Unravelling the intrinsic functional organization of the human lateral frontal cortex: A parcellation scheme based on resting state fMRI

Journal of Neuroscience

Volumn 32, Issue 30, 2012, Pages 10238-10252

  Goulas, Alexandros ^a   Uylings, Harry B M ^b   Stiers, Peter ^a  

^a MAASTRICHT UNIVERSITY   (Netherlands)

^b VU UNIVERSITY MEDICAL CENTER   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ALGORITHM; ARTICLE; BRAIN REGION; CINGULATE GYRUS; CLUSTER ANALYSIS; FEMALE; FRONTAL CORTEX; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; NERVE CELL NETWORK; NORMAL HUMAN; PRIORITY JOURNAL; SENSORIMOTOR INTEGRATION;

ADULT; BRAIN MAPPING; FEMALE; FRONTAL LOBE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; NERVE NET; NEUROIMAGING;

EID: 84864246489     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.5852-11.2012     Document Type: Article

References (101)

1. Amodio DM, Frith CD (2006) Meeting of minds: the medial frontal cortex and social cognition. Nat Rev Neurosci 7:268-277.
2. Amunts K, Schleicher A, Bürgel U, Mohlberg H, Uylings HB, Zilles K (1999) Broca's region revisited: cytoarchitecture and intersubject variability. J Comp Neurol 412:319-341.
3. Amunts K, Weiss PH, Mohlberg H, Pieperhoff P, Eickhoff S, Gurd JM, Marshall JC, Shah NJ, Fink GR, Zilles K (2004a) Analysis of neural mechanisms underlying verbal fluency in cytoarchitectonically defined stereotaxic space-the roles of Brodmann areas 44 and 45. Neuroimage 22:42-56.
4. Amunts K, Palomero-Gallagher N, Brass M, Derrfuss J, Zilles K, Cramon DYV (2004b) A receptor and cytoarchitectonic correlate of the functionally defined inferior-frontal junction area. Neuroimage 22 (Suppl):50.
5. Amunts K, Lenzen M, Friederici AD, Schleicher A, Morosan P, Palomero- Gallagher N, Zilles K (2010) Broca's region: novel organizational principles and multiple receptor mapping. PLoS Biol 8:e1000489.
6. Anwander A, Tittgemeyer M, von Cramon DY, Friederici AD, Knösche TR (2007) Connectivity-based parcellation of Broca's area. Cereb Cortex 17:816-825.
7. Asplund CL, Todd JJ, Snyder AP, Marois R (2010) A central role for the lateral prefrontal cortex in goal-directed and stimulus-driven attention. Nat Neurosci 13:507-512.
8. Astafiev SV, Shulman GL, Stanley CM, Snyder AZ, van Essen DC, Corbetta M (2003) Functional organization of human intraparietal and frontal cortex for attending, looking, and pointing. J Neurosci 23:4689-4699.
9. Badre D, D'Esposito M (2007) Functional magnetic resonance imaging evidence for a hierarchical organization of the prefrontal cortex. J Cogn Neurosci 19:2082-2099.
10. Badre D, D'Esposito M (2009) Is the rostro-caudal axis of the frontal lobe hierarchical? Nat Rev Neurosci 10:659-669.
11. Barbas H (2000) Proceedings of the human cerebral cortex: From gene to structure and function. Connections underlying the synthesis of cognition, memory, and emotion in primate prefrontal cortices. Brain Res Bull 52:319-330.
12. Baria AT, Baliki MN, Parrish T, Apkarian AV (2011) Anatomical and functional assemblies of brain BOLD oscillations. J Neurosci 31:7910-7919.
13. Barnes KA, Cohen AL, Power JD, Nelson SM, Dosenbach YB, Miezin FM, Petersen SE, Schlaggar BL (2010) Identifying basal ganglia divisions in individuals using resting-state functional connectivity MRI. Front Syst Neurosci 4:18.
14. Barnes KA, Nelson SM, Cohen AL, Power JD, Coalson RS, Miezin FM, Vogel AC, Dubis JW, Church JA, Petersen SE, Schlaggar BL (2012) Parcellation in left lateral parietal cortex is similar in adults and children. Cereb Cortex 22:1148-1158.
15. Beckmann M, Johansen-Berg H, Rushworth MF (2009) Connectivity-based parcellation of human cingulate cortex and its relation to functional specialization. J Neurosci 29:1175-1190.
16. Blanke O, Spinelli L, Thut G, Michel CM, Perrig S, Landis T, Seeck M (2000) Location of the human frontal eye field as defined by electrical cortical stimulation: anatomical, functional and electrophysiological characteristics. Neuroreport 11:1907-1913.
17. Blondel VD, Guillaume JL, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech P10008.
18. Brass M, Derrfuss J, Forstmann B, von Cramon DY (2005) The role of the inferior frontal junction area in cognitive control. Trends Cogn Sci 9:314-316.
19. Brodmann, K. (1909) Vergleichende Localisationslehre der Grosshirnrinde in ihren Prinzipien dargestellt auf Grund des Zellenbaues. Leipzig: Barth.
20. Buckner RL, Andrews-Hanna JR, Schacter DL (2008) The brain's default network: anatomy, function, and relevance to disease. Ann NY Acad Sci 1124:1-38.
21. Cohen AL, Fair DA, Dosenbach NU, Miezin FM, Dierker D, Van Essen DC, Schlaggar BL, Petersen SE (2008) Defining functional areas in individual human brains using resting functional connectivity MRI. Neuroimage 41:45-57.
22. Corbetta M, Patel G, Shulman GL (2008) The reorienting system of the human brain: from environment to theory of mind. Neuron 58:306-324.
23. Cordes D, Haughton VM, Arfanakis K, Wendt GJ, Turski PA, Moritz CH, Quigley MA, Meyerand ME (2000) Mapping functionally related regions of brain with functional connectivity MR imaging. Am J Neuroradiol 21:1636-1644.
24. De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM (2006) FMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29:1359-1367.
25. Doucet G, Naveau M, Petit L, Delcroix N, Zago L, Crivello F, Jobard G, Tzourio-Mazoyer N, Mazoyer B, Mellet E, Joliot M (2011) Brain activity at rest: a multi-scale hierarchical functional organization. J Neurophysiol 105:2753-2763.
26. Duncan J (2010) The multiple-demand (MD) system of the primate brain: mental programs for intelligent behaviour. Trends Cogn Sci 14:172-179.
27. Duncan J, Owen AM (2000) Common regions of the human frontal lobe recruited by diverse cognitive demands. Trends Neurosci 23:475-483.
28. Eickhoff SB, Stephan KE, Mohlberg H, Grefkes C, Fink GR, Amunts K, Zilles K (2005) A new SPM toolbox for combining probabilistic cytoarchitectonic maps and functional imaging data. Neuroimage 25:1325-1335.
29. Esposito F, Scarabino T, Hyvarinen A, Himberg J, Formisano E, Comani S, Tedeschi G, Goebel R, Seifritz E, Di Salle F (2005) Independent component analysis of fMRI group studies by self-organizing clustering. Neuroimage 25:193-205.
30. Fischl B, Rajendran N, Busa E, Augustinack J, Hinds O, Yeo BT, Mohlberg H, Amunts K, Zilles K (2008) Cortical folding patterns and predicting cytoarchitecture. Cereb Cortex 18:1973-1980.
31. Ford A, McGregor KM, Case K, Crosson B, White KD (2010) Structural connectivity of Broca's area and medial frontal cortex. Neuroimage 52:1230-1237.
32. Fortunato S (2010) Community detection in graphs. Phys Rep 486:75-174.
33. Fortunato S, Barthélemy M (2007) Resolution limit in community detection. Proc Natl Acad Sci U S A 104:36-41.
34. Fox MD, Corbetta M, Snyder AZ, Vincent JL, Raichle ME (2006) Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc Natl Acad Sci U S A 103:10046-10051.
35. Frey S, Campbell JS, Pike GB, Petrides M (2008) Dissociating the human language pathways with high angular resolution diffusion fiber tractography. J Neurosci 28:11435-11444.
36. Gerbella M, Belmalih A, Borra E, Rozzi S, Luppino G (2010) Cortical connections of the macaque caudal ventrolateral prefrontal areas 45A and 45B. Cereb Cortex 20:141-168.
37. Geyer S (2004) The microstructural border between the motor and the cognitive domain in the human cerebral cortex: advances in anatomy embryology and cell biology, Vol 174. Berlin: Springer.
38. Goldman-Rakic PS (1987) Motor control function of the prefrontal cortex. In: Motor areas of the cerebral cortex. Ciba Foundation Symposium 132, pp 187-200. Chichester, UK: Wiley.
39. Goldman-Rakic PS (1988) Topography of cognition: parallel distributed networks in primate association cortex. Annu Rev Neurosci 11:137-156.
40. Goldman-Rakic PS (1996) The prefrontal landscape: implications of functional architecture for understanding human mentation and the central executive. Philos Trans R Soc Lond B Biol Sci 351:1445-1453.
41. Good BH, de Montjoye YA, Clauset A (2010) The performance of modularity maximization in practical contexts. Phys Rev E 81:046106.
42. Guimerà R, Nunes Amaral LA (2005) Functional cartography of complex metabolic networks. Nature 433:895-900.
43. Hagler DJ Jr, Riecke L, Sereno MI (2007) Parietal and superior frontal visuospatial maps activated by pointing and saccades. Neuroimage 35:1562-1577.
44. Honey CJ, Kötter R, Breakspear M, Sporns O (2007) Network structure of cerebral cortex shapes functional connectivity on multiple time scales. Proc Natl Acad Sci U S A 104:10240-10245.
45. Honey CJ, Sporns O, Cammoun L, Gigandet X, Thiran JP, Meuli R, Hagmann P (2009) Predicting human resting-state functional connectivity from structural connectivity. Proc Natl Acad Sci U S A 106:2035-2040.
46. Hutchison RM, Womelsdorf T, Gati JS, Leung LS, Menon RS, Everling S (2012) Resting-state connectivity identifies distinct functional networks in macaque cingulate cortex. Cereb Cortex 22:1294-1308.
47. Iturria-Medina Y, Pérez Fernández A, Morris DM, Canales-Rodríguez EJ, Haroon HA, García Pentón L, Augath M, Galán García L, Logothetis N, Parker GJ, Melie-García L (2011) Brain hemispheric structural efficiency and interconnectivity rightward asymmetry in human and nonhuman primates. Cereb Cortex 21:56-67.
48. Karrer B, Levina E, Newman MEJ (2008) Robustness of community structure in networks. Phys Rev E 77:046119.
49. Kelly C, Uddin LQ, Shehzad Z, Margulies DS, Castellanos FX, Milham MP, Petrides M (2010) Broca's region: linking human brain functional connectivity data and non-human primate tracing anatomy studies. Eur J Neurosci 32:383-398.
50. Kim JH, Lee JM, Jo HJ, Kim SH, Lee JH, Kim ST, Seo SW, Cox RW, Na DL, Kim SI, Saad ZS (2010) Defining functional SMA and pre-SMA subregions in human MFC using resting state fMRI: functional connectivitybased parcellation method. Neuroimage 49:2375-2386.
51. Klein JC, Behrens TE, Robson MD, Mackay CE, Higham DJ, Johansen-Berg H (2007) Connectivity-based parcellation of human cortex using diffusion MRI: establishing reproducibility, validity and observer independence in BA 44/45 and SMA/pre-SMA. Neuroimage 34:204-211.
52. Koechlin E, Ody C, Kouneiher F (2003) The architecture of cognitive control in the human prefrontal cortex. Science 302:1181-1185.
53. Koyama M, Hasegawa I, Osada T, Adachi Y, Nakahara K, Miyashita Y (2004) Functional magnetic resonance imaging of macaque monkeys performing visually guided saccade tasks: comparison of cortical eye fields with humans. Neuron 41:795-807.
54. Lancichinetti A, Fortunato S (2009) Community detection algorithms: a comparative analysis. Phys Rev E 80:056117.
55. Lancichinetti A, Radicchi F, Ramasco JJ (2010) Statistical significance of communities in networks. Phys Rev E 81:046110.
56. Liang Z, King J, Zhang N (2011) Uncovering intrinsic connectional architecture of functional networks in awake rat brain. J Neurosci 31:3776-3783.
57. Lu MT, Preston JB, Strick PL (1994) Interconnections between the prefrontal cortex and the premotor areas in the frontal lobes. J Comp Neurol 341:375-392.
58. Margulies DS, Vincent JL, Kelly C, Lohmann G, Uddin LQ, Biswal BB, Villringer A, Castellanos FX, Milham MP, Petrides M (2009) Precuneus shares intrinsic functional architecture in humans and monkeys. Proc Natl Acad Sci U S A 106:20069-20074.
59. Meila M (2007) Comparing clusterings-an information based distance. J Multivar Anal 98:873-895.
60. Meunier D, Lambiotte R, Fornito A, Ersche KD, Bullmore ET (2009) Hierarchical modularity in human brain functional networks. Front Neuroinform 3:37.
61. Miller EK (2000) The prefrontal cortex and cognitive control. Nat Rev Neurosci 1:59-65.
62. Miller EK, Cohen JD (2001) An integrative theory of prefrontal cortex function. Annu Rev Neurosci 24:167-202.
63. Miranda MI, Ferreira G, Ramírez-Lugo L, Bermúdez-Rattoni F (2003) Role of cholinergic system on the construction of memories: taste memory encoding. Neurobiol Learn Mem 80:211-222.
64. Morris R, Petrides M, Pandya DN (1999) Architecture and connections of retrosplenial area 30 in the rhesus monkey (Macaca mulatta). Eur J Neurosci 11:2506-2518.
65. Munkres J (1957) Algorithms for the assignment and transportation problems. J Soc Ind Appl Math 5:32-38.
66. Nelson SM, Cohen AL, Power JD, Wig GS, Miezin FM, Wheeler ME, Velanova K, Donaldson DI, Phillips JS, Schlaggar BL, Petersen SE (2010) A parcellation scheme for human left lateral parietal cortex. Neuron 67:156-170.
67. Newman ME (2006) Modularity and community structure in networks. Proc Natl Acad Sci U S A 103:8577-8582.
68. Palomero-Gallagher N, Vogt BA, Schleicher A, Mayberg HS, Zilles K (2009) Receptor architecture of human cingulate cortex: evaluation of the fourregion neurobiological model. Hum Brain Mapp 30:2336-2355.
69. Pandya DN, Yeterian EH (1996) Comparison of prefrontal architecture and connections. Philos Trans R Soc Lond B Biol Sci 351:1423-1432.
70. Passingham RE, Stephan KE, Kötter R (2002) The anatomical basis of functional localization in the cortex. Nat Rev Neurosci 3:606-616.
71. Paus T (2001) Primate anterior cingulate cortex: where motor control, drive and cognition interface. Nat Rev Neurosci 2:417-424.
72. Petrides M (2005) Lateral prefrontal cortex: architectonic and functional organization. Philos Trans R Soc Lond B Biol Sci 360:781-795.
73. Petrides M, Pandya DN (2004) The frontal cortex. In: The human nervous system, Ed 2 (Paxinos G, Mai JK, ed), pp 950-972. San Diego: Elsevier Academic.
74. Petrides M, Pandya DN (2009) Distinct parietal and temporal pathways to the homologues of Broca's area in the monkey. PLoS Biol 7:e1000170.
75. Petrides M, Pandya, DN (1994) Comparative architectonic analysis of the human and the macaque frontal cortex. In: Handbook of neuropsychology, Vol 9 (Boller F, Grafman J, eds), pp 17-58. Amsterdam: Elsevier.
76. Petrides M, Cadoret G, Mackey S (2005) Orofacial somatomotor responses in the macaque monkey homologue of Broca's area. Nature 435:1235-1238.
77. Petrides M, Tomaiuolo F, Yeterian EH, Pandya DN (2012) The prefrontal cortex: comparative architectonic organization in the human and the macaque monkey brains. Cortex 48:46-57.
78. Picard N, Strick PL (2001) Imaging the premotor areas. Curr Opin Neurobiol 11:663-672.
79. Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001) A default mode of brain function. Proc Natl Acad Sci U S A 98:676-682.
80. Rajkowska G, Goldman-Rakic PS (1995) Cytoarchitectonic definition of prefrontal areas in the normal human cortex. I. Remapping of areas 9 and 46 using quantitative criteria. Cereb Cortex 5:307-322.
81. Ridderinkhof KR, Ullsperger M, Crone EA, Nieuwenhuis S (2004) The role of the medial frontal cortex in cognitive control. Science 306:443-447.
82. Ruan J, Zhang W (2008) Identifying network communities with a high resolution. Phys Rev E 77:016104.
83. Rubinov M, Sporns O (2010) Complex network measures of brain connectivity: uses and interpretations. Neuroimage 52:1059-1069.
84. Rubinov M, Sporns O (2011) Weight-conserving characterization of complex functional brain networks. Neuroimage 56:2068-2079.
85. Sarkissov SA, Filimonoff IN, Kononowa EP, Preobraschenskaja IS, Kukuew LA (1955) Atlas of the cytoarchitectonics of the human cerebral cortex. Moscow: Medgiz.
86. Semendeferi K, Lu A, Schenker N, Damasio H (2002) Humans and great apes share a large frontal cortex. Nat Neurosci 5:272-276.
87. Shen X, Papademetris X, Constable RT (2010) Graph-theory based parcellation of functional subunits in the brain from resting-state fMRI data. Neuroimage 50:1027-1035.
88. Sporns O, Honey CJ, Kötter R (2007) Identification and classification of hubs in brain networks. PLoS One 2:e1049.
89. Stiers P, Mennes M, Sunaert S (2010) Distributed task coding throughout the multiple demand network of the human frontal-insular cortex. Neuroimage 52:252-262.
90. Tian JR, Lynch JC (1996) Corticocortical input to the smooth and saccadic eye movement subregions of the frontal eye field in Cebus monkeys. J Neurophysiol 76:2754-2771.
91. Uylings HB, Groenewegen HJ, Kolb B (2003) Do rats have a prefrontal cortex? Behav Brain Res 146:3-17.
92. Uylings HB, Rajkowska G, Sanz-Arigita E, Amunts K, Zilles K (2005) Consequences of large interindividual variability for human brain atlases: converging macroscopical imaging and microscopical neuroanatomy. Anat Embryol 210:423-431.
93. Uylings HB, Sanz-Arigita EJ, de Vos K, Pool CW, Evers P, Rajkowska G (2010) 3-D cytoarchitectonic parcellation of human orbitofrontal cortex correlation with postmortem MRI. Psych Res 183:1-20.
94. Van Dijk KR, Hedden T, Venkataraman A, Evans KC, Lazar SW, Buckner RL (2010) Intrinsic functional connectivity as a tool for human connectomics: theory, properties, and optimization. J Neurophysiol 103:297-321.
95. Van Essen DC, Dierker DL (2007) Surface-based and probabilistic atlases of primate cerebral cortex. Neuron 56:209-225.
96. Vincent JL, Kahn I, Snyder AZ, Raichle ME, Buckner RL (2008) Evidence for a frontoparietal control system revealed by intrinsic functional connectivity. J Neurophysiol 100:3328-3342.
97. Wilson CR, Gaffan D, Browning PG, Baxter MG (2010) Functional localization within the prefrontal cortex: missing the forest for the trees? Trends Neurosci 33:533-540.
98. Yeo BT, Krienen FM, Sepulcre J, Sabuncu MR, Lashkari D, Hollinshead M, Roffman JL, Smoller JW, Zöllei L, Polimeni JR, Fischl B, Liu H, Buckner RL (2011) The organization of the human cerebral cortex estimated by functional connectivity. J Neurophysiol 106:1125-1165.
99. Yeterian EH, Pandya DN, Tomaiuolo F, Petrides M (2012) The cortical connectivity of the prefrontal cortex in the monkey brain. Cortex 48:58-81.
100. Zhang D, Snyder AZ, Shimony JS, Fox MD, Raichle ME (2010) Noninvasive functional and structural connectivity mapping of the human thalamocortical system. Cereb Cortex 20:1187-1194.
101. Zilles K, Amunts K (2010) Centenary of Brodmann's map-conception and fate. Nat Rev Neurosci 11:139-145.