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Konovalov A, Krajbich I. Over a Decade of Neuroeconomics: What Have We Learned? ORGANIZATIONAL RESEARCH METHODS 2016. [DOI: 10.1177/1094428116644502] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
At its inception, neuroeconomics promised to revolutionize economics. That promise has not yet been realized, and neuroeconomics has seen limited penetration into mainstream economics. Nevertheless, it would be a mistake to declare that neuroeconomics has failed. Quite to the contrary, the yearly rate of neuroeconomics papers has roughly doubled since 2005. While the number of direct applications to economics remains limited, due to the infancy of the field, we have learned an amazing amount about how the brain makes decisions. In this article, we review some of the major topics that have emerged in neuroeconomics and highlight findings that we believe will form the basis for future applications to economics. When possible, we focus on existing applications to economics and future directions for that research.
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Affiliation(s)
- Arkady Konovalov
- Department of Economics, The Ohio State University, Columbus, OH, USA
| | - Ian Krajbich
- Department of Economics, The Ohio State University, Columbus, OH, USA
- Department of Psychology, The Ohio State University, Columbus, OH, USA
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Gogliettino AR, Potenza MN, Yip SW. White matter development and tobacco smoking in young adults: A systematic review with recommendations for future research. Drug Alcohol Depend 2016; 162:26-33. [PMID: 26948756 PMCID: PMC4833590 DOI: 10.1016/j.drugalcdep.2016.02.015] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2015] [Revised: 02/09/2016] [Accepted: 02/10/2016] [Indexed: 12/21/2022]
Abstract
BACKGROUND Adolescence and young adulthood are critical vulnerability periods for initiation of tobacco smoking. White matter development is ongoing during this time and may be influenced by exposure to nicotine. Synthesis of findings from diffusion tensor imaging (DTI) studies of adolescent and young adult smokers may be helpful in understanding the relationship between neurodevelopment and initiation and progression of tobacco-use behaviors and in guiding further research. METHODS A systematic literature review was conducted to identify DTI studies comparing adolescent and young adult (mean age <30 years) smokers versus nonsmokers. A total of 5 studies meeting inclusion criteria were identified. Primary study findings are reviewed and discussed within the context of neurodevelopment and in relation to findings from adult studies. Directions for further research are also discussed. RESULTS All identified studies reported increases in fractional anisotropy (FA) among adolescent/young adult smokers in comparison to non-smokers. Increased FA was most frequently reported in regions of the corpus callosum (genu, body and spenium), internal capsule and superior longitudinal fasciculus. CONCLUSIONS Findings of increased FA among adolescent/young adult smokers are contrary to those from most adult studies and thus raise the possibility of differential effects of nicotine on white matter across the lifespan. Further research including multiple time points is needed to test this hypothesis. Other areas warranting further research include DTI studies of e-cigarette use and studies incorporating measures of pubertal stage.
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Affiliation(s)
| | - Marc N. Potenza
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, United States, CASAColumbia, Department of Psychiatry, Yale School of Medicine, New Haven, CT, United States, Connecticut Mental Health Center, New Haven, CT, United States, Department of Neurobiology, Yale University School of Medicine, New Haven, CT, United States, Yale Child Study Center, Yale University School of Medicine, New Haven, CT, United States
| | - Sarah W. Yip
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, United States, CASAColumbia, Department of Psychiatry, Yale School of Medicine, New Haven, CT, United States, Corresponding author at: 1 Church Street, 7th Floor, Room 730, New Haven, CT 06510-3330, United States. Fax: +1 203 737 3591. (S.W. Yip)
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Sonuga-Barke EJS, Cortese S, Fairchild G, Stringaris A. Annual Research Review: Transdiagnostic neuroscience of child and adolescent mental disorders--differentiating decision making in attention-deficit/hyperactivity disorder, conduct disorder, depression, and anxiety. J Child Psychol Psychiatry 2016; 57:321-49. [PMID: 26705858 PMCID: PMC4762324 DOI: 10.1111/jcpp.12496] [Citation(s) in RCA: 93] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/11/2015] [Indexed: 12/18/2022]
Abstract
BACKGROUND Ineffective decision making is a major source of everyday functional impairment and reduced quality of life for young people with mental disorders. However, very little is known about what distinguishes decision making by individuals with different disorders or the neuropsychological processes or brain systems underlying these. This is the focus of the current review. SCOPE AND METHODOLOGY We first propose a neuroeconomic model of the decision-making process with separate stages for the prechoice evaluation of expected utility of future options; choice execution and postchoice management; the appraisal of outcome against expectation; and the updating of value estimates to guide future decisions. According to the proposed model, decision making is mediated by neuropsychological processes operating within three domains: (a) self-referential processes involved in autobiographical reflection on past, and prospection about future, experiences; (b) executive functions, such as working memory, inhibition, and planning, that regulate the implementation of decisions; and (c) processes involved in value estimation and outcome appraisal and learning. These processes are underpinned by the interplay of multiple brain networks, especially medial and lateralized cortical components of the default mode network, dorsal corticostriatal circuits underpinning higher order cognitive and behavioral control, and ventral frontostriatal circuits, connecting to brain regions implicated in emotion processing, that control valuation and learning processes. FINDINGS AND CONCLUSION Based on clinical insights and considering each of the decision-making stages in turn, we outline disorder-specific hypotheses about impaired decision making in four childhood disorders: attention-deficit/hyperactivity disorder (ADHD), conduct disorder (CD), depression, and anxiety. We hypothesize that decision making in ADHD is deficient (i.e. inefficient, insufficiently reflective, and inconsistent) and impulsive (biased toward immediate over delayed alternatives). In CD, it is reckless and insensitive to negative consequences. In depression, it is disengaged, perseverative, and pessimistic, while in anxiety, it is hesitant, risk-averse, and self-deprecating. A survey of current empirical indications related to these disorder-specific hypotheses highlights the limited and fragmentary nature of the evidence base and illustrates the need for a major research initiative in decision making in childhood disorders. The final section highlights a number of important additional general themes that need to be considered in future research.
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Affiliation(s)
- Edmund J S Sonuga-Barke
- Developmental Brain-Behaviour Laboratory, Academic Unit of Psychology, University of Southampton, Southampton, UK
| | - Samuele Cortese
- Developmental Brain-Behaviour Laboratory, Academic Unit of Psychology, University of Southampton, Southampton, UK
- Child Study Center at NYU Langone Medical Center, New York, NY, USA
| | - Graeme Fairchild
- Developmental Brain-Behaviour Laboratory, Academic Unit of Psychology, University of Southampton, Southampton, UK
| | - Argyris Stringaris
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
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Urošević S, Youngstrom EA, Collins P, Jensen JB, Luciana M. Associations of age with reward delay discounting and response inhibition in adolescents with bipolar disorders. J Affect Disord 2016; 190:649-656. [PMID: 26590512 PMCID: PMC4684973 DOI: 10.1016/j.jad.2015.11.005] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2015] [Revised: 10/13/2015] [Accepted: 11/02/2015] [Indexed: 01/01/2023]
Abstract
OBJECTIVES Bipolar disorders' (BD) onset before age 18 is a potential marker for a more severe illness course. Adolescence is also a period of significant normative maturation of inhibitory control and reward-relevant decision-making processes, such as decreased delay discounting (i.e., decreased preference for smaller, immediate versus larger, delayed rewards). Adults with BD exhibit elevated delay discounting rates. Very little is known about developmental changes in delay discounting in adolescents with BD, or about associations between inhibitory control and delay discounting in BD. The present study addresses these questions. METHODS The sample included 78 participants, ages 13 to 23, with BD or without history of mental illness. Group differences and group by age interaction effects on delay discounting (32 BD, 32 controls with valid responses), probability discounting (34 BD, 37 controls) and inhibitory control indices (34 BD, 38 controls) were assessed. RESULTS Among healthy controls, less discounting of delayed rewards was associated with older age, whereas adolescents with BD did not show age-related associations. There were no group differences in probability discounting or inhibitory control. LIMITATIONS The cross-sectional nature of the study cannot fully rule out the less likely interpretation of group differences in cohort effects. CONCLUSIONS The lack of age-related improvement in delay tolerance in BD suggests disrupted development of executive control processes within reward contexts, which in turn may contribute to understanding more severe course of pediatric onset BD. Longitudinal studies are needed to examine delay discounting in relation to maturation of neural reward systems among adolescents with BD.
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Affiliation(s)
- Snežana Urošević
- Department of Psychology, University of Minnesota, Twin Cities, USA.
| | | | - Paul Collins
- Department of Psychology, University of Minnesota—Twin Cities
| | | | - Monica Luciana
- Department of Psychology, University of Minnesota—Twin Cities
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Sellitto M, Ciaramelli E, Mattioli F, di Pellegrino G. Reduced Sensitivity to Sooner Reward During Intertemporal Decision-Making Following Insula Damage in Humans. Front Behav Neurosci 2016; 9:367. [PMID: 26793084 PMCID: PMC4709635 DOI: 10.3389/fnbeh.2015.00367] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Accepted: 12/21/2015] [Indexed: 01/06/2023] Open
Abstract
During intertemporal choice, humans tend to prefer small-sooner rewards over larger-delayed rewards, reflecting temporal discounting (TD) of delayed outcomes. Functional neuroimaging (fMRI) evidence has implicated the insular cortex in time-sensitive decisions, yet it is not clear whether activity in this brain region is crucial for, or merely associated with, TD behavior. Here, patients with damage to the insula (Insular patients), control patients with lesions outside the insula, and healthy individuals chose between smaller-sooner and larger-later monetary rewards. Insular patients were less sensitive to sooner rewards than were the control groups, exhibiting reduced TD. A Voxel-based Lesion-Symptom Mapping (VLSM) analysis confirmed a statistically significant association between insular damage and reduced TD. These results indicate that the insular cortex is crucial for intertemporal choice. We suggest that he insula may be necessary to anticipate the bodily/emotional effects of receiving rewards at different delays, influencing the computation of their incentive value. Devoid of such input, insular patients' choices would be governed by a heuristic of quantity, allowing patients to wait for larger options.
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Affiliation(s)
- Manuela Sellitto
- Dipartimento di Psicologia, Università di BolognaBologna, Italy
- Centro Studi e Ricerche in Neuroscienze Cognitive, Polo Scientifico-Didattico di CesenaCesena, Italy
| | - Elisa Ciaramelli
- Dipartimento di Psicologia, Università di BolognaBologna, Italy
- Centro Studi e Ricerche in Neuroscienze Cognitive, Polo Scientifico-Didattico di CesenaCesena, Italy
| | - Flavia Mattioli
- Riabilitazione Neuropsicologica, Spedali Civili di BresciaBrescia, Italy
| | - Giuseppe di Pellegrino
- Dipartimento di Psicologia, Università di BolognaBologna, Italy
- Centro Studi e Ricerche in Neuroscienze Cognitive, Polo Scientifico-Didattico di CesenaCesena, Italy
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Hou YC, Yang SH, Wu YT, Lai CH. Alterations of neocortico-limbic association fibers and correlation with diet in prediabetes diagnosed by impaired fasting glucose. J Magn Reson Imaging 2016; 43:1500-6. [PMID: 26756544 DOI: 10.1002/jmri.25127] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2015] [Accepted: 12/01/2015] [Indexed: 12/13/2022] Open
Abstract
PURPOSE To assess the existence of alterations in the micro-integrity of the fasciculus in prediabetic subjects. The issue of micro-integrity in white matter tracts has not been adequately addressed in prediabetes. MATERIALS AND METHODS Sixty-four prediabetic subjects and 54 controls were enrolled. All participants completed 24-hour diet records and 3-day diet records and received diffusion tensor imaging at 3T. The data for white matter micro-integrity were analyzed and compared between prediabetic subjects and controls with age and gender as covariates. In addition, voxel-wise regression between white matter micro-integrity, diet, and preprandial glucose levels were used to explore the relationship between white matter micro-integrity and diet or serum glucose levels. RESULTS We found that prediabetic subjects had significant reductions in the micro-integrity of bilateral anterior thalamic radiation, left inferior longitudinal fasciculus, and left superior longitudinal fasciculus (corrected P < 0.05). In addition, total carbohydrate intake amount and preprandial serum glucose levels were negatively correlated with the micro-integrity in the left inferior longitudinal fasciculus and left anterior thalamic radiation (r: -0.47, corrected P < 0.05). CONCLUSION Restrictive alterations in the white matter micro-integrity of the anterior thalamic radiation and inferior and superior longitudinal fasciculi might represent the initial "hot spots" for white matter tract alterations, which might play a role in the development of prediabetes. J. Magn. Reson. Imaging 2016;43:1500-1506.
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Affiliation(s)
- Yi-Cheng Hou
- Department of Nutrition, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, Taiwan, ROC
| | - Shwu-Huey Yang
- School of Nutrition and Health Sciences, College of Public Health and Nutrition, Taipei Medical University, Taipei, Taiwan, ROC
| | - Yu-Te Wu
- Institute of Biophotonics, National Yang-Ming University, Taipei, Taiwan, ROC.,Department of Biomedical Imaging and Radiological Sciences, National Yang-Ming University, Taipei, Taiwan, ROC.,Brain Research Center, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Chien-Han Lai
- Institute of Biophotonics, National Yang-Ming University, Taipei, Taiwan, ROC.,Department of Biomedical Imaging and Radiological Sciences, National Yang-Ming University, Taipei, Taiwan, ROC.,Department of Psychiatry, Cheng Hsin General Hospital, Taipei City, Taiwan, ROC
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Greater Insula White Matter Fiber Connectivity in Women Recovered from Anorexia Nervosa. Neuropsychopharmacology 2016; 41:498-507. [PMID: 26076832 PMCID: PMC5130125 DOI: 10.1038/npp.2015.172] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2015] [Revised: 06/10/2015] [Accepted: 06/11/2015] [Indexed: 02/07/2023]
Abstract
Anorexia nervosa is a severe psychiatric disorder associated with reduced drive to eat. Altered taste-reward circuit white matter fiber organization in anorexia nervosa after recovery could indicate a biological marker that alters the normal motivation to eat. Women recovered from restricting-type anorexia (Recovered AN, n = 24, age = 30.3 ± 8.1 years) and healthy controls (n = 24, age = 27.4 ± 6.3 years) underwent diffusion weighted imaging of the brain. Probabilistic tractography analyses calculated brain white matter connectivity (streamlines) as an estimate of fiber connections in taste-reward-related white matter tracts, and microstructural integrity (fractional anisotropy, FA) was assessed using tract-based spatial statistics. Recovered AN showed significantly (range P<0.05-0.001, Bonferroni corrected) greater white matter connectivity between bilateral insula regions and ventral striatum, left insula and middle orbitofrontal cortex (OFC), and right insula projecting to gyrus rectus and medial OFC. Duration of illness predicted connectivity of tracts projecting from the insula to ventral striatum and OFC. Microstructural integrity was lower in Recovered AN in most insula white matter tracts, as was whole-brain FA in parts of the anterior corona radiata, external capsule, and cerebellum (P<0.05, family-wise error-corrected). This study indicates higher structural white matter connectivity, an estimate of fibers connections, in anorexia after recovery in tracts that connect taste-reward processing regions. Greater connectivity together with less-fiber integrity could indicate altered neural activity between those regions, which could interfere with normal food-reward circuit function. Correlations between connectivity and illness duration suggest that connectivity could be a marker for illness severity. Whether greater connectivity can predict prognosis of the disorder requires further study.
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Chiong W, Wood KA, Beagle AJ, Hsu M, Kayser AS, Miller BL, Kramer JH. Neuroeconomic dissociation of semantic dementia and behavioural variant frontotemporal dementia. Brain 2015; 139:578-87. [PMID: 26667277 DOI: 10.1093/brain/awv344] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2015] [Accepted: 10/06/2015] [Indexed: 11/14/2022] Open
Abstract
Many neuropsychiatric disorders are marked by abnormal behaviour and decision-making, but prevailing diagnostic criteria for such behaviours are typically qualitative and often ambiguous. Behavioural variant frontotemporal dementia and semantic variant primary progressive aphasia (also called semantic dementia) are two clinical variants of frontotemporal dementia with overlapping but distinct anatomical substrates known to cause profound changes in decision-making. We investigated whether abnormal decision-making in these syndromes could be more precisely characterized in terms of dissociable abnormalities in patients' subjective evaluations of valence (positive versus negative outcome) and of time (present versus future outcome). We presented 28 patients with behavioural variant frontotemporal dementia, 14 patients with semantic variant primary progressive aphasia, 25 patients with Alzheimer's disease (as disease controls), and 61 healthy older control subjects with experimental tasks assaying loss aversion and delay discounting. In general linear models controlling for age, gender, education and Mini-Mental State Examination score, patients with behavioural variant frontotemporal dementia were less averse to losses than control subjects (P < 0.001), while patients with semantic variant primary progressive aphasia discounted delayed rewards more steeply than controls (P = 0.019). There was no relationship between loss aversion and delay discounting across the sample, nor in any of the subgroups. These findings suggest that abnormal behaviours in neurodegenerative disease may result from the disruption of either of two dissociable neural processes for evaluating the outcomes of action. More broadly, these findings suggest a role for computational methods to supplement traditional qualitative characterizations in the differential diagnosis of neuropsychiatric disorders.
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Affiliation(s)
- Winston Chiong
- 1 Memory and Aging Center, Department of Neurology, University of California, San Francisco, USA
| | - Kristie A Wood
- 1 Memory and Aging Center, Department of Neurology, University of California, San Francisco, USA
| | - Alexander J Beagle
- 1 Memory and Aging Center, Department of Neurology, University of California, San Francisco, USA
| | - Ming Hsu
- 2 Helen Wills Neuroscience Institute and Haas School of Business, University of California, Berkeley, USA
| | - Andrew S Kayser
- 3 Department of Neurology, University of California, San Francisco, USA 4 Division of Neurology, VA Northern California Health Care System, Martinez, CA, USA
| | - Bruce L Miller
- 1 Memory and Aging Center, Department of Neurology, University of California, San Francisco, USA
| | - Joel H Kramer
- 1 Memory and Aging Center, Department of Neurology, University of California, San Francisco, USA
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Onnink AMH, Zwiers MP, Hoogman M, Mostert JC, Dammers J, Kan CC, Vasquez AA, Schene AH, Buitelaar J, Franke B. Deviant white matter structure in adults with attention-deficit/hyperactivity disorder points to aberrant myelination and affects neuropsychological performance. Prog Neuropsychopharmacol Biol Psychiatry 2015; 63:14-22. [PMID: 25956761 PMCID: PMC4515357 DOI: 10.1016/j.pnpbp.2015.04.008] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2015] [Revised: 04/27/2015] [Accepted: 04/27/2015] [Indexed: 10/23/2022]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) in childhood is characterized by gray and white matter abnormalities in several brain areas. Considerably less is known about white matter microstructure in adults with ADHD and its relation with clinical symptoms and cognitive performance. In 107 adult ADHD patients and 109 gender-, age- and IQ-matched controls, we used diffusion tensor imaging (DTI) with tract-based spatial statistics (TBSS) to investigate whole-skeleton changes of fractional anisotropy (FA) and mean, axial, and radial diffusivity (MD, AD, RD). Additionally, we studied the relation of FA and MD values with symptom severity and cognitive performance on tasks measuring working memory, attention, inhibition, and delay discounting. In comparison to controls, participants with ADHD showed reduced FA in corpus callosum, bilateral corona radiata, and thalamic radiation. Higher MD and RD were found in overlapping and even more widespread areas in both hemispheres, also encompassing internal and external capsule, sagittal stratum, fornix, and superior lateral fasciculus. Values of FA and MD were not associated with symptom severity. However, within some white matter clusters that distinguished patients from controls, worse inhibition performance was associated with reduced FA and more impulsive decision making was associated with increased MD. This study shows widespread differences in white matter integrity between adults with persistent ADHD and healthy individuals. Changes in RD suggest aberrant myelination as a pathophysiological factor in persistent ADHD. The microstructural differences in adult ADHD may contribute to poor inhibition and greater impulsivity but appear to be independent of disease severity.
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Affiliation(s)
- A. Marten H. Onnink
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands,Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Marcel P. Zwiers
- Donders Institute for Brain, Cognition and Behaviour, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Martine Hoogman
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Jeanette C. Mostert
- Donders Institute for Brain, Cognition and Behaviour, Centre for Cognitive Neuroimaging, Radboud University Nijmegen, Nijmegen, The Netherlands,Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Janneke Dammers
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands,Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Cornelis C. Kan
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Alejandro Arias Vasquez
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands,Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands,Department of Cognitive Neurosciences, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Aart H. Schene
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Jan Buitelaar
- Department of Cognitive Neurosciences, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands,Karakter Child and Adolescent Psychiatric University Centre, Nijmegen, The Netherlands
| | - Barbara Franke
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands; Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.
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Smith CT, Steel EA, Parrish MH, Kelm MK, Boettiger CA. Intertemporal Choice Behavior in Emerging Adults and Adults: Effects of Age Interact with Alcohol Use and Family History Status. Front Hum Neurosci 2015; 9:627. [PMID: 26635580 PMCID: PMC4655234 DOI: 10.3389/fnhum.2015.00627] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2015] [Accepted: 11/02/2015] [Indexed: 12/12/2022] Open
Abstract
Adults with alcohol use disorders (AUDs) show marked immediate reward selection (or "Now") bias in intertemporal choice tasks. This Now bias persists long into abstinence, suggesting an irreversible consequence of chronic alcohol abuse or a pre-existing AUD intermediate phenotype. However, some data show substantial Now bias among emerging adults (18-25), regardless of drinking behavior, suggesting age-dependent effects on Now bias. The objectives of the present study were to determine (1) whether Now bias is greater among emerging adults relative to adults, (2) whether any such age effect on Now bias is diminished in sub-clinical heavy alcohol users, and (3) whether having a problem drinking first degree relative is independently associated with elevated Now bias. To achieve these objectives, we used an intertemporal choice task to quantify Now bias in n = 237 healthy participants (ages 18-40; 50% female), and a wide range of non-zero alcohol use, based on the Alcohol Use Disorders Identification Test (AUDIT). We found that among non-heavy drinkers, Now bias inversely correlated with age; this relationship was not present among heavy drinkers. We found no significant relationship between AUDIT score and Now bias among emerging adults, but AUDIT scores and Now bias were positively correlated among 26-40 year olds. Additionally, non-heavy drinking adults who reported a problem drinking first degree relative showed greater Now bias compared to those not reporting familial problem drinking. While not definitive, these findings lend support for elevated Now bias in adulthood as an intermediate phenotype for AUDs. Moreover, non-additive effects of age and heavy drinking on Now bias suggest perturbations in largely common neural circuits in both groups.
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Affiliation(s)
| | - Eleanor A Steel
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill NC, USA
| | - Michael H Parrish
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill NC, USA
| | - Mary K Kelm
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill NC, USA ; Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill NC, USA
| | - Charlotte A Boettiger
- Neurobiology Curriculum, University of North Carolina, Chapel Hill NC, USA ; Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill NC, USA ; Bowles Center for Alcohol Studies, University of North Carolina, Chapel Hill NC, USA ; Biomedical Research Imaging Center, University of North Carolina, Chapel Hill NC, USA
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Becker MP, Collins PF, Lim KO, Muetzel RL, Luciana M. Longitudinal changes in white matter microstructure after heavy cannabis use. Dev Cogn Neurosci 2015; 16:23-35. [PMID: 26602958 PMCID: PMC4691379 DOI: 10.1016/j.dcn.2015.10.004] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2015] [Revised: 10/03/2015] [Accepted: 10/06/2015] [Indexed: 11/28/2022] Open
Abstract
Diffusion tensor imaging (DTI) studies of cannabis users report alterations in brain white matter microstructure, primarily based on cross-sectional research, and etiology of the alterations remains unclear. We report findings from longitudinal voxelwise analyses of DTI data collected at baseline and at a 2-year follow-up on 23 young adult (18-20 years old at baseline) regular cannabis users and 23 age-, sex-, and IQ-matched non-using controls with limited substance use histories. Onset of cannabis use was prior to age 17. Cannabis users displayed reduced longitudinal growth in fractional anisotropy in the central and parietal regions of the right and left superior longitudinal fasciculus, in white matter adjacent to the left superior frontal gyrus, in the left corticospinal tract, and in the right anterior thalamic radiation lateral to the genu of the corpus callosum, along with less longitudinal reduction of radial diffusion in the right central/posterior superior longitudinal fasciculus, corticospinal tract, and posterior cingulum. Greater amounts of cannabis use were correlated with reduced longitudinal growth in FA as was relatively impaired performance on a measure of verbal learning. These findings suggest that continued heavy cannabis use during adolescence and young adulthood alters ongoing development of white matter microstructure, contributing to functional impairment.
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Affiliation(s)
- Mary P Becker
- Department of Psychology, University of Minnesota, 75 East River Road, Minneapolis, MN 55455, United States; Center for Neurobehavioral Development, University of Minnesota, 717 Delaware Street SE, Ste. 333, Minneapolis, MN 55414, United States.
| | - Paul F Collins
- Department of Psychology, University of Minnesota, 75 East River Road, Minneapolis, MN 55455, United States; Center for Neurobehavioral Development, University of Minnesota, 717 Delaware Street SE, Ste. 333, Minneapolis, MN 55414, United States
| | - Kelvin O Lim
- Department of Psychiatry, University of Minnesota, 2450 Riverside Avenue South, Minneapolis, MN 55454, United States
| | - R L Muetzel
- Department of Psychology, University of Minnesota, 75 East River Road, Minneapolis, MN 55455, United States
| | - M Luciana
- Department of Psychology, University of Minnesota, 75 East River Road, Minneapolis, MN 55455, United States; Center for Neurobehavioral Development, University of Minnesota, 717 Delaware Street SE, Ste. 333, Minneapolis, MN 55414, United States
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Abstract
Adolescence is a phase of lifespan associated with greater independence, and thus greater demands to make self-guided decisions in the face of risks, uncertainty, and varying proximal and distal outcomes. A new wave of developmental research takes a neuroeconomic approach to specify what decision processes are changing during adolescence, along what trajectory they are changing, and what neurodevelopmental processes support these changes. Evidence is mounting to suggest that multiple decision processes are tuned differently in adolescents and adults including reward reactivity, uncertainty-tolerance, delay discounting, and experiential assessments of value and risk. Unique interactions between prefrontal cortical, striatal, and salience processing systems during adolescence both constrain and amplify various component processes of mature decision-making.
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Affiliation(s)
- Catherine A Hartley
- Sackler Institute of Developmental Psychobiology, Weill Cornell Medical College 1300 York Avenue, Box 140, New York, NY, 10065, USA
| | - Leah H Somerville
- Department of Psychology and Center for Brain Science, Harvard University 52 Oxford Street, Room 290, Cambridge, MA, USA
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65
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Abstract
In the last few years, neuroscientists have begun to identify associations between individual differences in decision-making and features of neuroanatomy and neurophysiology. Different tendencies in decision making, such as tolerance for risk, delay or effort, have been linked to various neurobiological measures, such as morphometry, structural connectivity, functional connectivity or the function of neurotransmitter systems. Though far from immutable, these neural features may nonetheless be suitable as relatively stable biomarkers for different decision traits. The establishment of such markers would achieve one of the stated goals of neuroeconomics, which is to improve the prediction of economic behavior across different contexts.
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66
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van den Bos W, Rodriguez CA, Schweitzer JB, McClure SM. Adolescent impatience decreases with increased frontostriatal connectivity. Proc Natl Acad Sci U S A 2015; 112:E3765-74. [PMID: 26100897 PMCID: PMC4517266 DOI: 10.1073/pnas.1423095112] [Citation(s) in RCA: 140] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Adolescence is a developmental period associated with an increase in impulsivity. Impulsivity is a multidimensional construct, and in this study we focus on one of the underlying components: impatience. Impatience can result from (i) disregard of future outcomes and/or (ii) oversensitivity to immediate rewards, but it is not known which of these evaluative processes underlie developmental changes. To distinguish between these two causes, we investigated developmental changes in the structural and functional connectivity of different frontostriatal tracts. We report that adolescents were more impatient on an intertemporal choice task and reported less future orientation, but not more present hedonism, than young adults. Developmental increases in structural connectivity strength in the right dorsolateral prefrontal tract were related to increased negative functional coupling with the striatum and an age-related decrease in discount rates. Our results suggest that mainly increased control, and the integration of future-oriented thought, drives the reduction in impatience across adolescence.
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Affiliation(s)
- Wouter van den Bos
- Center for Adaptive Rationality, Max Planck Institute for Human Development, 14197 Berlin, Germany; Department of Psychology, Stanford University, Stanford, CA 94305;
| | | | - Julie B Schweitzer
- MIND Institute, University of California, Davis, School of Medicine, Sacramento, CA 95817; Department of Psychiatry and Behavioral Sciences, University of California, Davis, School of Medicine, Sacramento, CA 95817
| | - Samuel M McClure
- Department of Psychology, Stanford University, Stanford, CA 94305
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67
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Development of the uncinate fasciculus: Implications for theory and developmental disorders. Dev Cogn Neurosci 2015; 14:50-61. [PMID: 26143154 PMCID: PMC4795006 DOI: 10.1016/j.dcn.2015.06.003] [Citation(s) in RCA: 140] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2015] [Revised: 05/29/2015] [Accepted: 06/18/2015] [Indexed: 12/27/2022] Open
Abstract
The uncinate fasciculus (UF) is a long-range white matter tract that connects limbic regions in the temporal lobe to the frontal lobe. The UF is one of the latest developing tracts, and continues maturing into the third decade of life. As such, individual differences in the maturational profile of the UF may serve to explain differences in behavior. Indeed, atypical macrostructure and microstructure of the UF have been reported in numerous studies of individuals with developmental and psychiatric disorders such as social deprivation and maltreatment, autism spectrum disorders, conduct disorder, risk taking, and substance abuse. The present review evaluates what we currently know about the UF's developmental trajectory and reviews the literature relating UF abnormalities to specific disorders. Additionally, we take a dimensional approach and critically examine symptoms and behavioral impairments that have been demonstrated to cluster with UF aberrations, in an effort to relate these impairments to our speculations regarding the functionality of the UF. We suggest that developmental disorders with core problems relating to memory retrieval, reward and valuation computation, and impulsive decision making may be linked to aberrations in uncinate microstructure.
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68
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Heitzeg MM, Cope LM, Martz ME, Hardee JE. Neuroimaging Risk Markers for Substance Abuse: Recent Findings on Inhibitory Control and Reward System Functioning. CURRENT ADDICTION REPORTS 2015; 2:91-103. [PMID: 26236575 DOI: 10.1007/s40429-015-0048-9] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Rates of alcohol and other drug use rise sharply throughout adolescence and peak in the early 20s. Likewise, prevalence of first-time substance use disorder (SUD) and past-year SUD both peak between ages 18-23. SUD is associated with a host of negative outcomes and is a serious health concern. Understanding the mechanisms that precede the onset and escalation of substance use is crucial in order to develop more effective prevention and intervention strategies for children and adolescents at risk for SUD. In this review, we discuss recent findings from functional neuroimaging studies in children, adolescents, and emerging adults that focus on uncovering the neural underpinnings of SUD risk. The focus is on inhibitory control and reward circuitry due to their involvement in risk-taking behaviors, which are heightened in adolescence and may facilitate substance use. We discuss convergences in the literature and highlight findings suggesting that the association between SUD risk and neurofunctioning may be moderated by age, gender, and history of substance use. Recommendations for future directions are also discussed.
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Affiliation(s)
- Mary M Heitzeg
- Department of Psychiatry and Addiction Research Center, The University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
| | - Lora M Cope
- Department of Psychiatry and Addiction Research Center, The University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
| | - Meghan E Martz
- Department of Psychiatry and Addiction Research Center, The University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA ; Department of Psychology, The University of Michigan, 2044 East Hall, 530 Church St., Ann Arbor, MI 48108, USA
| | - Jillian E Hardee
- Department of Psychiatry and Addiction Research Center, The University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
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69
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Manza P, Zhang S, Hu S, Chao HH, Leung HC, Li CSR. The effects of age on resting state functional connectivity of the basal ganglia from young to middle adulthood. Neuroimage 2015; 107:311-322. [PMID: 25514518 PMCID: PMC4300261 DOI: 10.1016/j.neuroimage.2014.12.016] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2014] [Revised: 11/24/2014] [Accepted: 12/05/2014] [Indexed: 12/16/2022] Open
Abstract
The basal ganglia nuclei are critical for a variety of cognitive and motor functions. Much work has shown age-related structural changes of the basal ganglia. Yet less is known about how the functional interactions of these regions with the cerebral cortex and the cerebellum change throughout the lifespan. Here, we took advantage of a convenient sample and examined resting state functional magnetic resonance imaging data from 250 adults 18 to 49 years of age, focusing specifically on the caudate nucleus, pallidum, putamen, and ventral tegmental area/substantia nigra (VTA/SN). There are a few main findings to report. First, with age, caudate head connectivity increased with a large region of ventromedial prefrontal/medial orbitofrontal cortex. Second, across all subjects, pallidum and putamen showed negative connectivity with default mode network (DMN) regions such as the ventromedial prefrontal cortex and posterior cingulate cortex, in support of anti-correlation of the "task-positive" network (TPN) and DMN. This negative connectivity was reduced with age. Furthermore, pallidum, posterior putamen and VTA/SN connectivity to other TPN regions, such as somatomotor cortex, decreased with age. These results highlight a distinct effect of age on cerebral functional connectivity of the dorsal striatum and VTA/SN from young to middle adulthood and may help research investigating the etiologies or monitoring outcomes of neuropsychiatric conditions that implicate dopaminergic dysfunction.
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Affiliation(s)
- Peter Manza
- Department of Psychiatry, Yale University, New Haven, CT 06519, USA; Department of Psychology, Stony Brook University, Stony Brook, NY 11790, USA
| | - Sheng Zhang
- Department of Psychiatry, Yale University, New Haven, CT 06519, USA
| | - Sien Hu
- Department of Psychiatry, Yale University, New Haven, CT 06519, USA
| | - Herta H Chao
- Department of Internal Medicine, Yale University, New Haven, CT 06519, USA; Medical Service, VA Connecticut Health Care System, West Haven, CT 06516, USA
| | - Hoi-Chung Leung
- Department of Psychology, Stony Brook University, Stony Brook, NY 11790, USA
| | - Chiang-Shan R Li
- Department of Psychiatry, Yale University, New Haven, CT 06519, USA; Department of Neurobiology, Yale University, New Haven, CT 06520, USA; Interdepartmental Neuroscience Program, Yale University, New Haven, CT 06520, USA.
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70
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Is Impulsivity a Male Trait Rather than Female Trait? Exploring the Sex Difference in Impulsivity. Curr Behav Neurosci Rep 2015. [DOI: 10.1007/s40473-015-0031-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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71
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Brain white matter integrity and association with age at onset in pediatric obsessive-compulsive disorder. BIOLOGY OF MOOD & ANXIETY DISORDERS 2014; 4:13. [PMID: 25540681 PMCID: PMC4275938 DOI: 10.1186/s13587-014-0013-6] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Accepted: 11/14/2014] [Indexed: 11/29/2022]
Abstract
Background Obsessive-compulsive disorder (OCD) is a common and debilitating neuropsychiatric illness thought to involve abnormal connectivity of widespread brain networks, including frontal-striatal-thalamic circuits. At least half of OCD cases arise in childhood and their underlying neuropathology may differ at least in part from that of adult-onset OCD. Yet, only a few studies have examined brain white matter (WM) integrity in childhood-onset OCD using diffusion tensor imaging (DTI), and none have examined potential associations with age at onset. Results In this study, 17 youth with OCD and 19 healthy control subjects, ages 10 to 19 years, underwent DTI on a 3T Siemens scanner. DSM-IV diagnoses were established with standardized interviews, and OCD symptom severity was evaluated using the Children’s Yale-Brown Obsessive-Compulsive Scale (CY-BOCS). Voxel-wise analyses were conducted on data processed with tract-based spatial statistics (TBSS) to derive measures of fractional anisotropy (FA), axial diffusivity (AD), radial diffusivity (RD), and mean diffusivity (MD). OCD patients had significantly lower FA in seven WM clusters, with over 80% of significant voxels in bilateral frontal cortex and corpus callosum (CC). There were no regions of significantly higher FA in patients compared with controls. Patients also had significantly higher RD in right frontal cortex and right body of the CC. Earlier age at onset of OCD correlated significantly with lower FA in the right thalamus and with higher RD in the right CC. FA and RD were not significantly associated with symptom severity. Conclusions These findings point to compromised WM integrity and reduced myelination in some brain regions of children with OCD, particularly the CC and fiber tracts that connect the frontal lobes to widespread cortical and subcortical targets. They also suggest that age at onset may be a moderator of some of the WM changes in pediatric OCD.
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72
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Benedetti F, Bollettini I, Radaelli D, Poletti S, Locatelli C, Falini A, Smeraldi E, Colombo C. Adverse childhood experiences influence white matter microstructure in patients with bipolar disorder. Psychol Med 2014; 44:3069-3082. [PMID: 25065766 DOI: 10.1017/s0033291714000506] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
BACKGROUND Bipolar disorder (BD) is associated with adverse childhood experiences (ACE), which worsen the lifetime course of illness, and with signs of widespread disruption of white matter (WM) integrity in adult life. ACE are associated with changes in WM microstructure in healthy humans. METHOD We tested the effects of ACE on diffusion-tensor imaging (DTI) measures of WM integrity in 80 in-patients affected by a major depressive episode in the course of BD. We used whole-brain tract-based spatial statistics in the WM skeleton with threshold-free cluster enhancement of DTI measures of WM microstructure: axial, radial and mean diffusivity, and fractional anisotropy. RESULTS ACE hastened the onset of illness. We observed an inverse correlation between the severity of ACE and DTI measures of axial diffusivity in several WM fibre tracts contributing to the functional integrity of the brain and including the corona radiata, thalamic radiations, corpus callosum, cingulum bundle, superior longitudinal fasciculus, inferior fronto-occipital fasciculus and uncinate fasciculus. CONCLUSIONS Axial diffusivity reflects the integrity of axons and myelin sheaths, and correlates with functional connectivity and with higher-order abilities such as reasoning and experience of emotions. In patients with BD axial diffusivity is increased by lithium treatment. ACE might contribute to BD pathophysiology by hampering structural connectivity in critical cortico-limbic networks.
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Affiliation(s)
- F Benedetti
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
| | - I Bollettini
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
| | - D Radaelli
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
| | - S Poletti
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
| | - C Locatelli
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
| | - A Falini
- C.E.R.M.A.C. (Centro di Eccellenza Risonanza Magnetica ad Alto Campo),University Vita-Salute San Raffaele,Milan,Italy
| | - E Smeraldi
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
| | - C Colombo
- Department of Clinical Neurosciences,Scientific Institute Ospedale San Raffaele,Milan,Italy
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73
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Connectivity strength of dissociable striatal tracts predict individual differences in temporal discounting. J Neurosci 2014; 34:10298-310. [PMID: 25080591 DOI: 10.1523/jneurosci.4105-13.2014] [Citation(s) in RCA: 123] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Large individual differences exist in the ability to delay gratification for the sake of satisfying longer-term goals. These individual differences are commonly assayed by studying intertemporal preferences, as revealed by choices between immediate and delayed rewards. In the brain, reward-based and goal-oriented decisions are believed to rely on the striatum and its interactions with other cortical and subcortical networks. However, it remains unknown which specific cortical-striatal tracts are involved in intertemporal decision making. We use connectivity analyses in both structural and functional MRI to further our understanding of the relationship between distinct corticostriatal networks and intertemporal preferences in humans. Our results revealed distinct striatal pathways that are differentially related to delay discounting. Structural and functional connectivity between striatum and lateral prefrontal cortex was associated with increased patience, whereas connectivity between subcortical areas and striatum was associated with increased impulsivity. These findings provide novel insights into how the anatomy and functioning of striatal circuits mediate individual differences in intertemporal choice.
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74
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Chaddock-Heyman L, Erickson KI, Holtrop JL, Voss MW, Pontifex MB, Raine LB, Hillman CH, Kramer AF. Aerobic fitness is associated with greater white matter integrity in children. Front Hum Neurosci 2014; 8:584. [PMID: 25191243 PMCID: PMC4137385 DOI: 10.3389/fnhum.2014.00584] [Citation(s) in RCA: 108] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2014] [Accepted: 07/14/2014] [Indexed: 11/13/2022] Open
Abstract
Aerobic fitness has been found to play a positive role in brain and cognitive health of children. Yet, many of the neural biomarkers related to aerobic fitness remain unknown. Here, using diffusion tensor imaging, we demonstrated that higher aerobic fitness was related to greater estimates of white matter microstructure in children. Higher fit 9- and 10-year-old children showed greater fractional anisotropy (FA) in sections of the corpus callosum, corona radiata, and superior longitudinal fasciculus, compared to lower fit children. The FA effects were primarily characterized by aerobic fitness differences in radial diffusivity, thereby raising the possibility that estimates of myelination may vary as a function of individual differences in fitness during childhood. White matter structure may be another potential neural mechanism of aerobic fitness that assists in efficient communication between gray matter regions as well as the integration of regions into networks.
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Affiliation(s)
- Laura Chaddock-Heyman
- Department of Psychology, University of Illinois at Urbana-Champaign Urbana, IL, USA ; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign Urbana, IL, USA
| | - Kirk I Erickson
- Department of Psychology, University of Pittsburgh Pittsburgh, PA, USA
| | - Joseph L Holtrop
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign Urbana, IL, USA ; Department of Bioengineering, University of Illinois at Urbana-Champaign Urbana, IL, USA
| | - Michelle W Voss
- Department of Psychology, University of Iowa Iowa City, IA, USA
| | - Matthew B Pontifex
- Department of Kinesiology, Michigan State University East Lansing, MI, USA
| | - Lauren B Raine
- Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign Urbana, IL, USA
| | - Charles H Hillman
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign Urbana, IL, USA ; Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign Urbana, IL, USA
| | - Arthur F Kramer
- Department of Psychology, University of Illinois at Urbana-Champaign Urbana, IL, USA ; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign Urbana, IL, USA
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75
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Abstract
The triadic neural systems model is a heuristic tool, which was developed with the goal of providing a framework for neuroscience research into motivated behaviors. Unlike dual models that highlight dynamics between approach systems centered on striatal function and control systems centered on prefrontal cortex, the triadic model also includes an avoidance system, centered on amygdala-related circuits. A first application of this model has been to account for adolescent behavior.
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Affiliation(s)
- Monique Ernst
- National Institute of Mental Health, 15K North Drive, MSC 2670, 20892 Bethesda, MD, USA.
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76
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Hummer TA, Kronenberger WG, Wang Y, Anderson CC, Mathews VP. Association of television violence exposure with executive functioning and white matter volume in young adult males. Brain Cogn 2014; 88:26-34. [DOI: 10.1016/j.bandc.2014.04.010] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2013] [Revised: 04/18/2014] [Accepted: 04/22/2014] [Indexed: 11/28/2022]
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77
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Luciana M, Collins PF, Muetzel RL, Lim KO. Effects of alcohol use initiation on brain structure in typically developing adolescents. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2014; 39:345-55. [PMID: 24200204 DOI: 10.3109/00952990.2013.837057] [Citation(s) in RCA: 93] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND Alcohol use in excessive quantities has deleterious effects on brain structure and behavior in adults and during periods of rapid neurodevelopment, such as prenatally. Whether similar outcomes characterize other developmental periods, such as adolescence, and in the context of less extensive use is unknown. Recent cross-sectional studies suggest that binge drinking as well as alcohol use disorders in adolescence are associated with disruptions in white matter microstructure and gray matter volumes. OBJECTIVES The current study followed typically developing adolescents from a baseline assessment, where no experience with alcohol was present, through two years, after which some individuals transitioned into regular use. METHODS Participants (n = 55) completed MRI scans and behavioral assessments. RESULTS Alcohol initiators (n = 30; mean baseline age 16.7 ± 1.3 years), compared to non-users (n = 25; mean baseline age 17.1 ± 1.2 years), showed altered patterns of neurodevelopment. They showed greater-than-expected decreases in cortical thickness in the right middle frontal gyrus from baseline to follow-up as well as blunted development of white matter in the right hemisphere precentral gyrus, lingual gyrus, middle temporal gyrus and anterior cingulate. Diffusion tensor imaging revealed a relative decrease over time in fractional anisotropy in the left caudate/thalamic region as well as in the right inferior frontal occipital fasciculus. Alcohol initiators did not differ from non-users at the baseline assessment; the groups were largely similar in other premorbid characteristics. CONCLUSIONS Subclinical alcohol use during mid-to-late adolescence is associated with deviations in neurodevelopment across several brain tissue classes. Implications for continued development and behavior are discussed.
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Affiliation(s)
- Monica Luciana
- Department of Psychology, University of Minnesota , Minneapolis, MN , USA
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78
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Fassbender C, Houde S, Silver-Balbus S, Ballard K, Kim B, Rutledge KJ, Dixon JF, Iosif AM, Schweitzer JB, McClure SM. The decimal effect: behavioral and neural bases for a novel influence on intertemporal choice in healthy individuals and in ADHD. J Cogn Neurosci 2014; 26:2455-68. [PMID: 24738767 DOI: 10.1162/jocn_a_00642] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
We identify a novel contextual variable that alters the evaluation of delayed rewards in healthy participants and those diagnosed with attention deficit/hyperactivity disorder (ADHD). When intertemporal choices are constructed of monetary outcomes with rounded values (e.g., $25.00), discount rates are greater than when the rewards have nonzero decimal values (e.g., $25.12). This finding is well explained within a dual system framework for temporal discounting in which preferences are constructed from separate affective and deliberative processes. Specifically, we find that round dollar values produce greater positive affect than do nonzero decimal values. This suggests that relative involvement of affective processes may underlie our observed difference in intertemporal preferences. Furthermore, we demonstrate that intertemporal choices with rounded values recruit greater brain responses in the nucleus accumbens to a degree that correlates with the size of the behavioral effect across participants. Our demonstration that a simple contextual manipulation can alter self-control in ADHD has implications for treatment of individuals with disorders of impulsivity. Overall, the decimal effect highlights mechanisms by which the properties of a reward bias perceived value and consequent preferences.
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79
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Abstract
BACKGROUND Marijuana is the most commonly used illicit substance in the United States. Use, particularly when it occurs early, has been associated with cognitive impairments in executive functioning, learning, and memory. METHOD This study comprehensively measured cognitive ability as well as comorbid psychopathology and substance use history to determine the neurocognitive profile associated with young adult marijuana use. College-aged marijuana users who initiated use prior to age 17 (n = 35) were compared to demographically matched controls (n = 35). RESULTS Marijuana users were high functioning, demonstrating comparable IQs to controls and relatively better processing speed. Marijuana users demonstrated relative cognitive impairments in verbal memory, spatial working memory, spatial planning, and motivated decision making. Comorbid use of alcohol, which was heavier in marijuana users, was unexpectedly found to be associated with better performance in some of these areas. CONCLUSIONS This study provides additional evidence of neurocognitive impairment in the context of adolescent and young adult marijuana use. Findings are discussed in relation to marijuana's effects on intrinsic motivation and discrete aspects of cognition.
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Affiliation(s)
- Mary P Becker
- a Department of Psychology, Center for Neurobehavioral Development , University of Minnesota , Minneapolis , MN , USA
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80
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Urošević S, Collins P, Muetzel R, Schissel A, Lim KO, Luciana M. Effects of reward sensitivity and regional brain volumes on substance use initiation in adolescence. Soc Cogn Affect Neurosci 2014; 10:106-13. [PMID: 24526186 DOI: 10.1093/scan/nsu022] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
This longitudinal study examines associations between baseline individual differences and developmental changes in reward [i.e. behavioral approach system (BAS)] sensitivity and relevant brain structures' volumes to prospective substance use initiation during adolescence. A community sample of adolescents ages 15-18 with no prior substance use was assessed for substance use initiation (i.e. initiation of regular alcohol use and/or any use of other substances) during a 2-year follow-up period and for alcohol use frequency in the last year of the follow-up. Longitudinal 'increases' in BAS sensitivity were associated with substance use initiation and increased alcohol use frequency during the follow-up. Moreover, adolescents with smaller left nucleus accumbens at baseline were more likely to initiate substance use during the follow-up period. This study provides support for the link between developmental increases in reward sensitivity and substance use initiation in adolescence. The study also emphasizes the potential importance of individual differences in volumes of subcortical regions and their structural development for substance use initiation during adolescence.
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Affiliation(s)
- Snežana Urošević
- Department of Psychology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA, Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, 3015 CN Rotterdam, The Netherlands, and Department of Psychiatry, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA
| | - Paul Collins
- Department of Psychology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA, Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, 3015 CN Rotterdam, The Netherlands, and Department of Psychiatry, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA
| | - Ryan Muetzel
- Department of Psychology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA, Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, 3015 CN Rotterdam, The Netherlands, and Department of Psychiatry, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA
| | - Ann Schissel
- Department of Psychology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA, Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, 3015 CN Rotterdam, The Netherlands, and Department of Psychiatry, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA
| | - Kelvin O Lim
- Department of Psychology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA, Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, 3015 CN Rotterdam, The Netherlands, and Department of Psychiatry, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA
| | - Monica Luciana
- Department of Psychology, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA, Department of Child and Adolescent Psychiatry, Erasmus Medical Center-Sophia Children's Hospital, 3015 CN Rotterdam, The Netherlands, and Department of Psychiatry, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA
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81
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Urošević S, Collins P, Muetzel R, Lim KO, Luciana M. Pubertal status associations with reward and threat sensitivities and subcortical brain volumes during adolescence. Brain Cogn 2014; 89:15-26. [PMID: 24512818 DOI: 10.1016/j.bandc.2014.01.007] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2013] [Revised: 01/06/2014] [Accepted: 01/08/2014] [Indexed: 12/19/2022]
Abstract
Adolescence is characterized by complex developmental processes that impact behavior, biology, and social functioning. Two such adolescence-specific processes are puberty and increases in reward sensitivity. Relations between these processes are poorly understood. The present study focused on examining unique effects of puberty, age, and sex on reward and threat sensitivities and volumes of subcortical brain structures relevant for reward/threat processing in a healthy sample of 9-18year-olds. Unlike age, pubertal status had a significant unique positive relationship with reward sensitivity. In addition, there was a trend for adolescent females to exhibit higher threat sensitivity with more advanced pubertal development and higher reward and threat sensitivity with older age. Similarly, there were significant puberty by sex interaction effects on striatal volumes, i.e., left nucleus accumbens and right pallidum. The present pattern of results suggests that pubertal development, independent of chronological age, is uniquely associated with reward hypersensitivity and with structural differences in striatal regions implicated in reward processing.
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Affiliation(s)
- Snežana Urošević
- Department of Psychology, University of Minnesota-Twin Cities, N218 Elliott Hall, 75 East River Parkway, Minneapolis, MN 55408, United States.
| | - Paul Collins
- Department of Psychology, University of Minnesota-Twin Cities, N218 Elliott Hall, 75 East River Parkway, Minneapolis, MN 55408, United States
| | - Ryan Muetzel
- Department of Psychiatry, University of Minnesota-Twin Cities, F282/2A West, 2450 Riverside Avenue South, Minneapolis, MN 55454, United States
| | - Kelvin O Lim
- Department of Psychiatry, University of Minnesota-Twin Cities, F282/2A West, 2450 Riverside Avenue South, Minneapolis, MN 55454, United States
| | - Monica Luciana
- Department of Psychology, University of Minnesota-Twin Cities, N218 Elliott Hall, 75 East River Parkway, Minneapolis, MN 55408, United States
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Peters BD, Ikuta T, DeRosse P, John M, Burdick KE, Gruner P, Prendergast DM, Szeszko PR, Malhotra AK. Age-related differences in white matter tract microstructure are associated with cognitive performance from childhood to adulthood. Biol Psychiatry 2014; 75:248-56. [PMID: 23830668 PMCID: PMC4412928 DOI: 10.1016/j.biopsych.2013.05.020] [Citation(s) in RCA: 103] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2012] [Revised: 05/16/2013] [Accepted: 05/19/2013] [Indexed: 01/26/2023]
Abstract
BACKGROUND Age-related differences in white matter tract microstructure have been well established across the life span. In the present cross-sectional study, we examined whether these differences are associated with neurocognitive performance from childhood to late adulthood. METHODS Diffusion tensor imaging was performed in 296 healthy subjects aged 8 to 68 years (mean = 29.6, SD = 14.6). The corpus callosum, two projection tracts, and five association tracts were traced using probabilistic tractography. A neurocognitive test battery was used to assess speed of processing, attention, spatial working memory, verbal functioning, visual learning, and executive functioning. Linear mediation models were used to examine whether differences in white matter tract fractional anisotropy (FA) were associated with neurocognitive performance, independent of the effect of age. RESULTS From childhood to early adulthood, higher FA of the cingulum bundle and inferior frontooccipital fasciculus (IFOF) was associated with higher executive functioning and global cognitive functioning, respectively, independent of the effect of age. When adjusting for speed of processing, FA of the IFOF was no longer associated with performance in the other cognitive domains with the exception of visual learning. From early adulthood to late adulthood, white matter tract FA was not associated with cognitive performance independent of the age effect. CONCLUSIONS The cingulum bundle may play a critical role in protracted maturation of executive functioning. The IFOF may play a key role in maturation of visual learning and may act as a central "hub" in global cognitive maturation by subserving maturation of processing speed.
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Affiliation(s)
- Bart D. Peters
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY,Corresponding author: Bart D. Peters, M.D., Ph.D., Postdoctoral Research Fellow, Zucker Hillside Hospital, Feinstein Institute for Medical Research, North Shore-LIJ Health System, 75-59 263rd Street, Glen Oaks, NY 11004, Phone: +1-718-470-8168, Fax: +1-718-343-1659
| | - Toshikazu Ikuta
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY
| | - Pamela DeRosse
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY
| | - Majnu John
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY
| | | | - Patricia Gruner
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT
| | | | - Philip R. Szeszko
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY
| | - Anil K. Malhotra
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY
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83
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Lee NC, de Groot RHM, Boschloo A, Dekker S, Krabbendam L, Jolles J. Age and educational track influence adolescent discounting of delayed rewards. Front Psychol 2013; 4:993. [PMID: 24421778 PMCID: PMC3872775 DOI: 10.3389/fpsyg.2013.00993] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Accepted: 12/11/2013] [Indexed: 11/15/2022] Open
Abstract
This study examined age-related changes in a specific aspect of adolescent decision-making, namely the preference for future versus immediate outcomes. A sample of 622 Dutch adolescents aged 12–17 years completed a temporal discounting task. Participants were asked to choose between a delayed reward of €50 or an immediate reward of lower value. The delay interval was varied in three blocks (1 week, 1 month, 6 months). Results showed that preferences for large delayed rewards over smaller immediate rewards increased with age: late adolescents made more long-term decisions than early adolescents. This change was related to educational track. In the lower educational track, an age-related decrease in discounting was found for all three delay intervals. In the higher educational track this decrease only occurred for the 6 month delay interval. However, across all delay intervals enrolment in a higher level educational track was associated with an increased preference for long-term rewards. These results suggest that late adolescents are less susceptible than early adolescents to the competing presence of an immediate reward when making long-term decisions, a skill which becomes increasingly important as they transition into adulthood.
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Affiliation(s)
- Nikki C Lee
- Department of Educational Neuroscience and LEARN! Research Institute, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands ; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Maastricht, Netherlands
| | - Renate H M de Groot
- Department of Educational Neuroscience and LEARN! Research Institute, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands ; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Maastricht, Netherlands ; Centre for Learning Sciences and Technologies, Open University Heerlen, Netherlands
| | - Annemarie Boschloo
- Department of Educational Neuroscience and LEARN! Research Institute, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
| | - Sanne Dekker
- Department of Educational Neuroscience and LEARN! Research Institute, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
| | - Lydia Krabbendam
- Department of Educational Neuroscience and LEARN! Research Institute, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
| | - Jelle Jolles
- Department of Educational Neuroscience and LEARN! Research Institute, Faculty of Psychology and Education, VU University Amsterdam Amsterdam, Netherlands
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84
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Torgerson CM, Irimia A, Leow AD, Bartzokis G, Moody TD, Jennings RG, Alger JR, Van Horn JD, Altshuler LL. DTI tractography and white matter fiber tract characteristics in euthymic bipolar I patients and healthy control subjects. Brain Imaging Behav 2013; 7:129-39. [PMID: 23070746 DOI: 10.1007/s11682-012-9202-3] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
With the introduction of diffusion tensor imaging (DTI), structural differences in white matter (WM) architecture between psychiatric populations and healthy controls can be systematically observed and measured. In particular, DTI-tractography can be used to assess WM characteristics over the entire extent of WM tracts and aggregated fiber bundles. Using 64-direction DTI scanning in 27 participants with bipolar disorder (BD) and 26 age-and-gender-matched healthy control subjects, we compared relative length, density, and fractional anisotrophy (FA) of WM tracts involved in emotion regulation or theorized to be important neural components in BD neuropathology. We interactively isolated 22 known white matter tracts using region-of-interest placement (TrackVis software program) and then computed relative tract length, density, and integrity. BD subjects demonstrated significantly shorter WM tracts in the genu, body and splenium of the corpus callosum compared to healthy controls. Additionally, bipolar subjects exhibited reduced fiber density in the genu and body of the corpus callosum, and in the inferior longitudinal fasciculus bilaterally. In the left uncinate fasciculus, however, BD subjects exhibited significantly greater fiber density than healthy controls. There were no significant differences between groups in WM tract FA for those tracts that began and ended in the brain. The significance of differences in tract length and fiber density in BD is discussed.
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Affiliation(s)
- Carinna M Torgerson
- Laboratory of Neuro Imaging LONI, Department of Neurology, David Geffen School of Medicine, University of California Los Angeles, 635 Charles E. Young Dr. S, Los Angeles, CA 90095, USA.
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85
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Johnson EL, Munro SE, Bunge SA. Development of Neural Networks Supporting Goal-Directed Behavior. MINNESOTA SYMPOSIA ON CHILD PSYCHOLOGY 2013. [DOI: 10.1002/9781118732373.ch2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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86
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Menary K, Collins PF, Porter JN, Muetzel R, Olson EA, Kumar V, Steinbach M, Lim KO, Luciana M. Associations between cortical thickness and general intelligence in children, adolescents and young adults. INTELLIGENCE 2013; 41:597-606. [PMID: 24744452 DOI: 10.1016/j.intell.2013.07.010] [Citation(s) in RCA: 74] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Neuroimaging research indicates that human intellectual ability is related to brain structure including the thickness of the cerebral cortex. Most studies indicate that general intelligence is positively associated with cortical thickness in areas of association cortex distributed throughout both brain hemispheres. In this study, we performed a cortical thickness mapping analysis on data from 182 healthy typically developing males and females ages 9 to 24 years to identify correlates of general intelligence (g) scores. To determine if these correlates also mediate associations of specific cognitive abilities with cortical thickness, we regressed specific cognitive test scores on g scores and analyzed the residuals with respect to cortical thickness. The effect of age on the association between cortical thickness and intelligence was examined. We found a widely distributed pattern of positive associations between cortical thickness and g scores, as derived from the first unrotated principal factor of a factor analysis of Wechsler Abbreviated Scale of Intelligence (WASI) subtest scores. After WASI specific cognitive subtest scores were regressed on g factor scores, the residual score variances did not correlate significantly with cortical thickness in the full sample with age covaried. When participants were grouped at the age median, significant positive associations of cortical thickness were obtained in the older group for g-residualized scores on Block Design (a measure of visual-motor integrative processing) while significant negative associations of cortical thickness were observed in the younger group for g-residualized Vocabulary scores. These results regarding correlates of general intelligence are concordant with the existing literature, while the findings from younger versus older subgroups have implications for future research on brain structural correlates of specific cognitive abilities, as well as the cognitive domain specificity of behavioral performance correlates of normative gray matter thinning during adolescence.
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Affiliation(s)
- Kyle Menary
- Department of Psychology, University of Minnesota, Minneapolis MN 55455
| | - Paul F Collins
- Department of Psychology, University of Minnesota, Minneapolis MN 55455 ; Center for Neurobehavioral Development, University of Minnesota, Minneapolis MN 55455
| | - James N Porter
- Department of Psychology, University of Minnesota, Minneapolis MN 55455 ; Center for Neurobehavioral Development, University of Minnesota, Minneapolis MN 55455
| | - Ryan Muetzel
- Department of Psychology, University of Minnesota, Minneapolis MN 55455 ; Department of Child and Adolescent Psychiatry, Erasmus MC-Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Elizabeth A Olson
- Department of Psychology, University of Minnesota, Minneapolis MN 55455 ; Center for Neurobehavioral Development, University of Minnesota, Minneapolis MN 55455
| | - Vipin Kumar
- Department of Computer Science, University of Minnesota, Minneapolis MN 55455
| | - Michael Steinbach
- Department of Computer Science, University of Minnesota, Minneapolis MN 55455
| | - Kelvin O Lim
- Department of Psychiatry, University of Minnesota, Minneapolis MN 55455 ; Center for Neurobehavioral Development, University of Minnesota, Minneapolis MN 55455
| | - Monica Luciana
- Department of Psychology, University of Minnesota, Minneapolis MN 55455 ; Center for Neurobehavioral Development, University of Minnesota, Minneapolis MN 55455
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87
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Scheres A, de Water E, Mies GW. The neural correlates of temporal reward discounting. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2013; 4:523-545. [PMID: 26304244 DOI: 10.1002/wcs.1246] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Anouk Scheres
- Developmental Psychology; Behavioural Science Institute, Radboud University; Nijmegen The Netherlands
| | - Erik de Water
- Developmental Psychology; Behavioural Science Institute, Radboud University; Nijmegen The Netherlands
| | - Gabry W. Mies
- Developmental Psychology; Behavioural Science Institute, Radboud University; Nijmegen The Netherlands
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88
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Stanger C, Elton A, Ryan SR, James GA, Budney AJ, Kilts CD. Neuroeconomics and adolescent substance abuse: individual differences in neural networks and delay discounting. J Am Acad Child Adolesc Psychiatry 2013; 52:747-755.e6. [PMID: 23800488 PMCID: PMC3712894 DOI: 10.1016/j.jaac.2013.04.013] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2012] [Revised: 04/04/2013] [Accepted: 04/23/2013] [Indexed: 11/29/2022]
Abstract
OBJECTIVE Many adolescents with substance use problems show poor response to evidence-based treatments. Treatment outcome has been associated with individual differences in impulsive decision making as reflected by delay discounting (DD) rates (preference for immediate rewards). Adolescents with higher rates of DD were expected to show greater neural activation in brain regions mediating impulsive/habitual behavioral choices and less activation in regions mediating reflective/executive behavioral choices. METHOD Thirty adolescents being treated for substance abuse completed a DD task optimized to balance choices of immediate versus delayed rewards, and a control condition accounted for activation during magnitude valuation. A group independent component analysis on functional magnetic resonance imaging time courses identified neural networks engaged during DD. Network activity was correlated with individual differences in discounting rate. RESULTS Higher discounting rates were associated with diminished engagement of an executive attention control network involving the dorsolateral prefrontal cortex, dorsomedial prefrontal cortex, inferior parietal cortex, cingulate cortex, and precuneus. Higher discounting rates also were associated with less deactivation in a "bottom-up" reward valuation network involving the amygdala, hippocampus, insula, and ventromedial prefrontal cortex. These 2 networks were significantly negatively correlated. CONCLUSIONS Results support relations between competing executive and reward valuation neural networks and temporal decision making, an important, potentially modifiable risk factor relevant for the prevention and treatment of adolescent substance abuse. Clinical trial registration information-The Neuroeconomics of Behavioral Therapies for Adolescent Substance Abuse, http://clinicaltrials.gov/, NCT01093898.
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Affiliation(s)
- Catherine Stanger
- Department of PsychiatryGeisel School of Medicine at Dartmouth, Lebanon, NH 03756, USA.
| | | | - Stacy R. Ryan
- University of Texas Health Science Center at San Antonio
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89
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Seghete KLM, Herting MM, Nagel BJ. White matter microstructure correlates of inhibition and task-switching in adolescents. Brain Res 2013; 1527:15-28. [PMID: 23811486 DOI: 10.1016/j.brainres.2013.06.003] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2013] [Revised: 05/22/2013] [Accepted: 06/02/2013] [Indexed: 11/15/2022]
Abstract
Although protracted prefrontal gray matter development is associated with concomitant executive function (EF) development in adolescents, few studies have explored the relationship between white matter and EF. This study examined the relationship between white matter microstructure and two aspects of EF, inhibition and task-switching, in a sample of 84 adolescents using diffusion tensor imaging (DTI). Tract-Based Spatial Statistics (TBSS) were used to examine fractional anisotropy (FA) and mean diffusivity (MD). Adolescents completed the Color-Word Interference task from the Delis-Kaplan Executive Function System, a clinical version of the Stroop task. Inhibition and task-switching performance were group normalized and measured using both reaction time and errors. Performance and the interaction of age and performance were regressed on FA and MD white matter skeletons, controlling for age and IQ, separately for inhibition and task-switching. Follow up analyses examined the relative contributions of axial and radial diffusivities. Greater FA in the anterior corona radiata (ACR) was associated with better inhibition, independent of age. Greater FA in the SCR and precentral gyrus white matter were associated with better task-switching, regardless of age, whereas an association between FA in the ACR and task-switching was dependent on age. There were no significant associations between MD and performance. Results suggest better inhibition and task-switching are associated with greater integrity of white matter microstructure in regions supporting cross-cortical and cortical-subcortical connections stemming from the prefrontal cortex. These findings are consistent with functional studies of cognitive control and models of EF that propose separate, yet related, latent factors.
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Affiliation(s)
- Kristen L Mackiewicz Seghete
- Department of Behavioral Neuroscience, Oregon Health & Science University, 3181 SW Sam Jackson Park Road, L470, Portland, OR 97239, USA.
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90
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Stanger C, Budney AJ, Bickel WK. A developmental perspective on neuroeconomic mechanisms of contingency management. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2013; 27:403-15. [PMID: 22663343 PMCID: PMC3443497 DOI: 10.1037/a0028748] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This paper provides a developmental overview of relevant theory and research on delay discounting and neuroeconomics, and their implications for contingency management (CM) approaches to treatment. Recent advances in the neuroscience of decision making have the potential to inform treatment development for adolescent substance use in general, and CM treatments in particular. CM interventions may be informed by research on delay discounting, a type of decision making that reflects how individuals value immediate versus delayed rewards. Delay discounting reliably distinguishes substance abusers from nonabusers and is a significant predictor of individual differences in response to substance use treatments. Discounting may also be important in predicting response to CM, as CM attempts to directly influence this decision-making process, shifting the preference from the immediate rewards of use to delayed rewards for choosing not to use. Multiple neural processes underlie decision making, and those processes have implications for adolescent substance abuse. There are significant neurodevelopmental processes that differentiate adolescents from adults. These processes are implicated in delay discounting, suggesting that adolescence may reflect a period of plasticity in temporal decision making. Understanding the neural mechanisms of delay discounting has led to promising working memory interventions directly targeting the executive functions that underlie individual choices. These interventions may be particularly helpful in combination with CM interventions that offer immediate rewards for brief periods of abstinence, and may show particular benefit in adolescence due to the heightened neural plasticity of systems that underlie temporal discounting in adolescence.
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Affiliation(s)
- Catherine Stanger
- Department of Psychiatry, Geisel School of Medicine at Dartmouth, Lebanon, NH 03756, USA.
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91
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Villemure C, Ceko M, Cotton VA, Bushnell MC. Insular cortex mediates increased pain tolerance in yoga practitioners. Cereb Cortex 2013; 24:2732-40. [PMID: 23696275 DOI: 10.1093/cercor/bht124] [Citation(s) in RCA: 92] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
Abstract
Yoga, an increasingly popular discipline among Westerners, is frequently used to improve painful conditions. We investigated possible neuroanatomical underpinnings of the beneficial effects of yoga using sensory testing and magnetic resonance imaging techniques. North American yogis tolerated pain more than twice as long as individually matched controls and had more gray matter (GM) in multiple brain regions. Across subjects, insular GM uniquely correlated with pain tolerance. Insular GM volume in yogis positively correlated with yoga experience, suggesting a causal relationship between yoga and insular size. Yogis also had increased left intrainsular white matter integrity, consistent with a strengthened insular integration of nociceptive input and parasympathetic autonomic regulation. Yogis, as opposed to controls, used cognitive strategies involving parasympathetic activation and interoceptive awareness to tolerate pain, which could have led to use-dependent hypertrophy of insular cortex. Together, these findings suggest that regular and long-term yoga practice improves pain tolerance in typical North Americans by teaching different ways to deal with sensory inputs and the potential emotional reactions attached to those inputs leading to a change in insular brain anatomy and connectivity.
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Affiliation(s)
- Chantal Villemure
- Alan Edwards Centre for Research on Pain, National Center for Complementary and Alternative Medicine (NCCAM), National Institutes of Health, Bethesda, MD 20892, USA
| | - Marta Ceko
- Alan Edwards Centre for Research on Pain, Integrated Program in Neuroscience, McGill University, Montreal, Canada and National Center for Complementary and Alternative Medicine (NCCAM), National Institutes of Health, Bethesda, MD 20892, USA
| | | | - M Catherine Bushnell
- Alan Edwards Centre for Research on Pain, Faculty of Dentistry, Department of Anesthesiology, Department of Neurology and Neurosurgery, Faculty of Medicine, Integrated Program in Neuroscience, McGill University, Montreal, Canada and National Center for Complementary and Alternative Medicine (NCCAM), National Institutes of Health, Bethesda, MD 20892, USA
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92
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Mettler LN, Shott ME, Pryor T, Yang TT, Frank GK. White matter integrity is reduced in bulimia nervosa. Int J Eat Disord 2013; 46:264-73. [PMID: 23354827 PMCID: PMC3722416 DOI: 10.1002/eat.22083] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/19/2012] [Indexed: 01/01/2023]
Abstract
OBJECTIVE To investigate brain white matter (WM) functionality in bulimia nervosa (BN) in relation to anxiety. METHOD Twenty-one control women (CW, mean age 27 ± 7 years) and 20 BN women (mean age 25 ± 5 years) underwent brain diffusion tensor imaging to measure fractional anisotropy (FA; an indication of WM axon integrity) and the apparent diffusion coefficient (ADC; reflecting WM cell damage). RESULTS FA was decreased in BN in the bilateral corona radiata extending into the posterior limb of the internal capsule, the corpus callosum, the right sub-insular WM, and right fornix. In CW but not BN, trait anxiety correlated negatively with fornix, corpus callosum, and left corona radiata FA. ADC was increased in BN compared with CW in the bilateral corona radiata, corpus callosum, inferior fronto-occipital, and uncinate fasciculus. Alterations in BN WM functionality were not due to structural brain alterations. DISCUSSION WM integrity is disturbed in BN, especially in the corona radiata, which has been associated with taste and brain reward processing. Whether this is a premorbid condition or an effect from the illness is yet uncertain. The relationships between WM FA and trait anxiety in CW but not BN may suggest that altered WM functionality contributes to high anxious traits in BN.
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Affiliation(s)
- Lisa N. Mettler
- University of Colorado School of Medicine, Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Megan E. Shott
- University of Colorado School of Medicine, Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | | | - Tony T. Yang
- Department of Psychiatry, Division of Child and Adolescent Psychiatry, University of California, San Francisco, CA, USA,Department of Psychiatry, Division of Child and Adolescent Psychiatry, University of California, San Diego, CA, USA
| | - Guido K.W. Frank
- University of Colorado School of Medicine, Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA,Neuroscience Program, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
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Muetzel RL, Marjańska M, Collins PF, Becker MP, Valabrègue R, Auerbach EJ, Lim KO, Luciana M. In vivo 1H magnetic resonance spectroscopy in young-adult daily marijuana users. NEUROIMAGE-CLINICAL 2013; 2:581-589. [PMID: 23956957 PMCID: PMC3743264 DOI: 10.1016/j.nicl.2013.04.011] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
To date, there has been little work describing the neurochemical profile of young, heavy marijuana users. In this study, we examined 27 young-adult marijuana users and 26 healthy controls using single-voxel magnetic resonance spectroscopy on a 3 T scanner. The voxel was placed in the dorsal striatum, and estimated concentrations of glutamate + glutamine, myo-inositol, taurine + glucose, total choline and total N-acetylaspartate were examined between groups. There were no overall group effects, but two metabolites showed group by sex interactions. Lower levels of glutamate + glutamine (scaled to total creatine) were observed in female, but not male, marijuana users compared to controls. Higher levels of myo-inositol were observed in female users compared to female non-users and to males in both groups. Findings are discussed in relation to patterns of corticostriatal connectivity and function, in the context of marijuana abuse. The neurochemical profile of the basal ganglia was examined in young marijuana users. Glutamate/glutamine levels were lower in female users versus male users and controls. Higher myo-inositol levels were observed in female users as compared to other groups. Neurochemical impacts of marijuana may be particularly pronounced in females.
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Affiliation(s)
- Ryan L Muetzel
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
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Luciana M, Collins PF. Incentive Motivation, Cognitive Control, and the Adolescent Brain: Is It Time for a Paradigm Shift? CHILD DEVELOPMENT PERSPECTIVES 2012; 6:392-399. [PMID: 23543860 PMCID: PMC3607661 DOI: 10.1111/j.1750-8606.2012.00252.x] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
It can be argued that adolescents' decision making is biased more by motivational factors than by cognitively driven calculations of outcome probabilities. Brain-based models, derived from structural and functional neuroimaging perspectives to account for this bias, have focused on purported differences in rates of development of motivational and regulatory-control systems. This article proposes a neurochemically based framework for understanding adolescents' behavioral biases_and suggests that there should be an increased focus on the dopaminergic substrates of incentive motivation, which increases into adolescence and decreases thereafter. The article also discusses the manner in which this increase interacts with executive control systems in affecting self-regulation.
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95
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Lee NC, Krabbendam L, Dekker S, Boschloo A, de Groot RH, Jolles J. Academic motivation mediates the influence of temporal discounting on academic achievement during adolescence. Trends Neurosci Educ 2012. [DOI: 10.1016/j.tine.2012.07.001] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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96
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Abstract
Self-regulation refers to the ability to control behavior, cognition, and emotions, and self-regulation failure is related to a range of neuropsychiatric problems. It is poorly understood how structural maturation of the brain brings about the gradual improvement in self-regulation during childhood. In a large-scale multicenter effort, 735 children (4-21 y) underwent structural MRI for quantification of cortical thickness and surface area and diffusion tensor imaging for quantification of the quality of major fiber connections. Brain development was related to a standardized measure of cognitive control (the flanker task from the National Institutes of Health Toolbox), a critical component of self-regulation. Ability to inhibit responses and impose cognitive control increased rapidly during preteen years. Surface area of the anterior cingulate cortex accounted for a significant proportion of the variance in cognitive performance. This finding is intriguing, because characteristics of the anterior cingulum are shown to be related to impulse, attention, and executive problems in neurodevelopmental disorders, indicating a neural foundation for self-regulation abilities along a continuum from normality to pathology. The relationship was strongest in the younger children. Properties of large-fiber connections added to the picture by explaining additional variance in cognitive control. Although cognitive control was related to surface area of the anterior cingulate independently of basic processes of mental speed, the relationship between white matter quality and cognitive control could be fully accounted for by speed. The results underscore the need for integration of different aspects of brain maturation to understand the foundations of cognitive development.
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97
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Droit-Volet S. Time perception in children: a neurodevelopmental approach. Neuropsychologia 2012; 51:220-34. [PMID: 22999968 DOI: 10.1016/j.neuropsychologia.2012.09.023] [Citation(s) in RCA: 97] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2012] [Revised: 08/31/2012] [Accepted: 09/13/2012] [Indexed: 11/15/2022]
Abstract
In this review, we discuss behavioral studies on time perception in healthy children that suggest the existence of a primitive "sense" of time in infants as well as research that has revealed the changes in time judgments that occur throughout childhood. Moreover, a distinction is made between implicit and explicit time judgments in order to take account of the different types of temporal judgments that emerge across ages. On the basis of both the neurobiological model of the internal clock proposed by Matell and Meck (2000), and of results of imaging studies in human adults, we then try to identify which of the neural structures underlying this primitive sense of time mature faster and which mature more slowly in order to explain the age-related variance in time judgments. To this end, we also present the small number of timing studies conducted among typically and non-typically developing children that have used functional magnetic resonance imaging (fMRI) as well as those that have assessed the cognitive capacities of such children on the basis of various neuropsychological tests.
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Affiliation(s)
- Sylvie Droit-Volet
- Laboratoire de Psychologie Sociale et Cognitive (CNRS, UMR 6024), Université Blaise Pascal, 34 avenue Carnot, 63000 Clermont-Ferrand, France.
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98
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Age-dependent visuomotor performance and white matter structure: a DTI study. Brain Struct Funct 2012; 218:1075-84. [PMID: 23011684 DOI: 10.1007/s00429-012-0447-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2012] [Accepted: 07/18/2012] [Indexed: 10/28/2022]
Abstract
The Trail Making Test (TMT), which assesses motor performance, selective attention, working memory and cognitive flexibility is highly sensitive to age-related performance differences. However, the structural basis of this age-performance association is largely unknown. This DTI study examined the influence of white matter characteristics on the association between TMT performance (i.e., speed of processing) and age in a sample of 86 healthy, middle-aged subjects (mean age 27.9 years, range 18-55). Voxel-wise correlation yielded a significant negative association between FA in the body of the corpus callosum (CC) and TMT-A performance (i.e., time taken to complete the test). There was also a significant association between age and TMT-A performance. However, this association between age and TMT-A performance was neither mediated nor moderated by FA in the CC. Results suggest that fast motor performance is strongly dependent on individual white matter characteristics of the CC. This indicates that interindividual variations in white matter of the CC known to be relevant for interhemispheric motor signal transduction critically influence speed of motor processing. However, these interindividual variations do not explain the observed association between age and TMT performance.
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99
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Walhovd KB, Watts R, Amlien I, Woodward LJ. Neural tract development of infants born to methadone-maintained mothers. Pediatr Neurol 2012; 47:1-6. [PMID: 22704008 DOI: 10.1016/j.pediatrneurol.2012.04.008] [Citation(s) in RCA: 82] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2011] [Accepted: 04/11/2012] [Indexed: 11/24/2022]
Abstract
The early cerebral connective tract development of infants born to methadone-maintained mothers and comparison infants was examined using diffusion tensor imaging. Drawing on animal models, we hypothesized higher mean diffusivity in methadone-exposed infants, corresponding to the delayed or altered maturation of neural connective tracts. Thirteen methadone-exposed infants and seven comparison infants were scanned within 13-44 days after birth. Mean diffusivity was compared across groups voxelwise throughout a common white matter skeleton defined for the sample, and in probabilistically defined tracts of interest overlapping the skeleton, i.e., the superior and inferior longitudinal fasciculi. Higher mean diffusivity (P < 0.05) in methadone-exposed infants was evident in the superior longitudinal fasciculus regionally by voxelwise analysis and whole-tract analysis. These results are preliminary, given the small sample. However, all observed effects were in the hypothesized direction, with methadone-exposed infants exhibiting higher mean diffusivity, suggesting altered maturation of connective tracts. Such differences may underlie some of the increased risk for cognitive and behavioral difficulties in children born to mothers using opioids. These findings highlight the need for further assessments of the effects of prenatal methadone exposure on neural development.
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Affiliation(s)
- Kristine B Walhovd
- Center for the Study of Human Cognition, Department of Psychology, University of Oslo, Oslo, Norway.
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100
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Peper JS, Mandl RCW, Braams BR, de Water E, Heijboer AC, Koolschijn PCMP, Crone EA. Delay discounting and frontostriatal fiber tracts: a combined DTI and MTR study on impulsive choices in healthy young adults. Cereb Cortex 2012; 23:1695-702. [PMID: 22693341 PMCID: PMC3673180 DOI: 10.1093/cercor/bhs163] [Citation(s) in RCA: 111] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Delay discounting, a measure of impulsive choice, has been associated with decreased control of the prefrontal cortex over striatum responses. The anatomical connectivity between both brain regions in delaying gratification remains unknown. Here, we investigate whether the quality of frontostriatal (FS) white matter tracts can predict individual differences in delay-discounting behavior. We use tract-based diffusion tensor imaging and magnetization transfer imaging to measure the microstructural properties of FS fiber tracts in 40 healthy young adults (from 18 to 25 years). We additionally explored whether internal sex hormone levels affect the integrity of FS tracts, based on the hypothesis that sex hormones modulate axonal density within prefrontal dopaminergic circuits. We calculated fractional anisotropy (FA), mean diffusivity (MD), longitudinal diffusivity, radial diffusivity (RD), and magnetization transfer ratio (MTR), a putative measure of myelination, for the FS tract. Results showed that lower integrity within the FS tract (higher MD and RD and lower FA), predicts faster discounting in both sexes. MTR was unrelated to delay-discounting performance. In addition, testosterone levels in males were associated with a lower integrity (higher RD) within the FS tract. Our study provides support for the hypothesis that enhanced structural integrity of white matter fiber bundles between prefrontal and striatal brain areas is associated with better impulse control.
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Affiliation(s)
- Jiska S Peper
- Institute of Psychology, Brain and Development Laboratory, Leiden University, Leiden, The Netherlands.
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