Covariance-based subdivision of the human striatum using T1-weighted MRI

European Journal of Neuroscience

Volumn 27, Issue 6, 2008, Pages 1534-1546

  Cohen, Michael X ^a,b   Lombardo, Michael V ^c   Blumenfeld, Robert S ^b  

^a UNIVERSITY OF BONN   (Germany)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

Anatomy; Basal ganglia; Connectivity; Limbic system; Striatum; Voxel based morphometry

Indexed keywords

ADULT; AGING; ARTICLE; BRAIN CORTEX; BRAIN SIZE; CORPUS STRIATUM; CORRELATION ANALYSIS; FEMALE; GRAY MATTER; HUMAN; HUMAN EXPERIMENT; MALE; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; PRIORITY JOURNAL;

EID: 40949151198     PISSN: 0953816X     EISSN: 14609568     Source Type: Journal    
DOI: 10.1111/j.1460-9568.2008.06117.x     Document Type: Article

References (78)

1. Albertin, S.V., Mulder, A.B., Tabuchi, E., Zugaro, M.B. Wiener, S.I. (2000) Lesions of the medial shell of the nucleus accumbens impair rats in finding larger rewards, but spare reward-seeking behavior. Behav. Brain Res., 117, 173 183.
2. Alemán-Gómez, Y., Melie-García, L. Valdés-Hernandez, P. (2006) IBASPM: toolbox for automatic parcellation of brain structures. Presented at the 12th Annual Meeting of the Organization for Human Brain Mapping, oHBM Florence, Italy. Available on CD-Rom in Neuroimage, Vol. 27, no. 1.
3. Ashburner, J. Friston, K.J. (2000) Voxel-based morphometry - the methods. Neuroimage, 11, 805 821.
4. Ashburner, J. Friston, K.J. (2005) Unified segmentation. Neuroimage, 26, 839 851.
5. Atallah, H.E., Lopez-Paniagua, D., Rudy, J.W. O'Reilly, R.C. (2007) Separate neural substrates for skill learning and performance in the ventral and dorsal striatum. Nat. Neurosci., 10, 126 131.
6. Behrens, T.E., Johansen-Berg, H., Woolrich, M.W., Smith, S.M., Wheeler-Kingshott, C.A., Boulby, P.A., Barker, G.J., Sillery, E.L., Sheehan, K., Ciccarelli, O., Thompson, A.J., Brady, J.M. Matthews, P.M. (2003) Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging. Nat. Neurosci., 6, 750 757.
7. Blumenfeld, R.S. Ranganath, C. (2006) Dorsolateral prefrontal cortex promotes long-term memory formation through its role in working memory organization. J. Neurosci., 26, 916 925.
8. Brown, L.L., Smith, D.M. Goldbloom, L.M. (1998) Organizing principles of cortical integration in the rat neostriatum: corticostriate map of the body surface is an ordered lattice of curved laminae and radial points. J. Comp. Neurol., 392, 468 488.
9. Brozinsky, C.J., Yonelinas, A.P., Kroll, N.E. Ranganath, C. (2005) Lag-sensitive repetition suppression effects in the anterior parahippocampal gyrus. Hippocampus, 15, 557 561.
10. Cardinal, R.N. (2006) Neural systems implicated in delayed and probabilistic reinforcement. Neural Netw., 19, 1277 1301.
11. Cohen, M.X, Elger, C.E. Weber, B. (2008) Amygdala tractography predicts functional connectivity and learning during feedback-guided decision-making. Neuroimage, 39, 1396 1407.
12. Cohen, M.X, Heller, A.S. Ranganath, C. (2005a) Functional connectivity with anterior cingulate and orbitofrontal cortices during decision-making. Brain Res. Cogn. Brain Res., 23, 61 70.
13. Cohen, M.X Ranganath, C. (2005) Behavioral and neural predictors of upcoming decisions. Cogn. Affect. Behav. Neurosci., 5, 117 126.
14. Cohen, M.X, Young, J., Baek, J.M., Kessler, C. Ranganath, C. (2005b) Individual differences in extraversion and dopamine genetics predict neural reward responses. Brain Res. Cogn. Brain Res., 25, 851 861.
15. Collins, P., Wilkinson, L.S., Everitt, B.J., Robbins, T.W. Roberts, A.C. (2000) The effect of dopamine depletion from the caudate nucleus of the common marmoset (Callithrix jacchus) on tests of prefrontal cognitive function. Behav. Neurosci., 114, 3 17.
16. Deschenes, M., Bourassa, J. Parent, A. (1995) Two different types of thalamic fibers innervate the rat striatum. Brain Res., 701, 288 292.
17. Draganski, B., Gaser, C., Busch, V., Schuierer, G., Bogdahn, U. May, A. (2004) Neuroplasticity: changes in grey matter induced by training. Nature, 427, 311 312.
18. Draganski, B., Gaser, C., Kempermann, G., Kuhn, H.G., Winkler, J., Buchel, C. May, A. (2006) Temporal and spatial dynamics of brain structure changes during extensive learning. J. Neurosci., 26, 6314 6317.
19. Everitt, B.J. Robbins, T.W. (2005) Neural systems of reinforcement for drug addiction: from actions to habits to compulsion. Nat. Neurosci., 8, 1481 1489.
20. Frank, M.J. Claus, E.D. (2006) Anatomy of a decision: striato-orbitofrontal interactions in reinforcement learning, decision making, and reversal. Psychol. Rev., 113, 300 326.
21. Frank, M.J., Loughry, B. O'Reilly, R.C. (2001) Interactions between frontal cortex and basal ganglia in working memory: a computational model. Cogn. Affect. Behav. Neurosci., 1, 137 160.
22. Fudge, J.L., Kunishio, K., Walsh, P., Richard, C. Haber, S.N. (2002) Amygdaloid projections to ventromedial striatal subterritories in the primate. Neuroscience, 110, 257 275.
23. Gaser, C. Schlaug, G. (2003) Brain structures differ between musicians and non-musicians. J. Neurosci., 23, 9240 9245.
24. Genovese, C.R., Lazar, N.A. Nichols, T. (2002) Thresholding of statistical maps in functional neuroimaging using the false discovery rate. Neuroimage, 15, 870 878.
25. Gimenez-Amaya, J.M., McFarland, N.R., de las Heras, S. Haber, S.N. (1995) Organization of thalamic projections to the ventral striatum in the primate. J. Comp. Neurol., 354, 127 149.
26. Glenthoj, A., Glenthoj, B.Y., Mackeprang, T., Pagsberg, A.K., Hemmingsen, R.P., Jernigan, T.L. Baare, W.F. (2007) Basal ganglia volumes in drug-naive first-episode schizophrenia patients before and after short-term treatment with either a typical or an atypical antipsychotic drug. Psychiatry Res., 154, 199 208.
27. Good, C.D., Johnsrude, I.S., Ashburner, J., Henson, R.N., Friston, K.J. Frackowiak, R.S. (2001) A voxel-based morphometric study of ageing in 465 normal adult human brains. Neuroimage, 14, 21 36.
28. Grace, A.A. (1991) Phasic versus tonic dopamine release and the modulation of dopamine system responsivity: a hypothesis for the etiology of schizophrenia. Neuroscience, 41, 1 24.
29. Grant, J.E., Williams, K.A. Kim, S.W. (2006) Update on pathological gambling. Curr. Psychiatry Rep., 8, 53 58.
30. Groenewegen, H.J., Wright, C.I., Beijer, A.V. Voorn, P. (1999) Convergence and segregation of ventral striatal inputs and outputs. Ann. N Y Acad. Sci., 877, 49 63.
31. Groves, P.M. (1983) A theory of the functional organization of the neostriatum and the neostriatal control of voluntary movement. Brain Res., 286, 109 132.
32. Groves, P.M., Garcia-Munoz, M., Linder, J.C., Manley, M.S., Martone, M.E. Young, S.J. (1995) Elements of the intrinsic organization and information processing in the neostriatum. In Houk, J.C., Davis, J.L. Beiser, D.G. (Eds), Models of Information Processing and the Basal Ganglia. MIT Press, Cambridge, MA, USA, pp. 51 96.
33. Haber, S.N. (2003) The primate basal ganglia: parallel and integrative networks. J. Chem. Neuroanat., 26, 317 330.
34. Haber, S.N., Kim, K.S., Mailly, P. Calzavara, R. (2006) Reward-related cortical inputs define a large striatal region in primates that interface with associative cortical connections, providing a substrate for incentive-based learning. J. Neurosci., 26, 8368 8376.
35. Haber, S.N. McFarland, N.R. (1999) The concept of the ventral striatum in nonhuman primates. Ann. N Y Acad. Sci., 877, 33 48.
36. Haber, S. McFarland, N.R. (2001) The place of the thalamus in frontal cortical-basal ganglia circuits. Neuroscientist, 7, 315 324.
37. Haier, R.J., Jung, R.E., Yeo, R.A., Head, K. Alkire, M.T. (2004) Structural brain variation and general intelligence. Neuroimage, 23, 425 433.
38. He, Y., Chen, Z.J. Evans, A.C. (2007) Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. Cereb. Cortex, 17, 2407 2419.
39. Heekeren, H.R., Wartenburger, I., Marschner, A., Mell, T., Villringer, A. Reischies, F.M. (2007) Role of ventral striatum in reward-based decision making. Neuroreport, 18, 951 955.
40. Heimer, L. Wilson, R.D. (1975) The subcortical projections of the allocortex: similarities in the neural associations of the hippocampus, the piriform cortex, and the neocortex. In Santini, M. (Ed.), Golgi Centennial Symposium: Perspectives in Neurobiology. Raven Press, New York, pp. 177 193.
41. Heinz, A., Schmidt, L.G. Reischies, F.M. (1994) Anhedonia in schizophrenic, depressed, or alcohol-dependent patients - neurobiological correlates. Pharmacopsychiatry, 27 (Suppl. 1 7 10.
42. Hollerman, J.R., Tremblay, L. Schultz, W. (2000) Involvement of basal ganglia and orbitofrontal cortex in goal-directed behavior. Prog. Brain Res., 126, 193 215.
43. Hyman, S.E., Malenka, R.C. Nestler, E.J. (2006) Neural mechanisms of addiction: the role of reward-related learning and memory. Annu. Rev. Neurosci., 29, 565 598.
44. Ikemoto, K. (2004) Significance of human striatal d-neurons: implications in neuropsychiatric functions. Prog. Neuropsychopharmacol. Biol. Psychiatry, 28, 429 434.
45. Inase, M., Sakai, S.T. Tanji, J. (1996) Overlapping corticostriatal projections from the supplementary motor area and the primary motor cortex in the macaque monkey: an anterograde double labeling study. J. Comp. Neurol., 373, 283 296.
46. Jentsch, J.D., Roth, R.H. Taylor, J.R. (2000) Role for dopamine in the behavioral functions of the prefrontal corticostriatal system: implications for mental disorders and psychotropic drug action. Prog. Brain Res., 126, 433 453.
47. Kaasinen, V., Maguire, R.P., Kurki, T., Bruck, A. Rinne, J.O. (2005) Mapping brain structure and personality in late adulthood. Neuroimage, 24, 315 322.
48. Knutson, B., Momenan, R., Rawlings, R.R., Fong, G.W. Hommer, D. (2001) Negative association of neuroticism with brain volume ratio in healthy humans. Biol. Psychiatry, 50, 685 690.
49. Lacerda, A.L., Nicoletti, M.A., Brambilla, P., Sassi, R.B., Mallinger, A.G., Frank, E., Kupfer, D.J., Keshavan, M.S. Soares, J.C. (2003) Anatomical MRI study of basal ganglia in major depressive disorder. Psychiatry Res., 124, 129 140.
50. Larisch, R., Meyer, W., Klimke, A., Kehren, F., Vosberg, H. Muller-Gartner, H.W. (1998) Left-right asymmetry of striatal dopamine D2 receptors. Nucl. Med. Commun., 19, 781 787.
51. Leh, S.E., Ptito, A., Chakravarty, M.M. Strafella, A.P. (2007) Fronto-striatal connections in the human brain: a probabilistic diffusion tractography study. Neurosci. Lett., 419, 113 118.
52. Lehericy, S., Ducros, M., Krainik, A., Francois, C., Van de Moortele, P.F., Ugurbil, K. Kim, D.S. (2004) 3-D diffusion tensor axonal tracking shows distinct SMA and pre-SMA projections to the human striatum. Cereb. Cortex, 14, 1302 1309.
53. Lerch, J.P., Worsley, K., Shaw, W.P., Greenstein, D.K., Lenroot, R.K., Giedd, J. Evans, A.C. (2006) Mapping anatomical correlations across cerebral cortex (MACACC) using cortical thickness from MRI. Neuroimage, 31, 993 1003.
54. Lopez-Figueroa, M.O., Ramirez-Gonzalez, J.A. Divac, I. (1995) Projections from the visual areas to the neostriatum in rats. A re-examination. Acta Neurobiol. Exp. (Wars.), 55, 165 175.
55. Maguire, E.A., Gadian, D.G., Johnsrude, I.S., Good, C.D., Ashburner, J., Frackowiak, R.S. Frith, C.D. (2000) Navigation-related structural change in the hippocampi of taxi drivers. Proc. Natl Acad. Sci. USA, 97, 4398 4403.
56. McFarland, N.R. Haber, S.N. (2001) Organization of thalamostriatal terminals from the ventral motor nuclei in the macaque. J. Comp. Neurol., 429, 321 336.
57. McGeorge, A.J. Faull, R.L. (1989) The organization of the projection from the cerebral cortex to the striatum in the rat. Neuroscience, 29, 503 537.
58. Mechelli, A., Crinion, J.T., Noppeney, U., O'Doherty, J., Ashburner, J., Frackowiak, R.S. Price, C.J. (2004) Neurolinguistics: structural plasticity in the bilingual brain. Nature, 431, 757.
59. Mechelli, A., Friston, K.J., Frackowiak, R.S. Price, C.J. (2005a) Structural covariance in the human cortex. J. Neurosci., 25, 8303 8310.
60. Mechelli, A., Price, C.J., Friston, K. Ashburner, J. (2005b) Voxel-based morphometry of the human brain: methods and applications. Curr. Med. Imaging Rev., 1, 1 9.
61. Mogenson, G.J., Jones, D.L. Yim, C.Y. (1980) From motivation to action: functional interface between the limbic system and the motor system. Prog. Neurobiol., 14, 69 97.
62. Momenan, R., Rawlings, R., Fong, G., Knutson, B. Hommer, D. (2004) Voxel-based homogeneity probability maps of gray matter in groups: assessing the reliability of functional effects. Neuroimage, 21, 965 972.
63. Morgane, P.J., Galler, J.R. Mokler, D.J. (2005) A review of systems and networks of the limbic forebrain/limbic midbrain. Prog. Neurobiol., 75, 143 160.
64. Omura, K., Todd Constable, R. Canli, T. (2005) Amygdala gray matter concentration is associated with extraversion and neuroticism. Neuroreport, 16, 1905 1908.
65. Parsons, M.P., Li, S. Kirouac, G.J. (2007) Functional and anatomical connection between the paraventricular nucleus of the thalamus and dopamine fibers of the nucleus accumbens. J. Comp. Neurol., 500, 1050 1063.
66. Ranganath, C., Cohen, M.X Brozinsky, C.J. (2005) Working memory maintenance contributes to long-term memory formation: neural and behavioral evidence. J. Cogn. Neurosci., 17, 994 1010.
67. Ranganath, C., Cohen, M.X, Dam, C. D'Esposito, M. (2004) Inferior temporal, prefrontal, and hippocampal contributions to visual working memory maintenance and associative memory retrieval. J. Neurosci., 24, 3917 3925.
68. Raz, N., Rodrigue, K.M., Kennedy, K.M., Head, D., Gunning-Dixon, F. Acker, J.D. (2003) Differential aging of the human striatum: longitudinal evidence. AJNR Am. J. Neuroradiol., 24, 1849 1856.
69. Raz, N., Torres, I.J. Acker, J.D. (1995) Age, gender, and hemispheric differences in human striatum: a quantitative review and new data from in vivo MRI morphometry. Neurobiol. Learn. Mem., 63, 133 142.
70. Robbins, T.W., Cador, M., Taylor, J.R. Everitt, B.J. (1989) Limbic-striatal interactions in reward-related processes. Neurosci. Biobehav. Rev., 13, 155 162.
71. Rolls, E.T. (1994) Neurophysiology and cognitive functions of the striatum. Rev. Neurol. (Paris), 150, 648 660.
72. Saint-Cyr, J.A., Taylor, A.E. Lang, A.E. (1988) Procedural learning and neostriatal dysfunction in man. Brain, 111, 941 959.
73. Schoenbaum, G. Setlow, B. (2003) Lesions of nucleus accumbens disrupt learning about aversive outcomes. J. Neurosci., 23, 9833 9841.
74. Schonberg, T., Daw, N.D., Joel, D. O'Doherty, J.P. (2007) Reinforcement learning signals in the human striatum distinguish learners from nonlearners during reward-based decision making. J. Neurosci., 27, 12860 12867.
75. Tzourio-Mazoyer, N., Landeau, B., Papathanassiou, D., Crivello, F., Etard, O., Delcroix, N., Mazoyer, B. Joliot, M. (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage, 15, 273 289.
76. Volkow, N.D., Fowler, J.S., Wang, G.J. Swanson, J.M. (2004) Dopamine in drug abuse and addiction: results from imaging studies and treatment implications. Mol. Psychiatry, 9, 557 569.
77. Voorn, P., Vanderschuren, L.J., Groenewegen, H.J., Robbins, T.W. Pennartz, C.M. (2004) Putting a spin on the dorsal-ventral divide of the striatum. Trends Neurosci., 27, 468 474.
78. Williams, S.M. Goldman-Rakic, P.S. (1998) Widespread origin of the primate mesofrontal dopamine system. Cereb. Cortex, 8, 321 345.