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. Author manuscript; available in PMC: 2016 Jun 1.
Published in final edited form as: Curr Addict Rep. 2015 Apr 15;2(2):91–103. doi: 10.1007/s40429-015-0048-9

Table 1. Summary of primary findings in the domains of inhibitory control and reward sensitivity from family history, imaging genetic and prospective studies of risk for substance use disorder in children, adolescents and emerging adults.

Study Design Participants fMRI task Main findings
Inhibitory control
 Family history
  Silveri 2011 [16] Cross-sectional; Parental AUD n=32; Ages 8–19; 59 % female Stroop During stroop interference: FH+ > FH−activation in frontal inhibition network, including middle frontal and cingulate gyri.
  Hardee 2014 [22] Longitudinal; 2–4 scans per subject; Parental AUD n=73; Baseline age 7–12; Age range 7–19; 30 % female Go/No-Go Successful no-go trials: Age-by-groupinteraction found:
At baseline (ages 7–12): FH+ <FH− activation inR caudate middle cingulate, middle frontalgyrus;
With age: FH− youth showed decreasedactivation in caudate and middle frontal gyrus, not seen in FH+ youth; FH+ youth showedincreased middle cingulate activation withage, not seen in FH− youth.
 Prospective
  Norman 2011 [23] Prospective; 4-yr follow-up; Heavy drinking n=38; Ages 12–14; 50 % female Go/No-Go No-go trials and heavy drinking: Those who transitioned to heavy alcohol use showed widespread blunted activation—in frontal (including middle frontal gyrus), parietal, temporal cortices and striatum—at baseline.
  Mahmood 2013 [24] Prospective; 18-mo follow-up; Dependence symptoms n=80; Ages 16–19; 29 % female Go/No-Go No-go trials and dependence symptoms/substance use: In youth who were high-frequency substance users at baseline—less vmPFC activation predicted more dependence symptoms at 18-month follow-up and increased activation in L angular and supramarginal gyri predicted more drug use occasions at follow-up.
  Wetherill 2013 [27] Prospective & longitudinal; 2nd scan at 3-yr follow-up; Heavy drinking n=40; Ages 11–16; 45 % female Go/No-Go No-go trials before and after heavy drinking: At baseline, those who would become heavy drinkers had blunted activation in bilateral middle frontal gyrus, R inferior parietal lobule, L putamen, L cerebellum; at follow-up, heavy drinkers had greater activation in these regions (except putamen).
  Heitzeg 2014 [29] Prospective; 4-yr follow-up; Problem substance use n=45; Ages 9–12; 22 % female Go/No-Go Successful no-go and problem substance use: No differences between problem users and controls.
Inhibitory errors and problem substance use: (failed no-go trials): Problem users < controls in L middle frontal gyrus. Blunted activation in this area at baseline predicted problem substance use at follow-up.
  Whelan 2014 [31] Prospective; 2-yr follow-up; Binge drinking n=692; Age 14; 52 % female Stop signal Inhibitory errors and binge drinking: Greater activation in right middle, medial and precentral gyri and left postcentral and middle frontal gyri at 14 predicted binge drinking by age 16.
 Reward sensitivity
  Family history
   Stice 2014 [47] Cross-sectional; Parental SUD n=52; Ages 14–17; 52 % female Coin flip Reward anticipation: FH+ > FH- activation in L dlPFC cortex and bilateral putamen; FH+ < FH- activation in fusiform gyrus and inferior temporal gyrus.
   Yau 2012 [52] Cross-sectional; Parental AUD n=40; Ages 18–22; 40 % female Monetary incentive delay Reward anticipation: Drinking-by-FH interaction with light drinking FH+ < heavy drinking FH+ and FH- in NAcc; no differences in NAcc activation between heavy drinking FH+ and FH-.
NAcc activation positively correlated with drinking in FH+ only.
   Muller 2014 [55] Cross-sectional; Parental AUD n=412; Ages 13–15; 49 % female Monetary incentive delay Reward anticipation and outcome: Nodifferences in activation between FH+ and FH-.
   Ivanov 2012 [64] Cross-sectional; Parental SUD n=20; Ages 8–13; 10% female; All ADHD Anticipation- conflict-reward Reward anticipation and outcome: FH+ > FH- activation in motivational-reward circuitry, including L anterior insula/caudate, L inferior frontal gyrus, L OFC.
Cognitive conflict: FH+ < FH- activation in behavioral inhibition circuitry, including right anterior cingulate cortex, L dmPFC.
   Cservenka 2012 [65] Cross-sectional; Parental AUD n=31; Ages 13–5; 35 % female Wheel of fortune Risky choices: FH+ < FH- activation in dlPFC and cerebellum.
   Cservenka 2014 [67] Cross-sectional; Parental AUD n=97; Ages 10–16; 44 % female Resting state Intrinsic NAcc connectivity: FH+ < FH- segregation between L NAcc and bilateral inferior frontal gyri (reduced segregation showed trend association with sensation-seeking); FH+ had negative functional connectivity between R NAcc and L OFC, whereas FH− had positive functional connectivity.
   Weiland 2013 [68] Cross-sectional; Parental AUD n=70; Ages 18–22; 33 % female Monetary incentive delay NAcc connectivity during incentive anticipation: NAcc connectivity with attention, motor, and default mode network regions was decreased in FH− but increased in FH+; connectivity strength mediated the relation between sensation-seeking and alcohol use in FH+.
  Imaging genetics
   Nikolova 2013 [75••] Cross-sectional; GAL5.1 n = 138; Mean age 19; 52 % female; College students Number guessing GAL5.1 and VS reactivity: Genotype-by-gender interaction for activation in VS (male CA > female CA; female GG > female CA). Gender differences in VS activation as a mediator of genotype and problem drinking.
   Villafuerte 2012 [76] Cross-sectional; GABRA2 n=44; Ages 18–22; 45 % female Monetary incentive delay GABRA2 and insula activation: During reward anticipation, risk allele (G) homozygotes had greater activation in L insula, significant only in females. GG genotype and insula activation associated with impulsivity across all subjects.
   Heitzeg 2014 [57•] Longitudinal;1–4 scans per subject; GABRA2 n = 175; Baseline age 8–13 &18–23; Age range 8–27; 30 % female Monetary incentive delay GABRA2 and NAcc reactivity: Age-by-genotype interaction where G carriers (GG and AG) had higher NAcc activation to reward anticipation in adolescence (not childhood or young adulthood); AA showed no age-related changes.
  Prospective
   Heitzeg 2014 [57•] Prospective; 4-yr follow-up; Alcohol problems n= 104; Ages 8–13, 18–23; 30 % female Monetary incentive delay NAcc activation and alcohol problems: Increased NAcc activation during reward anticipation was associated with more alcohol problems over 3–5 years of follow-up.
   Dager 2014 [82] Prospective; 1-yr follow-up; Transition to heavy drinking n=43; Ages 18–21; 53 % female Pictorial cue reactivity (alcohol/non-alcohol pictures) Cue-reactivity and heavy drinking: Transitioners to heavy drinking had greater response to alcohol vs. non-alcohol pictures in cue-reactive circuitry (caudate, vmPFC, anterior cingulate, OFC, insula); greater reactivity of this circuitry predicted more alcohol involvement over 1-yr follow-up.
   Whelan 2014 [31••] Prospective; 2-yr follow-up; Binge drinking n=692; Age 14; 52 % female Monetary incentive delay Reward and binge drinking: Activations at age 14 predicted binge drinking at age 16: reduced activation in occipito-temporal and posterior cingulate regions during reward anticipation; increased activation in superior frontal gyrus and reduced activation in left temporal pole during reward outcome.

Studies are termed “prospective” if neuroimaging data from one time point are used to differentiate youth based on a later substance use outcome. Studies are termed “longitudinal” if neuroimaging data are collected at more than one time point. For prospective studies, age range in participant column refers to scan time. For longitudinal studies, age range in participant column refers to 1 st scan time

FH+ family history positive, FH− family history negative, AUD alcohol use disorder, SUD substance use disorder, ADHD attention deficit hyperactivity disorder, L left, R right, mo month, yr year, NAcc nucleus accumbens, OFC orbitofrontal cortex, VS ventral striatum, vmPFC ventromedial prefrontal cortex, dlPFC dorsolateral prefrontal cortex, dmPFC dorsomedial prefrontal cortex