Abstract
Trait positive affect (PA) in childhood confers both risk and resilience to psychological and behavioral difficulties in adolescence, although explanations for this association are lacking. Neurodevelopment in key areas associated with positive affect is ongoing throughout adolescence, and is likely to be related to the increased incidence of disorders of positive affect during this period of development. The aim of this study was to prospectively explore the relationship between trait indices of PA and brain development in subcortical reward regions during early to mid-adolescence in a community sample of adolescents. A total of 89 (46 male, 43 female) adolescents participated in magnetic resonance imaging assessments during both early and mid-adolescence (mean age at baseline = 12.6 years, SD = 0.45; mean follow-up period = 3.78 years, SD = 0.21) and also completed self-report measures of trait positive and negative affect (at baseline). To examine the specificity of these effects, the relation between negative affect and brain development was also examined. The degree of volume reduction in the right caudate over time was predicted by PA. Independent of time, larger hippocampal volumes were associated with higher PA, and negative affect was associated with smaller left amygdala volume. The moderating effect of negative affect on the development of the left caudate varied as a function of lifetime psychiatric history. These findings suggest that early to mid-adolescence is an important period whereby neurodevelopmental processes may underlie key phenotypes conferring both risk and resilience for emotional and behavioral difficulties later in life.
Similar content being viewed by others
References
Adcock, R. A., Thangavel, A., Whitfield-Gabrieli, S., Knutson, B., & Gabrieli, J. D. E. (2006). Reward-motivated learning: Mesolimbic activation precedes memory formation. Neuron, 50, 507–517.
Adinoff, B. (2004). Neurobiologic processes in drug reward and addiction. Harvard Review of Psychiatry, 12, 305–320.
Aharon, I., Etcoff, N., Ariely, D., Chabris, C. F., O’Connor, E., & Breiter, H. C. (2001). Beautiful faces have variable reward value: fMRI and behavioral evidence. Neuron, 32, 537–551.
Aldridge, J. W., & Berridge, K. C. (2010). Neural coding of pleasure: “Rose-tinted glasses” of the ventral pallidum. In M. L. Kringelbach & K. C. Berridge (Eds.), Pleasures of the brain (pp. 62–73). New York, NY: Oxford University Press.
Armitage, P., Berry, G., & Matthews, J. N. S. (2002). Statistical methods in medical research (4th ed.). Oxford, UK: Blackwell Science Ltd.
Australian Bureau of Statistics. (2011). Socioeconomic indexes for areas. Retrieved 22 August, 2011, from www.abs.gov.au/ausstats/abs@.nsf/mf/2039.0/
Babalola, K. O., Patenaude, B., Aljabar, P., Schnabel, J., Kennedy, D., Crum, W., & Rueckert, D. (2009). An evaluation of four automatic methods of segmenting the subcortical structures in the brain. NeuroImage, 49, 1435–1447. doi:10.1016/j.neuroimage.2009.05.029
Balleine, B. W., Delgado, M. R., & Hikosaka, O. (2007). The role of the dorsal striatum in reward and decision-making. Journal of Neuroscience, 27, 8161–8165. doi:10.1523/jneurosci.1554-07.2007
Balu, D. T., & Lucki, I. (2009). Adult hippocampal neurogenesis: Regulation, functional implications, and contribution to disease pathology. Neuroscience & Biobehavioral Reviews, 33, 232–252. doi:10.1016/j.neubiorev.2008.08.007
Baxter, M. G., & Murray, E. A. (2002). The amygdala and reward. Nature Reviews Neuroscience, 3, 563–573. doi:10.1038/nrn875
Bechara, A., Damasio, H., Damasio, A. R., & Lee, G. P. (1999). Different contributions of the human amygdala and ventromedial prefrontal cortex to decision-making. Journal of Neuroscience, 19, 5473–5481.
Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society: Series B, 57, 289–300.
Benjamini, Y., & Yekutieli, D. (2001). The control of false discovery rate under dependency. Annals of Statistics, 29, 1165–1188.
Berridge, K. C. (2003). Pleasures of the brain. Brain and Cognition, 52, 106–128.
Berridge, K. C., & Kringelbach, M. L. (2008). Affective neuroscience of pleasure: Reward in humans and animals. Psychopharmacology, 199, 457–480.
Berridge, K. C., Robinson, T. E., & Aldridge, J. W. (2009). Dissecting components of reward: “Liking”, “wanting”, and learning. Current Opinion in Pharmacology, 9, 65–73.
Blood, A., & Zatorre, R. (2001). Intensely pleasurable responses to music correlate with activity in brain regions implicated in reward and emotion. Proceedings of the National Academy of Sciences, 98, 11818–11823.
Boccardi, M., Frisoni, G. B., Hare, R. D., Cavedo, E., Najt, P., Pievani, M., . . . Tiihonen, J. (2011). Cortex and amygdala morphology in psychopathy. Psychiatry Research—Neuroimaging, 193, 85–92. doi:10.1016/j.pscychresns.2010.12.013
Bora, E., Harrison, B. J., Davey, C. G., Yücel, M., & Pantelis, C. (2012). Meta-analysis of volumetric abnormalities in cortico-striatal-pallidal-thalamic circuits in major depressive disorder. Psychological Medicine, 42, 671–681. doi:10.1017/S0033291711001668
Boyes, R. G., Gunter, J. L., Frost, C., Janke, A. L., Yeatman, T., Hill, D. L. G., … ADNI Study. (2008). Intensity non-uniformity correction using N3 on 3-T scanners with multichannel phased array coils. NeuroImage, 39, 1752–1762. doi:10.1016/j.neuroimage.2007.10.026
Breiter, H. C., Gollub, R. L., Weisskoff, R. M., Kennedy, D. N., Makris, N., Berke, J. D., & Hyman, S. E. (1997). Acute effects of cocaine on human brain activity and emotion. Neuron, 19, 591–611.
Bryant, F. (2003). Savoring Beliefs Inventory (SBI): A scale for measuring beliefs about savouring. Journal of Mental Health, 12, 175–196. doi:10.1080/0963823031000103489
Calder, A. J., Lawrence, A. D., & Young, A. W. (2001). Neuropsychology of fear and loathing. Nature Reviews Neuroscience, 2, 352–363.
Carver, C. S., & White, T. L. (1994). Behavioral inhibition, behavioral activation, and affective responses to impending reward and punishment: The BIS/BAS Scales. Journal of Personality and Social Psychology, 67, 319–333. doi:10.1037/0022-3514.67.2.319
Chambers, R. A., Taylor, J. R., & Potenza, M. N. (2003). Developmental neurocircuitry of motivation in adolescence: A critical period of addiction vulnerability. American Journal of Psychiatry, 160, 1041–1052. doi:10.1176/appi.ajp.160.6.1041
Churchwell, J. C., Carey, P. D., Ferrett, H. L., Stein, D. J., & Yurgelun-Todd, D. A. (2012). Abnormal striatal circuitry and intensified novelty seeking among adolescents who abuse methamphetamine and cannabis. Developmental Neuroscience, 34, 310–317.
Clarkson, M. J., Ourselin, S., Nielsen, C., Leung, K. K., Barnes, J., Whitwell, J. L., … Alzheimer’s Disease Neuroimaging Initiative. (2009). Comparison of phantom and registration scaling corrections using the ADNI cohort. NeuroImage, 47, 1506–1513. doi:10.1016/j.neuroimage.2009.05.045
Cohen, M. X., Young, J., Baek, J.-M., Kessler, C., & Ranganath, C. (2005). Individual differences in extraversion and dopamine genetics predict neural reward responses. Cognitive Brain Research, 25, 851–861. doi:10.1016/j.cogbrainres.2005.09.018
Colder, C., & Chassin, L. (1997). Affectivity and impulsivity: Temperament risk for adolescent alcohol involvement. Psychology of Addictive Behaviors, 11, 83–97.
Crawford, J. R., & Henry, J. D. (2004). The positive and negative affect schedule (PANAS): Construct validity, measurement properties and normative data in a large non-clinical sample. British Journal of Clinical Psychology, 43, 245–265.
Dale, A. M., Fischl, B., & Sereno, M. I. (1999). Cortical surface-based analysis: I. Segmentation and surface reconstruction. NeuroImage, 9, 179–194.
de la Fuente-Fernández, R., Phillips, A. G., Zamburlini, M., Sossi, V., Calne, D. B., Ruth, T. J., & Stoessl, A. J. (2002). Dopamine release in human ventral striatum and expectation of reward. Behavioural Brain Research, 136, 359–363.
Delgado, M. R. (2007). Reward-related responses in the human striatum. Annals of the New York Academy of Sciences, 1104, 70–88.
Delgado, M. R., Nystrom, L. E., Fissell, C., Noll, D. C., & Fiez, J. A. (2000). Tracking the hemodynamic responses to reward and punishment in the striatum. Journal of Neurophysiology, 84, 3072–3077.
Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society: Series B, 39, 1–38.
Dennison, M., Whittle, S., Yücel, M., Vijayakumar, N., Kline, A., Simmons, J., & Allen, N. B. (2013). Mapping subcortical brain maturation during adolescence: Evidence of hemisphere- and sex-specific longitudinal changes. Developmental Science, 16, 772–791. doi:10.1111/desc.12057
DeYoung, C. G., Hirsh, J. B., Shane, M. S., Papademetris, X., Rajeevan, N., & Gray, J. R. (2010). Testing predictions from personality neuroscience: Brain structure and the Big Five. Psychological Science, 21, 820–828. doi:10.1177/0956797610370159
Diamond, L., & Aspinwall, L. (2003). Emotion regulation across the life span: An integrative perspective emphasizing self-regulation, positive affect, and dyadic processes. Motivation and Emotion, 27, 125–156. doi:10.1023/a:1024521920068
Diggle, P., Heagerty, P., Liang, K., & Zeger, S. L. (2002). Analysis of longitudinal data (2nd ed.). Oxford, UK: Oxford University Press.
Doyon, W. M., Anders, S. K., Ramachandra, V. S., Czachowski, C. L., & Gonzales, R. A. (2005). Effect of operant self-administration of 10% ethanol plus 10% sucrose on dopamine and ethanol concentrations in the nucleus accumbens. Journal of Neurochemistry, 93, 1469–1481. doi:10.1111/j.1471-4159.2005.03137.x
Drevets, W. C., Gautier, C., Price, J. C., Kupfer, D. J., Kinahan, P. E., Grace, A. A., & Mathis, C. A. (2001). Amphetamine-induced dopamine release in human ventral striatum correlates with euphoria. Biological Psychiatry, 49, 81–96.
Ernst, M., & Fudge, J. L. (2009). A developmental neurobiological model of motivated behavior: Anatomy, connectivity and ontogeny of the triadic nodes. Neuroscience & Biobehavioral Reviews, 33, 367–382.
Ersche, K. D., Barnes, A., Jones, P. S., Morein-Zamir, S., Robbins, T. W., & Bullmore, E. T. (2011). Abnormal structure of frontostriatal brain systems is associated with aspects of impulsivity and compulsivity in cocaine dependence. Brain, 134, 2013–2024. doi:10.1093/brain/awr138
Ersche, K. D., Jones, P. S., Williams, G. B., Turton, A. J., Robbins, T. W., & Bullmore, E. T. (2012). Abnormal brain structure implicated in stimulant drug addiction. Science, 335, 601–604. doi:10.1126/science.1214463
Fischl, B., Salat, D. H., Busa, E., Albert, M., Dieterich, M., Haselgrove, C., & Dale, A. M. (2002). Whole brain segmentation: Automated labeling of neuroanatomical structures in the human brain. Neuron, 33, 341–355.
Fischl, B., Sereno, M. I., & Dale, A. M. (1999). Cortical surface-based analysis: II. Inflation, flattening, and a surface-based coordinate system. NeuroImage, 9, 195–207.
Forbes, E. E., & Dahl, R. E. (2005). Neural systems of positive affect: Relevance to understanding child and adolescent depression? Development and Psychopathology, 17, 827–850. doi:10.1017/S095457940505039X
Forbes, E. E., Hariri, A. R., Martin, S. L., Silk, J. S., Moyles, D. L., Fisher, P. M., & Dahl, R. E. (2009). Altered striatal activation predicting real-world positive affect in adolescent major depressive disorder. American Journal of Psychiatry, 166, 64–73. doi:10.1176/appi.ajp.2008.07081336
Forbes, E. E., Ryan, N. D., Phillips, M. L., Manuck, S. B., Worthman, C. M., Moyles, D. L., & Dahl, R. E. (2010). Healthy adolescents’ neural response to reward: Associations with puberty, positive affect, and depressive symptoms. Journal of the American Academy of Child and Adolescent Psychiatry, 49, 162–172.
Frazier, J. A., Hodge, S. M., Breeze, J. L., Giuliano, A. J., Terry, J. E., Moore, C. M., & Makris, N. (2008). Diagnostic and sex effects on limbic volumes in early-onset bipolar disorder and schizophrenia. Schizophrenia Bulletin, 34, 37–46. doi:10.1093/schbul/sbm120
Gable, P. A., & Harmon-Jones, E. (2008). Approach-motivated positive affect reduces breadth of attention. Psychological Science, 19, 476–482. doi:10.1111/j.1467-9280.2008.02112.x
Gable, P. A., & Harmon-Jones, E. (2010). The effect of low versus high approach-motivated positive affect on memory for peripherally versus centrally presented information. Emotion, 10, 599–603. doi:10.1037/a0018426
Gilbert, K. E. (2012). The neglected role of positive emotion in adolescent psychopathology. Clinical Psychology Review, 32, 467–481.
Greenough, W. T., & Black, J. E. (2011). Induction of brain structure by experience: Substrates for cognitive development. In M. R. Gunnar & C. A. Nelson (Eds.), Developmental behavioral neuroscience: The Minnesota Symposia on Child Psychology (2nd ed., Vol. 24). New York, NY: Routledge.
Hamilton, J. P., Siemer, M., & Gotlib, I. H. (2008). Amygdala volume in major depressive disorder: A meta-analysis of magnetic resonance imaging studies. Molecular Psychiatry, 13, 993–1000.
Han, X., & Fischl, B. (2007). Atlas renormalization for improved brain MR image segmentation across scanner platforms. IEEE Transactions on Medical Imaging, 26, 479–486.
Han, X., Jovicich, J., Salat, D., van der Kouwe, A., Quinn, B., Czanner, S., & Fischl, B. (2006). Reliability of MRI-derived measurements of human cerebral cortical thickness: The effects of field strength, scanner upgrade and manufacturer. NeuroImage, 32, 180–194. doi:10.1016/j.neuroimage.2006.02.051
Harmon-Jones, E., & Gable, P. A. (2008). Incorporating motivational intensity and direction into the study of emotions: Implications for brain mechanisms of emotion and cognition–emotion interactions. Netherlands Journal of Psychology, 64, 132–142. doi:10.1007/bf03076416
Hatzigiakoumis, D. S., Martinotti, G., Giannantonio, M. D., & Janiri, L. (2011). Anhedonia and substance dependence: Clinical correlates and treatment options. Frontiers in Psychiatry, 2, 10. doi:10.3389/fpsyt.2011.00010
Heinz, A., Schmidt, L. G., & Reischies, F. M. (1994). Anhedonia in schizophrenic, depressed, or alcohol-dependent patients—Neurobiological correlates. Pharmacopsychiatry, 27(Supp. 1), 7–10. doi:10.1055/s-2007-1014317
Holmes, A. J., Lee, P. H., Hollinshead, M. O., Bakst, L., Roffman, J. L., Smoller, J. W., & Buckner, R. L. (2012). Individual differences in amygdala–medial prefrontal anatomy link negative affect, impaired social functioning, and polygenic depression risk. Journal of Neuroscience, 32, 18087–18100. doi:10.1523/jneurosci.2531-12.2012
Jack, C. R., Twomey, C. K., Zinsmeister, A. R., Sharbrough, F. W., Petersen, R. C., & Cascino, G. D. (1989). Anterior temporal lobes and hippocampal formations: Normative volumetric measurements from MR images in young adults. Radiology, 172, 549–554.
Jones, F. L., & McMillan, J. (2001). Scoring occupational categories for social research: A review of current practice, with Australian examples. Work, Employment & Society, 15, 539–563. doi:10.1177/09500170122119147
Jovicich, J., Czanner, S., Greve, D., Haley, E., van der Kouwe, A., Gollub, R., & Dale, A. (2006). Reliability in multi-site structural MRI studies: Effects of gradient non-linearity correction on phantom and human data. NeuroImage, 30, 436–443. doi:10.1016/j.neuroimage.2005.09.046
Kaufman, J., Birmaher, B., Brent, D., Rao, U., Flynn, C., Moreci, P., & Ryan, N. (1997). Schedule for affective disorders and schizophrenia for school-age children—present and lifetime version (K-SADS-PL): Initial reliability and validity data. Journal of the American Academy of Child and Adolescent Psychiatry, 36, 980–988.
Keedwell, P. A., Andrew, C., Williams, S. C. R., Brammer, M. J., & Phillips, M. L. (2005). The neural correlates of anhedonia in major depressive disorder. Biological Psychiatry, 58, 843–853.
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005). Lifetime prevalence and age-of-onset distributions of DSM-IV Disorders in the National Comorbidity Survey Replication. Archives of General Psychiatry, 62, 593–602. doi:10.1001/archpsyc.62.6.593
Kim, G., Walden, T., Harris, V., Karrass, J., & Catron, T. (2007). Positive emotion, negative emotion, and emotion control in the externalizing problems of school-aged children. Child Psychiatry and Human Development, 37, 221–239. doi:10.1007/s10578-006-0031-8
Klimstra, T. A., Hale, W. W., Raaijmakers, Q. A., Branje, S. J., & Meeus, W. H. (2009). Maturation of personality in adolescence. Journal of Personality and Social Psychology, 96, 898–912. doi:10.1037/a0014746
Knutson, B., Adams, C. M., Fong, G. W., & Hommer, D. (2001). Anticipation of increasing monetary reward selectively recruits nucleus accumbens. Journal of Neuroscience, 21, RC159.
Koepp, M. J., Gunn, R. N., Lawrence, A. D., Cunningham, V. J., Dagher, A., Jones, T., & Grasby, P. M. (1998). Evidence for striatal dopamine release during a video game. Nature, 393, 266–268.
Kringelbach, M. L., & Berridge, K. C. (2009). Toward a functional neuroanatomy of pleasure and happiness. Trends in Cognitive Sciences, 13, 479–487.
Kringelbach, M. L., & Berridge, K. C. (2010). Functional neuroanatomy of pleasure and happiness. Discovery Medicine, 9, 579–587.
Lane, R. D., Reiman, E. M., Bradley, M. M., Lang, P. J., Ahern, G. L., Davidson, R. J., & Schwartz, G. E. (1997). Neuroanatomical correlates of pleasant and unpleasant emotion. Neuropsychologia, 35, 1437–1444. doi:10.1016/S0028-3932(97)00070-5
Lee, L., & Robok, G. W. (2002). Anxiety and depression in children: A test of the positive-negative affect model. Journal of the American Academy of Child and Adolescent Psychiatry, 41, 419–426.
Lenroot, R. K., & Giedd, J. N. (2006). Brain development in children and adolescents: Insights from anatomical magnetic resonance imaging. Neuroscience & Biobehavioral Reviews, 30, 718–729.
Lenroot, R. K., Gogtay, N., Greenstein, D. K., Wells, E. M., Wallace, G. L., Clasen, L. S., & Giedd, J. N. (2007). Sexual dimorphism of brain developmental trajectories during childhood and adolescence. NeuroImage, 36, 1065–1073. doi:10.1016/j.neuroimage.2007.03.053
Leung, K. K., Clarkson, M. J., Bartlett, J. W., Clegg, S., Jack, C. R., Jr., Weiner, M. W., … Alzheimer’s Disease Neuroimaging Initiative. (2010). Robust atrophy rate measurement in Alzheimer’s disease using multi-site serial MRI: Tissue-specific intensity normalization and parameter selection. NeuroImage, 50, 516–523. doi:10.1016/j.neuroimage.2009.12.059
Little, R. J. A., & Rubin, D. B. (1987). Statistical analysis with missing data. New York, NY: Wiley.
Liu, Z., Richmond, B. J., Murray, E. A., Saunders, R. C., Steenrod, S., Stubblefield, B. K., … Ginns, E. I. (2004). DNA targeting of rhinal cortex D2 receptor protein reversibly blocks learning of cues that predict reward. Proceedings of the National Academy of Sciences, 101, 12336–12341. doi:10.1073/pnas.0403639101
Lonigan, C. J., Phillips, B. M., & Hooe, E. S. (2003). Relations of positive and negative affectivity to anxiety and depression in children: Evidence from a latent variable longitudinal study. Journal of Consulting and Clinical Psychology, 71, 465–481.
Lyubomirsky, S., King, L., & Diener, E. (2005). The benefits of frequent positive affect: Does happiness lead to success? Psychological Bulletin, 131, 803–855. doi:10.1037/0033-2909.131.6.803
Marchand, W. R., & Yurgelun-Todd, D. (2010). Striatal structure and function in mood disorders: A comprehensive review. Bipolar Disorders, 12, 764–785. doi:10.1111/j.1399-5618.2010.00874.x
McEwen, B. S. (1999). Stress and hippocampal plasticity. Annual Review of Neuroscience, 22, 105–122. doi:10.1146/annurev.neuro.22.1.105
Merikangas, K. R., He, J., Burstein, M., Swanson, S. A., Avenevoli, S., Cui, L., … Swendsen, J. (2010). Lifetime prevalence of mental disorders in U.S. adolescents: Results from the National Comorbidity Survey Replication–Adolescent Supplement (NCS-A). Journal of the American Academy of Child and Adolescent Psychiatry, 49, 980–989. doi:10.1016/j.jaac.2010.05.017
Morey, R. A., Petty, C. M., Xu, Y., Pannu Hayes, J., Wagner, H. R., II, Lewis, D. V., & McCarthy, G. (2009). A comparison of automated segmentation and manual tracing for quantifying hippocampal and amygdala volumes. NeuroImage, 45, 855–866. doi:10.1016/j.neuroimage.2008.12.033
Morey, R. A., Selgrade, E. S., Wagner, H. R., Huettel, S. A., Wang, L., & McCarthy, G. (2010). Scan–rescan reliability of subcortical brain volumes derived from automated segmentation. Human Brain Mapping, 31, 1751–1762. doi:10.1002/hbm.20973
Narum, S. (2006). Beyond Bonferroni: Less conservative analyses for conservation genetics. Conservation Genetics, 7, 811. doi:10.1007/s10592-006-9189-7
Nestler, E. J., & Carlezon, J. W. A. (2006). The mesolimbic dopamine reward circuit in depression. Biological Psychiatry, 59, 1151–1159.
O’Doherty, J., Dayan, P., Schultz, J., Deichmann, R., Friston, K., & Dolan, R. J. (2004). Dissociable roles of ventral and dorsal striatum in instrumental conditioning. Science, 304, 452–454.
O’Doherty, J., Kringelbach, M. L., Rolls, E., Hornak, J., & Andrews, C. (2001). Abstract reward and punishment representations in the human orbitofrontal cortex. Nature Neuroscience, 4, 95–102.
Oldfield, R. C. (1971). The assessment and analysis of handedness: The Edinburgh inventory. Neuropsychologia, 9, 97–113. doi:10.1016/0028-3932(71)90067-4
Olds, J., & Milner, P. (1954). Positive reinforcement produced by electrical stimulation of the septal area and other regions of the rat brain. Journal of Comparative Physiology and Psychology, 47, 419–427.
Orvaschel, H. (1994). Schedule for affective disorder and Schizophrenia for School-Aged children: epidemiologic version. Unpublished manual.
Ostby, Y., Tamnes, C. K., Fjell, A. M., Westlye, L. T., Due-Tonnessen, P., & Walhovd, K. B. (2009). Heterogeneity in subcortical brain development: A structural magnetic resonance imaging study of brain maturation from 8 to 30 years. Journal of Neuroscience, 29, 11772–11782. doi:10.1523/jneurosci.1242-09.2009
Peciña, S., & Berridge, K. C. (2005). Hedonic hot spot in nucleus accumbens shell: Where do mu-opioids cause increased hedonic impact of sweetness? Journal of Neuroscience, 25, 11777–11786.
Peciña, S., Smith, K. S., & Berridge, K. C. (2006). Hedonic hotspots in the brain. Neuroscientist, 12, 500–511.
Pizzagalli, D. A., Holmes, A. J., Dillon, D. G., Goetz, E. L., Birk, J. L., Bogdan, R., & Fava, M. (2009). Reduced caudate and nucleus accumbens response to rewards in unmedicated individuals with major depressive disorder. American Journal of Psychiatry, 166, 702–710. doi:10.1176/appi.ajp.2008.08081201
Reuter, M., & Fischl, B. (2011). Avoiding asymmetry-induced bias in longitudinal image processing. NeuroImage, 57, 19–21. doi:10.1016/j.neuroimage.2011.02.076
Reuter, M., Rosas, H. D., & Fischl, B. (2010). Highly accurate inverse consistent registration: A robust approach. NeuroImage, 53, 1181–1196.
Rogers, W. H. (1993). Regression standard errors in clustered samples. Stata Technical Bulletin, 13, 19–23.
Russo, S., & Nestler, E. (2013). The brain reward circuitry in mood disorders. Nature Reviews Neuroscience, 14, 609–625. doi:10.1038/nrn3381
Sanfilipo, M. P., Benedict, R. H. B., Zivadinov, R., & Bakshi, R. (2004). Correction for intracranial volume in analysis of whole brain atrophy in multiple sclerosis: The proportion vs. residual method. NeuroImage, 22, 1732–1743.
Sattler, J. M., & Dumont, R. (2004). Assessment of children: WISC-IV and WPPSI-III supplement. La Mesa, CA: Sattler.
Schimmack, U. (2007). Methodological issues in the assessment of the affective component of subjective well being. In A. Ohn & M. van Dulmen (Eds.), Handbook of methods in positive psychology (pp. 96–110). Oxford, UK: Oxford University Press.
Schott, B. H., Seidenbecher, C. I., Fenker, D. B., Lauer, C. J., Bunzeck, N., Bernstein, H.-G., & Düzel, E. (2006). The dopaminergic midbrain participates in human episodic memory formation: Evidence from genetic imaging. Journal of Neuroscience, 26, 1407–1417. doi:10.1523/jneurosci.3463-05.2006
Schultz, W. (2002). Getting formal with dopamine and reward. Neuron, 36, 241–263.
Sled, J. G., Zijdenbos, A. P., & Evans, A. C. (1998). Nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Transactions in Medical Imaging, 17, 87–97.
Smith, K. S., & Berridge, K. C. (2005). The ventral pallidum and hedonic reward: Neurochemical maps of sucrose “liking” and food intake. Journal of Neuroscience, 25, 8637–8649. doi:10.1523/jneurosci.1902-05.2005
SPSS for Mac. (2011). SPSS Release 19. Chicago: IBM.
StataCorp. (2011). Stata statistical software: Release 12. College Station, TX: StataCorp LP.
Steinberg, L. (2004). Risk taking in adolescence: What changes, and why? Annals of the New York Academy of Sciences, 1021, 51–58. doi:10.1196/annals.1308.005
Steinberg, L. (2008). A social neuroscience perspective on adolescent risk-taking. Developmental Review, 28, 78–106.
Swerdlow, N. R., & Koob, G. F. (1987). Dopamine, schizophrenia, mania, and depression: Toward a unified hypothesis of cortico-striatopallido-thalamic function. Behavioral and Brain Sciences, 10, 197–208. doi:10.1017/S0140525X00047488
Tamnes, C. K., Walhovd, K. B., Dale, A. M., Østby, Y., Grydeland, H., Richardson, G., … Alzheimer’s Disease Neuroimaging Initiative. (2013). Brain development and aging: Overlapping and unique patterns of change. NeuroImage, 68, 63–74. doi:10.1016/j.neuroimage.2012.11.039
Tugade, M. M., Fredrickson, B. L., & Feldman Barrett, L. (2004). Psychological resilience and positive emotional granularity: Examining the benefits of positive emotions on coping and health. Journal of Personality, 72, 1161–1190. doi:10.1111/j.1467-6494.2004.00294.x
Urošević, S., Collins, P., Muetzel, R., Lim, K., & Luciana, M. (2012). Longitudinal changes in behavioral approach system sensitivity and brain structures involved in reward processing during adolescence. Developmental Psychology, 45, 1488–1500. doi:10.1037/a0027502
Volkow, N. D., Wang, G.-J., Fowler, J. S., Logan, J., Jayne, M., Franceschi, D., & Pappas, N. (2002). “Nonhedonic” food motivation in humans involves dopamine in the dorsal striatum and methylphenidate amplifies this effect. Synapse, 44, 175–180. doi:10.1002/syn.10075
Wacker, J., Dillon, D. G., & Pizzagalli, D. A. (2009). The role of the nucleus accumbens and rostral anterior cingulate cortex in anhedonia: Integration of resting EEG, fMRI, and volumetric techniques. NeuroImage, 46, 327–337.
Wang, D., & Doddrell, D. M. (2005). Method for a detailed measurement of image intensity nonuniformity in magnetic resonance imaging. Medical Physics, 32, 952–960.
Watson, D., Clark, A. S., & Carey, G. (1988a). Positive and negative affectivity and their relation to anxiety and depressive disorders. Journal of Abnormal Psychology, 97, 346–353.
Watson, D., Clark, L. A., & Tellegen, A. (1988b). Development and validation of brief measures of positive and negative affect: The PANAS scale. Journal of Personality and Social Psychology, 54, 1063–1070. doi:10.1037/0022-3514.54.6.1063
Wechsler, D. (2003). Wechsler intelligence scale for children (4th ed.). San Antonio, TX: Harcourt Assessment.
White, H. (1980). A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity. Econometrica, 48, 817–830.
Whittle, S., Allen, N. B., Lubman, D. I., & Yücel, M. (2006). The neurobiological basis of temperament: Towards a better understanding of psychopathology. Neuroscience & Behavioral Reviews, 30, 511–525. doi:10.1016/j.neubiorev.2005.09.003
Whittle, S., Yap, M. B., Yücel, M., Fornito, A., Simmons, J. G., Barrett, A., … Allen, N. B. (2008). Prefrontal and amygdala volumes are related to adolescents’ affective behaviors during parent–adolescent interactions. Proceedings of the National Academy of Sciences, 105, 3652–3657. doi:10.1073/pnas.0709815105
Whittle, S., Yap, M. B. H., Yücel, M., Sheeber, L., Simmons, J. G., Pantelis, C., & Allen, N. B. (2009). Maternal responses to adolescent positive affect are associated with adolescents’ reward neuroanatomy. Social Cognitive and Affective Neuroscience, 4, 247–256. doi:10.1093/scan/nsp012
Wierenga, L., Langen, M., Ambrosino, S., van Dijk, S., Oranje, B., & Durston, S. (2014). Typical development of basal ganglia, hippocampus, amygdala and cerebellum from age 7 to 24. NeuroImage, 96, 67–72. doi:10.1016/j.neuroimage.2014.03.072
Williams, R. L. (2000). A note on robust variance estimation for cluster-correlated data. Biometrics, 56, 645–646.
Wills, T. A., Sandy, J. M., Shinar, O., & Yaeger, A. (1999). Contributions of positive and negative affect to adolescent substance use: Test of a bidimensional model in a longitudinal study. Psychology of Addictive Behaviors, 13, 327–338. doi:10.1037/0893-164x.13.4.327
Wittmann, B. C., Bunzeck, N., Dolan, R. J., & Düzel, E. (2007). Anticipation of novelty recruits reward system and hippocampus while promoting recollection. NeuroImage, 38, 194–202.
Wittmann, B. C., Schott, B. H., Guderian, S., Frey, J. U., Heinze, H. J., & Düzel, E. (2005). Reward-related FMRI activation of dopaminergic midbrain is associated with enhanced hippocampus-dependent long-term memory formation. Neuron, 45, 459–467.
Wohr, M., Kehl, M., Borta, A., Schanzer, A., Schwarting, R. K., & Hoglinger, G. U. (2009). New insights into the relationship of neurogenesis and affect: tickling induces hippocampal cell proliferation in rats emitting appetitive 50-kHz ultrasonic vocalizations. Neuroscience, 163, 1024–1030. doi:10.1016/j.neuroscience.2009.07.043
Wooldridge, J. M. (2000). Econometric analysis of cross section and panel data. Cambridge, MA: MIT Press.
Yamamuro, T., Senzaki, K., Iwamoto, S., Nakagawa, Y., Hayashi, T., Hori, M., & Urayama, O. (2010). Neurogenesis in the dentate gyrus of the rat hippocampus enhanced by tickling stimulation with positive emotion. Neuroscience Research, 68, 285–289. doi:10.1016/j.neures.2010.09.001
Yap, M. B. H., Allen, N. B., & Ladouceur, C. D. (2008). Maternal socialization of positive affect: The impact of invalidation on adolescent emotion regulation and depressive symptomatology. Child Development, 79, 1415–1431. doi:10.1111/j.1467-8624.2008.01196.x
Zheng, W., Chee, M. W. L., & Zagorodnov, V. (2009). Improvement of brain segmentation accuracy by optimizing non-uniformity correction using N3. NeuroImage, 48, 73–83.
Author note
This work was in part presented at the Society for Research in Adolescence (SRA) 13th Biennial Conference, Vancouver, Canada, March 8–10, 2012. No authors report competing interests. This research was supported by grants from the Colonial Foundation, the National Health and Medical Research Council (NHMRC; Australia; Program Grant No. 350241), and the Australian Research Council (Discovery Grant No. DP0878136). S.W. is supported by an NHMRC Career Development Fellowship (ID: 1007716). M.D. was supported by an Australian Postgraduate Award. M.Y. is supported by an NHMRC Fellowship (ID: 1021973). Our neuroimaging analysis was facilitated by the Neuropsychiatry Imaging Laboratory at the Melbourne Neuropsychiatry Centre. The authors thank the Brain Research Institute and Royal Children’s Hospital for support in acquiring the neuroimaging data, as well as the families who participated in the study.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Dennison, M., Whittle, S., Yücel, M. et al. Trait positive affect is associated with hippocampal volume and change in caudate volume across adolescence. Cogn Affect Behav Neurosci 15, 80–94 (2015). https://doi.org/10.3758/s13415-014-0319-2
Published:
Issue Date:
DOI: https://doi.org/10.3758/s13415-014-0319-2