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Adolescent binge drinking disrupts normal trajectories of brain functional organization and personality maturation
- Source :
- NeuroImage: Clinical, Vol 22, Iss, Pp-(2019), NeuroImage: Clinical, Neuroimage-Clinical, Neuroimage-Clinical, 2019, 22, pp.101804. ⟨10.1016/j.nicl.2019.101804⟩, Quinlan, E B, Desrivieres, S & Schumann, G 2019, ' Adolescent binge drinking disrupts normal trajectories of brain functionalorganization and personality maturation ', NeuroImage. Clinical, vol. 22, 101804 . https://doi.org/10.1016/j.nicl.2019.101804, NeuroImage : Clinical, Neuroimage-Clinical, Elsevier, 2019, 22, pp.101804. ⟨10.1016/j.nicl.2019.101804⟩
- Publication Year :
- 2019
- Publisher :
- Elsevier, 2019.
-
Abstract
- Adolescent binge drinking has been associated with higher risks for the development of many health problems throughout the lifespan. Adolescents undergo multiple changes that involve the co-development processes of brain, personality and behavior; therefore, certain behavior, such as alcohol consumption, can have disruptive effects on both brain development and personality maturation. However, these effects remain unclear due to the scarcity of longitudinal studies. In the current study, we used multivariate approaches to explore discriminative features in brain functional architecture, personality traits, and genetic variants in 19-year-old individuals (n = 212). Taking advantage of a longitudinal design, we selected features that were more drastically altered in drinkers with an earlier onset of binge drinking. With the selected features, we trained a hierarchical model of support vector machines using a training sample (n = 139). Using an independent sample (n = 73), we tested the model and achieved a classification accuracy of 71.2%. We demonstrated longitudinally that after the onset of binge drinking the developmental trajectory of improvement in impulsivity slowed down. This study identified the disrupting effects of adolescent binge drinking on the developmental trajectories of both brain and personality.<br />Highlights • History of binge drinking could be identified by multivariate features at age 19. • Adolescent binge drinking disrupted frontal connectivity maturation in the brain. • Impulsivity improvement slowed down after the onset of adolescent binge drinking.
- Subjects :
- Male
Support Vector Machine
Time Factors
Co-development
[SDV]Life Sciences [q-bio]
iFC, increased rsFC
Binge drinking
Underage Drinking
Adolescent
Genome
Personality
Resting state
lcsh:RC346-429
0302 clinical medicine
rsFC, resting-state functional connectivity
Longitudinal Studies
Cantab, Cambridge Neuropsychological Test Automated Battery
Age of Onset
Big Five personality traits
media_common
rsfMRI, resting-state fMRI
ANOVA, Analysis of Variance
NEO-PI-R, Revised NEO Personality Inventory
05 social sciences
Brain
Regular Article
SNP, single nucleotide polymorphism
Magnetic Resonance Imaging
[SDV] Life Sciences [q-bio]
ESPAD, European School Survey Project on Alcohol and Drugs
Neurology
lcsh:R858-859.7
Female
Functional organization
medicine.symptom
Psychology
Alcohol consumption
Clinical psychology
Adult
FDR, false discovery rate
Cognitive Neuroscience
media_common.quotation_subject
SVM, support-vector machine
AUC, area under curve
Impulsivity
lcsh:Computer applications to medicine. Medical informatics
050105 experimental psychology
Young Adult
03 medical and health sciences
Connectome
medicine
Humans
0501 psychology and cognitive sciences
Radiology, Nuclear Medicine and imaging
pSNP, protective SNP
ROC, receiver operational characteristic
lcsh:Neurology. Diseases of the nervous system
rSNP, risk SNP
dFC, decreased rsFC
Resting state fMRI
Adolescent Development
Mental health
LOO, leave-one-out
NRI, net reclassification improvement
Personality Development
Impulsive Behavior
Neurology (clinical)
SURPS, Substance Use Risk Profile Scale
030217 neurology & neurosurgery
Subjects
Details
- Language :
- English
- ISSN :
- 22131582
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- NeuroImage: Clinical
- Accession number :
- edsair.doi.dedup.....b5d06f3fbe6e827499264091a816b7b6