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Green R, Wolf BJ, Chen A, Kirkland AE, Ferguson PL, Browning BD, Bryant BE, Tomko RL, Gray KM, Mewton L, Squeglia LM. Predictors of Substance Use Initiation by Early Adolescence. Am J Psychiatry 2024; 181:423-433. [PMID: 38706327 DOI: 10.1176/appi.ajp.20230882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/07/2024]
Abstract
OBJECTIVE Substance use initiation during early adolescence is associated with later development of substance use and mental health disorders. This study used various domains to predict substance use initiation, defined as trying any nonprescribed substance (e.g., alcohol, tobacco, cannabis), by age 12, using a large longitudinal data set. METHODS Substance-naive youths from the Adolescent Brain Cognitive Development Study (ages 9-10; N=6,829) were followed for 3 years. A total of 420 variables were examined as predictors of substance use initiation, using a penalized logistic regression with elastic net; domains spanned demographic characteristics, self and peer involvement with substance use, parenting behaviors, mental and physical health, culture and environment, hormones, neurocognitive functioning, and structural neuroimaging. RESULTS By age 12, 982 (14.4%) children reported substance initiation, with alcohol being the most common. Models with only self-report predictors had similar prediction performance to models adding hormones, neurocognitive factors, and neuroimaging predictors (AUCtest=0.66). Sociodemographic factors were the most robust predictors, followed by cultural and environmental factors, physical health factors, and parenting behaviors. The top predictor was a religious preference of Mormon (coefficient=-0.87), followed by a religious preference for Jewish (coefficient=0.32), and by Black youths (coefficient=-0.32). CONCLUSIONS Sociodemographic variables were the most robust predictors of substance use initiation. Adding resource-intensive measures, including hormones, neurocognitive assessment, and structural neuroimaging, did not improve prediction of substance use initiation. The application of these large-scale findings in clinical settings could help to streamline and tailor prevention and early intervention efforts.
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Affiliation(s)
- ReJoyce Green
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Bethany J Wolf
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Andrew Chen
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Anna E Kirkland
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Pamela L Ferguson
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Brittney D Browning
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Brittany E Bryant
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Rachel L Tomko
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Kevin M Gray
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Louise Mewton
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
| | - Lindsay M Squeglia
- Department of Psychiatry and Behavioral Sciences (Green, Kirkland, Browning, Bryant, Tomko, Gray, Squeglia) and Department of Public Health Sciences (Wolf, Chen, Ferguson), Medical University of South Carolina, Charleston; Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia (Mewton)
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Dubinin A, Bialostozky M, Richardson A, Laub N. Presentation, Management, and Child Protective Service Reporting of Children Who Test Positive for Cannabis in an Emergency Room Setting. Pediatr Emerg Care 2024:00006565-990000000-00411. [PMID: 38471748 DOI: 10.1097/pec.0000000000003145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/14/2024]
Abstract
OBJECTIVES Rates of cannabis ingestion among young children are increasing. Small studies have evaluated symptomatology of these children. The literature lacks research regarding factors influencing medical management. Our goal was to 1) understand circumstances leading to exposure over time and 2) gain insight into factors that may influence emergency room management and Child Protective Services reporting over time. METHODS Retrospective cross-sectional study on children younger than 10 years with cannabis-positive urine drug screens in the emergency room setting. Single-factor analysis of variance and Fisher exact tests were used to assess for trends. Two-tailed t tests and Fisher exact tests were used to compare management of children presenting to the emergency room with chief complaint (CC) "ingestion" versus those without. RESULTS Of the 179 children, the mean age was 3.7 years and 48% were boys. We observed a significant increase over time in cannabis-positive children. The most common location of exposure was the primary residence (54%), with parents as the most frequent users (46%). In the emergency department, the most common CC was ingestion followed by altered mental status and fatigue. Children with an "ingestion" CC were managed with less testing than those with other CCs. They received fewer needle sticks (43% vs 91%), less imaging (5% vs 56% computed tomography heads), and fewer procedures (0% vs 8% lumbar punctures). Children with "ingestion" CC were less likely to be reported to Child Protective Services. CONCLUSIONS Pediatric cannabis exposures are increasing and have a wide array of clinical presentations that complicate emergency room management. Parental report of cannabis ingestion seems to impact and reduce potentially unnecessary testing.
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Wade NE, Wallace AL, Huestis MA, Lisdahl KM, Sullivan RM, Tapert SF. Cannabis use and neurocognitive performance at 13-14 Years-Old: Optimizing assessment with hair toxicology in the Adolescent brain cognitive development (ABCD) study. Addict Behav 2024; 150:107930. [PMID: 38091780 PMCID: PMC10829878 DOI: 10.1016/j.addbeh.2023.107930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 11/28/2023] [Accepted: 11/30/2023] [Indexed: 12/25/2023]
Abstract
OBJECTIVE Cannabis is widely used, including in early adolescence, with prevalence rates varying by measurement method (e.g., toxicology vs. self-report). Critical neurocognitive development occurs throughout adolescence. Given conflicting prior brain-behavior results in cannabis research, improved measurement of cannabis use in younger adolescents is needed. METHODS Data from the Adolescent Brain Cognitive Development (ABCD) Study Year 4 follow-up (participant age: 13-14 years-old) included hair samples assessed by LC-MS/MS and GC-MS/MS, quantifying THCCOOH (THC metabolite), THC, and cannabidiol concentrations, and the NIH Toolbox Cognitive Battery. Youth whose hair was positive for cannabinoids or reported past-year cannabis use were included in a Cannabis Use (CU) group (n = 123) and matched with non-using Controls on sociodemographics (n = 123). Standard and nested ANCOVAs assessed group status predicting cognitive performance, controlling for family relationships. Follow-up correlations assessed cannabinoid hair concentration, self-reported cannabis use, and neurocognition. RESULTS CU scored lower on Picture Memory (p = .03) than Controls. Within the CU group, THCCOOH negatively correlated with Picture Vocabulary (r = -0.20, p = .03) and Flanker Inhibitory Control and Attention (r = -0.19, p = .04), and past-year cannabis use was negatively associated with List Sorting Working Memory (r = -0.33, p = .0002) and Picture Sequence Memory (r = -0.19, p = .04) performances. CONCLUSIONS Youth who had used cannabis showed lower scores on an episodic memory task, and more cannabis use was linked to poorer performances on verbal, inhibitory, working memory, and episodic memory tasks. Combining hair toxicology with self-report revealed more brain-behavior relationships than self-report data alone. These youth will be followed to determine long-term substance use and neurocognition trajectories.
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Affiliation(s)
- Natasha E Wade
- Department of Psychiatry, University of California, San Diego, USA.
| | | | - Marilyn A Huestis
- Institute of Emerging Health Professions, Thomas Jefferson University, Philadelphia, PA, USA
| | - Krista M Lisdahl
- Department of Psychology, University of Wisconsin-Milwaukee, USA
| | - Ryan M Sullivan
- Department of Psychology, University of Wisconsin-Milwaukee, USA
| | - Susan F Tapert
- Department of Psychiatry, University of California, San Diego, USA
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Liu J, Charmaraman L, Bickham D. Association Between Social Media Use and Substance Use Among Middle and High School-Aged Youth. Subst Use Misuse 2024; 59:1039-1046. [PMID: 38419151 PMCID: PMC11062178 DOI: 10.1080/10826084.2024.2320372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Abstract
Purpose: The purpose of our study was to identify whether different aspects of social media use were associated with substance use among middle- and high school-aged youth. Methods: Participants were recruited from four Northeast U.S. middle schools and invited to complete an online survey in Fall 2019 and Fall 2020. We conducted separate adjusted logistic mixed effects models the substance use outcomes: ever use of alcohol, cannabis, e-cigarettes, tobacco cigarettes, prescription drugs, and multiple substances. Our sample included N = 586 participants (52.7% female, 58% White). Results: Seeing a social media post about drugs/alcohol in the past-12-months was significantly associated with higher odds of ever using alcohol, cannabis, e-cigarettes, and multiple substance use. Total number of social media sites ever used was significantly associated with higher odds of ever using cannabis, cigarettes, e-cigarettes, and multiple substances. Checking social media every hour or more was significantly associated with higher odds of ever using alcohol. Higher problematic internet use score was significantly associated with higher odds of ever using cannabis, e-cigarettes, and multiple substances. Online social support seeking score was not associated substance use. Conclusions: Our findings support the need for substance use prevention and social media literacy education and screening to begin early, ideally in elementary school before youth are using social media and substances.
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Affiliation(s)
- Jessica Liu
- REACH Lab Division of Adolescent Medicine, Department of Pediatrics, Stanford University
| | - Linda Charmaraman
- Wellesley Centers for Women, Wellesley College, Youth, Media, & Wellbeing Research Lab
| | - David Bickham
- Boston Children’s Hospital, Division of Adolescent/Young Adult Medicine
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Elam KK, Su J, Kutzner J, Trevino A. Individual Trajectories of Depressive Symptoms Within Racially-Ethnically Diverse Youth: Associations with Polygenic Risk for Depression and Substance Use Intent and Perceived Harm. Behav Genet 2024; 54:86-100. [PMID: 38097814 DOI: 10.1007/s10519-023-10167-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 11/10/2023] [Indexed: 01/30/2024]
Abstract
There are distinct individual trajectories of depressive symptoms across adolescence which are most often differentiated into low, moderate/stable, and high/increasing groups. Research has found genetic predisposition for depression associated with trajectories characterized by greater depressive symptoms. However, the majority of this research has been conducted in White youth. Moreover, a separate literature indicates that trajectories with elevated depressive symptoms can result in substance use. It is critical to identify depressive symptom trajectories, genetic predictors, and substance use outcomes in diverse samples in early adolescence to understand distinct processes and convey equitable benefits from research. Using data from the Adolescent Cognitive Brain Development Study (ABCD), we examined parent-reported depressive symptom trajectories within Black/African American (AA, n = 1783), White/European American (EA, n = 6179), and Hispanic/Latinx (LX, n = 2410) youth across four annual assessments in early adolescence (age 9-10 to 12-13). We examined racially/ethnically aligned polygenic scores (Dep-PGS) as predictors of trajectories as well as substance use intent and perceived substance use harm as outcomes at age 12-13. Differential trajectories were found in AA, EA, and LX youth but low and high trajectories were represented within each group. In EA youth, greater Dep-PGS were broadly associated with membership in trajectories with greater depressive symptoms. Genetic effects were not significant in AA and LX youth. In AA youth, membership in the low trajectory was associated with greater substance use intent. In EA youth, membership in trajectories with higher depressive symptoms was associated with greater substance use intent and less perceived harm. There were no associations between trajectories and substance use intent and perceived harm in LX youth. These findings indicate that there are distinct depressive symptom trajectories in AA, EA, and LX youth, accompanied by unique associations with genetic predisposition for depressive symptoms and substance use outcomes.
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Affiliation(s)
- Kit K Elam
- Department of Applied Health Science, Indiana University, 1025 E. 7th St., Suite 116, Bloomington, IN, 47405, USA.
| | - Jinni Su
- Department of Psychology, Arizona State University, Phoenix, USA
| | - Jodi Kutzner
- Department of Applied Health Science, Indiana University, 1025 E. 7th St., Suite 116, Bloomington, IN, 47405, USA
| | - Angel Trevino
- Department of Psychology, Arizona State University, Phoenix, USA
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Chaplin TM, Curby TW, Gonçalves SF, Kisner MA, Niehaus CE, Thompson JC. Sex Differences in Emotion- and Reward-Related Neural Responses Predicting Increases in Substance Use in Adolescence. Behav Brain Res 2023; 450:114499. [PMID: 37201893 DOI: 10.1016/j.bbr.2023.114499] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 05/11/2023] [Accepted: 05/15/2023] [Indexed: 05/20/2023]
Abstract
Adolescent substance use is a significant public health problem and there is a need for effective substance use preventions. To develop effective preventions, it is important to identify neurobiological risk factors that predict increases in substance use in adolescence and to understand potential sex differences in risk mechanisms. The present study used functional magnetic resonance imaging and hierarchical linear modeling to examine negative emotion- and reward-related neural responses in early adolescence predicting growth in substance use to middle adolescence in 81 youth, by sex. Adolescent neural responses to negative emotional stimuli and monetary reward receipt were assessed at age 12-14. Adolescents reported on substance use at age 12-14 and at 6 month, and 1, 2, and 3 year follow-ups. Adolescent neural responses did not predict initiation of substance use (yes/no), but, among users, neural responses predicted growth in substance use frequency. For girls, heightened right amygdala responses to negative emotional stimuli in early adolescence predicted growth in substance use frequency through middle adolescence. For boys, blunted left nucleus accumbens and bilateral ventromedial prefrontal cortex responses to monetary reward predicted growth in substance use frequency. Findings suggest different emotion and reward-related predictors of the development of substance use for adolescent girls versus boys.
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Affiliation(s)
- Tara M Chaplin
- Department of Psychology, George Mason University, 4400 University Drive, MSN 3F5, Fairfax, VA 22030.
| | - Timothy W Curby
- Department of Psychology, George Mason University, 4400 University Drive, MSN 3F5, Fairfax, VA 22030.
| | - Stefanie F Gonçalves
- Department of Psychology, George Mason University, 4400 University Drive, MSN 3F5, Fairfax, VA 22030.
| | - Mallory A Kisner
- Department of Psychology, George Mason University, 4400 University Drive, MSN 3F5, Fairfax, VA 22030.
| | - Claire E Niehaus
- Department of Psychology, George Mason University, 4400 University Drive, MSN 3F5, Fairfax, VA 22030; Department of Pediatrics, University of Louisville, 571 S Floyd Street, Louisville, KY 40202.
| | - James C Thompson
- Department of Psychology, George Mason University, 4400 University Drive, MSN 3F5, Fairfax, VA 22030.
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