood, and psychotic disorders: a systematic review and meta-analysis 92%
- The causal role of male pubertal timing for the development of externalizing and internalizing traits: results from Mendelian randomization studies 91%
Similar papers in this journal
- The associations of child screen time with psychiatric problems: the role of genetic confounding 92%
- Neuroanatomical variability associated with early substance use initiation: Results from the ABCD Study 91%
- Impact of year-long cannabis use for medical symptoms on brain activation during cognitive processes 91%
Similar papers in this journal
- Special Issue: Demographic and Mental Health Assessments in the Adolescent Brain and Cognitive Development Study: Updates and Longitudinal Trajectories 90%
- Connectome-Based Predictive Modeling of Concurrent and Prospective Substance Use in Adolescence 90%
- A Multidimensional Approach to Understanding the Emergence of Sex Differences in Internalizing Symptoms in Adolescence 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.