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. Author manuscript; available in PMC: 2019 Dec 1.
Published in final edited form as: Curr Behav Neurosci Rep. 2018 Oct 29;5(4):249–262. doi: 10.1007/s40473-018-0166-5

Table 2.

Summary of recent studies in the internalizing domain.

Study Design Participants Behavioral/ Imaging Measures of Interest
Alcohol-Related Measures of Interest Main Findings Gender-Related Differences
Neuroimaging Studies of Emotional Control
Peraza et al., 2015 Cross-sectional N=29; FH+ =14, (M=13.73 yrs, SD=1.49), FH− =15 (M=13.67 yrs, SD=1.60) Adapted Masked Faces Task FH+ vs. FH− FH−: deactivated to both masked fearful and neutral faces in the left superior parietal lobule.
FH+: only deactivated to masked fearful faces
41% female; Gender-related differences not assessed
Cservenka et al., 2014 Cross-sectional N=36; FH+ =19 (M=14.92 yrs, SD 1.34), FH+ =17 (M=14.69 yrs, SD=1.10) Emotional Go/No-Go Task; Resting state FH+ vs. FH− FH+: reduced activation during positive emotional contexts in left superior temporal cortex, reduced activation in frontal and striatal regions during emotionally-valenced inhibitory control trials; greater negative connectivity between left amygdala and left superior frontal gyrus 47% female; Gender-related differences not assessed
Hardee et al., 2017 Longitudinal; 3–4 fMRI scans per participant, 1–2 yrs between scans N=36; age range 8.5–17.6 yrs (M=12.8 yrs, SD=2.3) Emotional Word Task; Internalizing/externalizing Family history of AUD Males: internalizing symptoms significantly decreased with age; fMRI activation for negative vs. neutral words significantly decreased with age in right amygdala, right precentral gyrus. Females: internalizing symptoms significantly increased with age. No significant change for fMRI activation in two ROIs, but activation was sustained across age in both regions 50% female; Primary aim of study was gender-related differences
Considerations in Internalizing Research
Edwards et al., 2014 Longitudinal; Baseline internalizing then follow-up every 1.5–2 yrs N=11,157; baseline internalizing M=3.9 yrs; T1=6.8 yrs; T2=8.1 yrs; T3=9.5 yrs; T4=11.7 yrs (no SD); alcohol use M=13.8 yrs SD=2.5 mos Internalizing (maternal report) Alcohol use; maternal depression Children with elevated internalizing symptoms: less likely to use alcohol in early adolescence, both for those who displayed increasing levels of internalizing symptoms over time and those who had desisting symptoms over time 50% female; Gender used as a covariate in follow-up analyses
Cerda et al., 2013 Longitudinal; Baseline substance use and psychiatric disorder measures, then follow-up annually N=460 (alcohol follow-up sample); baseline M=6.7 yrs (no SD); assessed annually until age 19 Depression, anxiety, conduct disorder symptoms Alcohol and marijuana use Recent anxiety and conduct disorder symptoms (year prior to measurement), as well as cumulative conduct disorder and depression symptoms (up to two years prior to measurement), were associated with earlier alcohol use onset 0% female
Hulvershorn et al., 2013 Cross-sectional N=37; high risk=19 (M=12.2 yrs, SD 1.4), healthy controls=18 (M=11.9 yrs, SD=1.4) Facial Emotion Matching Task; Emotional traits FH+ & high externalizing (high risk) vs. FH− & no externalizing High risk group: greater activation in right medial prefrontal cortex, left precuneus, right and left occipital cortex; occipital activation positively correlated with parent-report of emotional lability/negativity and emotional flatness 32% female; Groups matched on gender but gender-related differences were not assessed
Environmental Influences on Internalizing Pathways for AUD
Casement et al., 2015 Mediation N=153; Stressful life events: 15–18 yrs, fMRI scan: 20 yrs (M=19.52, SD=0.51), alcohol dependence: 20 yrs Reward Guessing Task; Stressful life events Alcohol problems Greater number of cumulative life stressors during adolescence associated with lower brain activation in mPFC during both reward anticipation and receipt. mPFC response to rewards significant mediator between adolescent life stress and symptoms of alcohol dependence measured at age 20 0% female
Nikolova et al., 2016 Prospective; Baseline fMRI and substance use follow-up 3 mos later N=759; M=19.65 yrs, SD=1.24 Stressful life events; Number Guessing Reward Task Alcohol problems Positive correlation between stress and problem drinking; moderated by threat-related amygdala in individuals with high amygdala but low VS activation 56% female; Males showed greater activation in the amygdala and VS and higher AUDIT scores

Note. M mean age, SD standard deviation, FH+ family history positive, FH− family history negative, yrs years, AUD alcohol use disorder, fMRI functional magnetic resonance imaging, ROIs regions of interest, T time, mos months, mPFC medial prefrontal cortex, VS ventral striatum, AUDIT Alcohol Use Disorders Identification Test