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Reck A, Sweet LH, Geier C, Kogan SM, Cui Z, Oshri A. Food insecurity and adolescent impulsivity: The mediating role of functional connectivity in the context of family flexibility. Dev Sci 2024; 27:e13554. [PMID: 39054810 DOI: 10.1111/desc.13554] [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: 01/08/2024] [Revised: 07/08/2024] [Accepted: 07/09/2024] [Indexed: 07/27/2024]
Abstract
Adolescent food insecurity is a salient adversity hypothesized to affect neural systems associated with increased impulsive behavior. Family environments shape how adverse experiences influence development. In this study, hypotheses were tested regarding the conjoint effects of food insecurity and family flexibility on impulsivity via alterations in connectivity between regions within the salience and central executive networks. Such alterations are reflected in resting-state functional connectivity (rsFC) metrics between the anterior insula (AI) and the middle frontal gyrus (MFG). Hypotheses were tested in a longitudinal moderated mediation model with two waves of data from 142 adolescents (Time 1 [T1] Mage = 12.89, SD = 0.85; Time 2 [T2] Mage = 15.01, SD = 1.07). Data on past-year household food insecurity, family flexibility, and rsFC were obtained at T1. Impulsivity was self-reported by the adolescent at T1 and T2. Findings revealed that high T1 left-to-left rsFC between the AI and MFG was associated with increased impulsivity at T2. The interaction of family flexibility and food insecurity was associated with AI and MFG rsFC. In the context of low family flexibility, food insecurity was linked to high levels of AI and MFG rsFC. Conversely, in the context of optimal family flexibility, food insecurity was associated with low levels of AI and MFG rsFC. Conditional indirect analysis suggests that the links among food insecurity, rsFC, and impulsive behavior depend on family flexibility. RESEARCH HIGHLIGHTS: Adolescent food insecurity was associated with anterior insula and middle frontal gyrus connectivity only at certain levels of family flexibility. High family flexibility attenuated the link between food insecurity and neural connectivity, while low levels of family flexibility increased this risk. High left anterior insula and left middle frontal gyrus connectivity was associated with increased impulsivity 1 year later.
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Affiliation(s)
- Ava Reck
- Department of Human Development and Family Science, University of Georgia, Athens, Georgia, USA
| | - Lawrence H Sweet
- Department of Psychology, University of Georgia, Athens, Georgia, USA
| | - Charles Geier
- Department of Human Development and Family Science, University of Georgia, Athens, Georgia, USA
| | - Steven M Kogan
- Department of Human Development and Family Science, University of Georgia, Athens, Georgia, USA
| | - Zehua Cui
- Department of Psychology, University of Maryland, College Park, Maryland, USA
| | - Assaf Oshri
- Department of Human Development and Family Science, University of Georgia, Athens, Georgia, USA
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Uceta M, del Cerro‐León A, Shpakivska‐Bilán D, García‐Moreno LM, Maestú F, Antón‐Toro LF. Clustering Electrophysiological Predisposition to Binge Drinking: An Unsupervised Machine Learning Analysis. Brain Behav 2024; 14:e70157. [PMID: 39576251 PMCID: PMC11583822 DOI: 10.1002/brb3.70157] [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] [Received: 06/18/2024] [Revised: 10/21/2024] [Accepted: 10/26/2024] [Indexed: 11/24/2024] Open
Abstract
BACKGROUND The demand for fresh strategies to analyze intricate multidimensional data in neuroscience is increasingly evident. One of the most complex events during our neurodevelopment is adolescence, where our nervous system suffers constant changes, not only in neuroanatomical traits but also in neurophysiological components. One of the most impactful factors we deal with during this time is our environment, especially when encountering external factors such as social behaviors or substance consumption. Binge drinking (BD) has emerged as an extended pattern of alcohol consumption in teenagers, not only affecting their future lifestyle but also changing their neurodevelopment. Recent studies have changed their scope into finding predisposition factors that may lead adolescents into this kind of patterns of consumption. METHODS In this article, using unsupervised machine learning (UML) algorithms, we analyze the relationship between electrophysiological activity of healthy teenagers and the levels of consumption they had 2 years later. We used hierarchical agglomerative UML techniques based on Ward's minimum variance criterion to clusterize relations between power spectrum and functional connectivity and alcohol consumption, based on similarity in their correlations, in frequency bands from theta to gamma. RESULTS We found that all frequency bands studied had a pattern of clusterization based on anatomical regions of interest related to neurodevelopment and cognitive and behavioral aspects of addiction, highlighting the dorsolateral and medial prefrontal, the sensorimotor, the medial posterior, and the occipital cortices. All these patterns, of great cohesion and coherence, showed an abnormal electrophysiological activity, representing a dysregulation in the development of core resting-state networks. The clusters found maintained not only plausibility in nature but also robustness, making this a great example of the usage of UML in the analysis of electrophysiological activity-a new perspective into analysis that, while contributing to classical statistics, can clarify new characteristics of the variables of interest.
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Affiliation(s)
- Marcos Uceta
- Center for Cognitive and Computational Neuroscience (C3N)Complutense University of Madrid (UCM)MadridSpain
- Department of Cellular Biology, Faculty of BiologyComplutense University of Madrid (UCM)MadridSpain
| | - Alberto del Cerro‐León
- Center for Cognitive and Computational Neuroscience (C3N)Complutense University of Madrid (UCM)MadridSpain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of PsychologyComplutense University of Madrid (UCM)MadridSpain
| | - Danylyna Shpakivska‐Bilán
- Center for Cognitive and Computational Neuroscience (C3N)Complutense University of Madrid (UCM)MadridSpain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of PsychologyComplutense University of Madrid (UCM)MadridSpain
| | - Luis M. García‐Moreno
- Department of Psychobiology and Methodology in Behavioral Science, Faculty of EducationComplutense University of Madrid (UCM)MadridSpain
| | - Fernando Maestú
- Center for Cognitive and Computational Neuroscience (C3N)Complutense University of Madrid (UCM)MadridSpain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of PsychologyComplutense University of Madrid (UCM)MadridSpain
- Health Research Institute of the Clinical Hospital San Carlos (IdISSC)MadridSpain
| | - Luis Fernando Antón‐Toro
- Center for Cognitive and Computational Neuroscience (C3N)Complutense University of Madrid (UCM)MadridSpain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of PsychologyComplutense University of Madrid (UCM)MadridSpain
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del Cerro-León A, Fernando Antón-Toro L, Shpakivska-Bilan D, Uceta M, Santos-Mayo A, Cuesta P, Bruña R, García-Moreno LM, Maestú F. Adolescent alcohol consumption predicted by differences in electrophysiological functional connectivity and neuroanatomy. Proc Natl Acad Sci U S A 2024; 121:e2320805121. [PMID: 39378092 PMCID: PMC11494299 DOI: 10.1073/pnas.2320805121] [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: 11/27/2023] [Accepted: 07/22/2024] [Indexed: 10/10/2024] Open
Abstract
Alcohol consumption during adolescence has been associated with neuroanatomical abnormalities and the appearance of future disorders. However, the latest advances in this field point to the existence of risk profiles which may lead to some individuals into an early consumption. To date, some studies have established predictive models of consumption based on sociodemographic, behavioral, and anatomical-functional variables using MRI. However, the neuroimaging variables employed are usually restricted to local and hemodynamic phenomena. Given the potential of connectome approaches, and the high temporal dynamics of electrophysiology, we decided to explore the relationship between future alcohol consumption and electrophysiological connectivity measured by MEG in a cohort of 83 individuals aged 14 to 16. As a result, we found a positive correlation between alcohol consumption and the functional connectivity in frontal, parietal, and frontoparietal connections. Once this relationship was described, multivariate linear regression analyses were used to evaluate the predictive capacity of functional connectivity in conjunction with other neuroanatomical and behavioral variables described in the literature. Finally, the multivariate linear regression analysis determined the importance of anatomical and functional variables in the prediction of alcohol consumption but failed to find associations with impulsivity, sensation seeking, and executive function scales. In conclusion, the predictive traits obtained in these models were closely associated with changes occurring during adolescence, suggesting the existence of different paths in neurodevelopment that have the potential to influence adolescents' relationship with alcohol consumption.
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Affiliation(s)
- Alberto del Cerro-León
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of Psychology, Universidad Complutense de Madrid, Madrid28040, Spain
| | - Luis Fernando Antón-Toro
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Psychology, University Camilo José Cela, Madrid28692, Spain
| | - Danylyna Shpakivska-Bilan
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of Psychology, Universidad Complutense de Madrid, Madrid28040, Spain
| | - Marcos Uceta
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Cellular Biology, Faculty of Biology, Complutense University of Madrid, Madrid28040, Spain
| | - Alejandro Santos-Mayo
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Psychology, University of Florida, Gainesville, FL32612
| | - Pablo Cuesta
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), Madrid28040, Spain
- Department of Radiology, Faculty of Medicine, Complutense University of Madrid, Madrid28040, Spain
| | - Ricardo Bruña
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Radiology, Faculty of Medicine, Complutense University of Madrid, Madrid28040, Spain
| | - Luis M. García-Moreno
- Department of Psychobiology and Methodology in Behavioral Science, Faculty of Education, Complutense University of Madrid, Madrid28040, Spain
| | - Fernando Maestú
- Center of Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Experimental Psychology, Cognitive Processes and Speech Therapy, Faculty of Psychology, Universidad Complutense de Madrid, Madrid28040, Spain
- Department of Psychology, University of Florida, Gainesville, FL32612
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Čechová B, Jurčovičová J, Petríková I, Vaculín Š, Šandera Š, Šlamberová R. Impact of altered environment and early postnatal methamphetamine exposure on serotonin levels in the rat hippocampus during adolescence. Lab Anim Res 2024; 40:1. [PMID: 38308379 PMCID: PMC10835812 DOI: 10.1186/s42826-024-00192-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Revised: 01/17/2024] [Accepted: 01/30/2024] [Indexed: 02/04/2024] Open
Abstract
BACKGROUND Methamphetamine (MA) is a highly abused psychostimulant across all age groups including pregnant women. Because developing brain is vulnerable by the action of drugs, or other noxious stimuli, the aim of our study was to examine the effect of early postnatal administration of MA alone or in combination with enriched environment (EE) and/or stress of separate housing, on the levels of serotonin (5HT) in the hippocampus of male rat pups at three stages of adolescence (postnatal day (PND) 28, 35 and 45). MA (5 mg/kg/ml) was administered subcutaneously (sc) to pups (direct administration), or via mothers' milk between PND1 and PND12 (indirect administration). Controls were exposed saline (SA). Pups were exposed to EE and/or to separation from the weaning till the end of the experiment. RESULTS On PND 28, in sc-treated series, EE significantly increased the muted 5HT in SA pups after separation and restored the pronounced inhibition of 5HT by MA. No beneficial effect of EE was present in pups exposed to combination of MA and separation. 5HT development declined over time; EE, MA and separation had different effects on 5HT relative to adolescence stage. CONCLUSIONS Present study shows that MA along with environment or housing affect 5HT levels, depending on both the age and the method of application (direct or indirect). These findings extend the knowledge on the effects of MA alone and in combination with different housing conditions on the developing brain and highlight the increased sensitivity to MA during the first few months after birth.
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Affiliation(s)
- Barbora Čechová
- Department of Physiology, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Jana Jurčovičová
- Department of Physiology, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Ivana Petríková
- Department of Physiology, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Šimon Vaculín
- Department of Physiology, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Štěpán Šandera
- Department of Physiology, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Romana Šlamberová
- Department of Physiology, Third Faculty of Medicine, Charles University, Prague, Czech Republic.
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Green R, Meredith LR, Mewton L, Squeglia LM. Adolescent Neurodevelopment Within the Context of Impulsivity and Substance Use. CURRENT ADDICTION REPORTS 2023; 10:166-177. [PMID: 38009082 PMCID: PMC10671920 DOI: 10.1007/s40429-023-00485-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/18/2023] [Indexed: 11/28/2023]
Abstract
Purpose of Review The aim of the present review is to provide an update on recent studies examining adolescent neurodevelopment in the context of impulsivity and substance use. We provide a review of the neurodevelopmental changes in brain structure and function related to impulsivity, substance use, and their intersection. Recent Findings When examining brain structure, smaller gray matter volume coupled with lower white matter integrity is associated with greater impulsivity across three components: trait impulsivity, choice impulsivity, and response inhibition. Altered functional connectivity in networks including the inhibitory control network and reward processing network confers risk for greater impulsivity and substance use. Summary Across brain structure and function, there is evidence to suggest that overlapping areas involved in the rise in impulsivity during adolescence contribute to early substance use initiation and escalation. These overlapping neurodevelopmental correlates have promising implications for prevention and early intervention efforts for adolescent substance use.
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Affiliation(s)
- ReJoyce Green
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Lindsay R. Meredith
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Louise Mewton
- Matilda Centre for Mental Health and Substance Use, University of Sydney, Sydney, NSW, Australia
| | - Lindsay M. Squeglia
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
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