Abstract
We analyzed the developmental history of the subplate and related cellular compartments of the prenatal and early postnatal human cerebrum by combining postmortem histological analysis with in vivo MRI. Histological analysis was performed on 21 postmortem brains (age range: 26 postconceptional weeks to 6.5 years) using Nissl staining, AChE-histochemistry, PAS–Alcian blue histochemistry, Gallyas’ silver impregnation, and immunocytochemistry for MAP2, synaptophysin, neurofilament, chondroitin sulfate, fibronectin, and myelin basic protein. The histological findings were correlated with in vivo MRI findings obtained in 30 age-matched fetuses, infants, and children. We analyzed developmental reorganization of major cellular (cell bodies, growing axons) and extracellular (extracellular matrix) components of the subplate and the developing cortex/white matter interface. We found that perinatal and postnatal reorganization of these tissue components is protracted (extending into the second year of life) and characterized by well-delineated, transient and previously undescribed structural and molecular changes at the cortex/white matter interface. The findings of this study are clinically relevant because they may inform and guide a proper interpretation of highly dynamic and hitherto puzzling changes of cortical thickness and cortical/white matter interface as described in current in vivo MRI studies.
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References
Allendoerfer KL, Shatz CJ (1994) The subplate, a transient neocortical structure—its role in the development of connections between thalamus and cortex. Annu Rev Neurosci 17:185–218
Ang ESBC, Haydar TF, Gluncic V, Rakic P (2003) Four-dimensional migratory coordinates of GABAergic interneurons in the developing mouse cortex. J Neurosci 23:5805–5815
Arnold F (1838) Untersuchungen im Gebiete der Anatomie und Physiologie mit besonderer Hinsicht auf seine anatomischen Tafeln. Erstes Bändchen. Bemerkungen über den Bau des Hirns und Rückenmarks nebst Beiträgen zur Physiologie des zehnten und eilften Hirnnerven, mehrern kritischen Mittheilungen so wie verschiedenen pathologischen und anatomischen Beobachtungen. Verlag von S. Höhr, Zürich
Ayoub AE, Kostovic I (2009) New horizons for the subplate zone and its pioneering neurons. Cereb Cortex 19:1705–1707
Bayatti N, Moss JA, Sun L, Ambrose P, Ward JFH, Lindsay S, Clowry GJ (2008) A molecular neuroanatomical study of the developing human neocortex from 8 to 17 postconceptional weeks revealing the early differentiation of the subplate and subventricular zone. Cereb Cortex 18:1536–1548
Bicknese AR, Sheppard AM, Oleary DDM, Pearlman AL (1994) Thalamocortical axons extend along a chondroitin sulfate proteoglycan-enriched pathway coincident with the neocortical subplate and distinct from the efferent path. J Neurosci 14:3500–3510
Brodmann K (1914) Physiologie des Gehirns. Die anatomische Feldertopographie der Grosshirnoberflache. In: Krause F (ed) Die Allgemeine Chirurgie der Gehirnkrankheiten. Ferdinand Enke, Stuttgart, pp 99–112
Burkhalter A, Bernardo KL, Charles V (1993) Development of local circuits in human visual-cortex. J Neurosci 13:1916–1931
Bystron I, Blakemore C, Rakic P (2008) Development of the human cerebral cortex: Boulder Committee revisited. Nat Rev Neurosci 9:110–122
Chen CH, Gutierrez ED, Thompson W, Panizzon MS, Jernigan TL, Eyler LT, Fennema-Notestine C, Jak AJ, Neale MC, Franz CE, Lyons MJ, Grant MD, Fischl B, Seidman LJ, Tsuang MT, Kremen WS, Dale AM (2012) Hierarchical genetic organization of human cortical surface area. Science 335:1634–1636
Corbett-Detig J, Habas PA, Scott JA, Kim K, Rajagopalan V, McQuillen PS, Barkovich AJ, Glenn OA, Studholme C (2011) 3D global and regional patterns of human fetal subplate growth determined in utero. Brain Struct Funct 215:255–263
Counsell SJ, Allsop JM, Harrison MC, Larkman DJ, Kennea NL, Kapellou O, Cowan FM, Hajnal JV, Edwards AD, Rutherford MA (2003) Diffusion-weighted imaging of the brain in preterm infants with focal and diffuse white matter abnormality. Pediatrics 112:1–7
Culling CFA (1963) Handbook of histopathological techniques. Butterworth & Co, London
Del Rio JA, Martinez A, Auladell C, Soriano E (2000) Developmental history of the subplate and developing white matter in the murine neocortex. Neuronal organization and relationship with the main afferent systems at embryonic and perinatal stages. Cereb Cortex 10:784–801
Delalle I, Evers P, Kostović I, Uylings HB (1997) Laminar distribution of neuropeptide Y-immunoreactive neurons in human prefrontal cortex during development. J Comp Neurol 379(4):515–522
Dudink J, Buijs J, Govaert P, van Zwol AL, Conneman N, van Goudoever JB, Lequin M (2010) Diffusion tensor imaging of the cortical plate and subplate in very-low-birth-weight infants. Pediatr Radiol 40:1397–1404
Eastwood SL, Harrison PJ (2005) Interstitial white matter neuron density in the dorsolateral prefrontal cortex and parahippocampal gyrus in schizophrenia. Schizophr Res 79:181–188
Flechsig P (1920) Anatomie des menschlichen Gehirns und Ruchenmarks auf myelogenetischer Grundlage. Thieme, Leipzig
Fransson P, Aden U, Blennow M, Lagercrantz H (2011) The functional architecture of the infant brain as revealed by resting-state fMRI. Cereb Cortex 21:145–154
Gallyas F (1979) Silver staining of myelin by means of physical development. Neurol Res 1:203–209
Ghosh A, Shatz CJ (1994) Segregation of geniculocortical afferents during the critical period—a role for subplate neurons. J Neurosci 14:3862–3880
Goldman PS, Galkin TW (1978) Prenatal removal of frontal association cortex in fetal rhesus-monkey—anatomical and functional consequences in postnatal life. Brain Res 152:451–485
Habas PA, Kim K, Corbett-Detig JM, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010) A spatiotemporal atlas of MR intensity, tissue probability and shape of the fetal brain with application to segmentation. Neuroimage 53:460–470
Hadders-Algra M (2007) Putative neural substrate of normal and abnormal general movements. Neurosci Biobehav Rev 31:1181–1190
Hagmann P, Sporns O, Madan N, Cammoun L, Pienaar R, Wedeen VJ, Meuli R, Thiran JP, Grant PE (2010) White matter maturation reshapes structural connectivity in the late developing human brain. Proc Natl Acad Sci USA 107:19067–19072
Hanganu IL, Kilb W, Luhmann HJ (2001) Spontaneous synaptic activity of subplate neurons in neonatal rat somatosensory cortex. Cereb Cortex 11:400–410
Hanganu IL, Kilb W, Luhmann HJ (2002) Functional synaptic projections onto subplate neurons in neonatal rat somatosensory cortex. J Neurosci 22:7165–7176
Hoerder-Suabedissen A, Molnar Z (2012) Molecular diversity of early-born subplate neurons. Cereb Cortex
Hoerder-Suabedissen A, Wang WZ, Lee S, Davies KE, Goffinet AM, Rakic S, Parnavelas J, Reim K, Nicolic M, Paulsen O, Molnar Z (2009) Novel markers reveal subpopulations of subplate neurons in the murine cerebral cortex. Cereb Cortex 19:1738–1750
Hsu SM, Raine L, Fanger H (1981) The use of antiavidin antibody and avidin-biotin-peroxidase complex in immunoperoxidase technics. Am J Clin Pathol 75:816–821
Huang H, Xue R, Zhang JY, Ren TB, Richards LJ, Yarowsky P, Miller MI, Mori S (2009) Anatomical characterization of human fetal brain development with diffusion tensor magnetic resonance imaging. J Neurosci 29:4263–4273
Huang H, Jeong T, Sedmak G, Pletikos M, Vasung L, Xu X, Yarowsky P, Richards LJ, Kostović I, Sestan N, Mori S (2012) Coupling diffusion imaging with histological and gene expression analysis to examine the dynamics of cortical area across the fetal period of human brain development. Cereb Cortex doi:10.1093/cercor/bhs241
Huppi PS, Murphy B, Maier SE, Zientara GP, Inder TE, Barnes PD, Kikinis R, Jolesz FA, Volpe JJ (2001) Microstructural brain development after perinatal cerebral white matter injury assessed by diffusion tensor magnetic resonance imaging. Pediatrics 107:455–460
Innocenti GM, Price DJ (2005) Exuberance in the development of cortical networks. Nat Rev Neurosci 6:955–965
Judaš M, Sestan N, Kostović I (1999) Nitrinergic neurons in the developing and adult human telencephalon: Transient and permanent patterns of expression in comparison to other mammals. Microsc Res Tech 45:401–419
Judaš M, Milošević NJ, Rašin MR, Heffer-Lauc M, Kostović I (2003) Complex patterns and simple architects: molecular guidance cues for developing axonal pathways in telencephalon. Prog Mol Subcell Biol 32:1–32
Judaš M, Radoš M, Jovanov-Milošević N, Hrabać P, Stern-Padovan R, Kostović I (2005) Structural, immunocytochemical, and MR imaging properties of periventricular crossroads of growing cortical pathways in preterm infants. Am J Neuroradiol 26:2671–2684
Judaš M, Sedmak G, Pletikos M (2010a) Early history of subplate and interstitial neurons: from Theodor Meynert (1867) to the discovery of the subplate zone (1974). J Anat 217:344–367
Judaš M, Sedmak G, Pletikos M, Jovanov-Milošević N (2010b) Populations of subplate and interstitial neurons in fetal and adult human telencephalon. J Anat 217:381–399
Judaš M, Šimić G, Petanjek Z, Jovanov-Milošević N, Pletikos M, Vasung L, Vukšić M, Kostović I (2011) The Zagreb Collection of human brains: a unique, versatile, but underexploited resource for the neuroscience community. Ann N Y Acad Sci 1225:105–130
Kang HJ, Kawasawa YI, Cheng F, Zhu Y, Xu XM, Li MF, Sousa AMM, Pletikos M, Meyer KA, Sedmak G, Guennel T, Shin Y, Johnson MB, Krsnik Z, Mayer S, Fertuzinhos S, Umlauf S, Lisgo SN, Vortmeyer A, Weinberger DR, Mane S, Hyde TM, Huttner A, Reimers M, Kleinman JE, Sestan N (2011) Spatio-temporal transcriptome of the human brain. Nature 478:483–489
Kanold PO (2009) Subplate neurons: crucial regulators of cortical development and plasticity. Front Neuroanat 2(3):16
Kanold PO, Luhmann HJ (2010) The subplate and early cortical circuits. Annu Rev Neurosci 33:23–48
Karama S, Johnson W, Deary IJ, Haier R, Waber DB, Lepage C, Ganjavi H, Jung R, Evans AC, Brain Development Cooperative Group (2011) Cortical thickness correlates of specific cognitive performance accounted for by the general factor of intelligence in healthy children aged 6 to 18. Neuroimage 55:1443–1453
Kidokoro H, Anderson PJ, Doyle LW, Neil JJ, Inder TE (2011) High signal intensity on T2-weighted mr imaging at term-equivalent age in preterm infants does not predict 2-year neurodevelopmental outcomes. Am J Neuroradiol 32:2005–2010
Kim SH, Fonov V, Dietrich C, Vachet C, Hazlett HC, Smith RG, Graves M, Piven J, Gilmore JH, Collins DL, Gerig G, Styner M (2012) Adaptive prior probability and spatial temporal intensity change estimation for segmentation of the one-year-old human brain. J Neurosci Methods. doi:10.1016/j.neumeth.2012.09.018
Kinney HC, Haynes RL, Xu G, Andiman SE, Folkerth RD, Sleeper LA, Volpe JJ (2012) Neuron deficit in the white matter and subplate in periventricular leukomalacia. Ann Neurol 71:397–406
Kostović I, Goldman-Rakic PS (1983) Transient cholinesterase staining in the mediodorsal nucleus of the thalamus and its connections in the developing human and monkey brain. J Comp Neurol 219:431–447
Kostović I, Jovanov-Milošević N (2006) The development of cerebral connections during the first 20–45 weeks’ gestation. Semin Fetal Neonatal Med 11:415–422
Kostović I, Judaš M (2002) Correlation between the sequential ingrowth of afferents and transient patterns of cortical lamination in preterm infants. Anat Rec 267:1–6
Kostović I, Judaš M (2006) Prolonged coexistence of transient and permanent circuitry elements in the developing cerebral cortex of fetuses and preterm infants. Dev Med Child Neurol 48:388–393
Kostović I, Judaš M (2007) Transient patterns of cortical lamination during prenatal life: Do they have implications for treatment? Neurosci Biobehav Rev 31:1157–1168
Kostović I, Judaš M (2010) The development of the subplate and thalamocortical connections in the human foetal brain. Acta Paediatr 99:1119–1127
Kostović I, Molliver ME (1974) New interpretation of laminar development of cerebral cortex: synaptogenesis in different layers of neopallium in human fetus. Anat Rec 178:395
Kostović I, Rakic P (1980) Cytology and time of origin of interstitial neurons in the white matter in infant and adult human and monkey telencephalon. J Neurocytol 9:219–242
Kostović I, Rakic P (1984) Development of prestriate visual projections in the monkey and human-fetal cerebrum revealed by transient cholinesterase staining. J Neurosci 4:25–42
Kostović I, Rakic P (1990) Developmental history of the transient subplate zone in the visual and somatosensory cortex of the Macaque monkey and human brain. J Comp Neurol 297:441–470
Kostović I, Vasung L (2009) Insights from in vitro fetal magnetic resonance imaging of cerebral development. Semin Perinatol 33:220–233
Kostović I, Lukinović N, Judaš M, Bogdanović N, Mrzljak L, Zečević N, Kubat M (1989) Structural basis of the developmental plasticity in the human cerebral-cortex—the role of the transient subplate zone. Metab Brain Dis 4:17–23
Kostović I, Judaš M, Kostovic-Kneževic L, Šimic G, Delalle I, Chudy D, Šajin B, Petanjek Z (1991) Zagreb research collection of human brains for developmental neurobiologists and clinical neuroscientists. Int J Dev Biol 35:215–230
Kostović I, Judaš M, Radoš M, Hrabać P (2002) Laminar organization of the human fetal cerebrum revealed by histochemical markers and magnetic resonance imaging. Cereb Cortex 12:536–544
Kostović I, Judaš M, Sedmak G (2011) Developmental history of the subplate zone, subplate neurons and interstitial white matter neurons: relevance for schizophrenia. Int J Dev Neurosci 29:193–205
Kwan KY, Lam MMS, Krsnik Z, Kawasawa YI, Lefebvre V, Sestan N (2008) SOX5 postmitotically regulates migration, postmigratory differentiation, and projections of subplate and deep-layer neocortical neurons. Proc Natl Acad Sci USA 105:16021–16026
Lamantia AS, Rakic P (1994) Axon overproduction and elimination in the anterior commissure of the developing Rhesus-monkey. J Comp Neurol 340:328–336
Leroy F, Mangin JF, Rousseau F, Glasel H, Hertz-Pannier L, Dubois J, Dehaene-Lambertz G (2011) Atlas-free surface reconstruction of the cortical grey–white interface in infants. PLoS ONE 6:e27128
Lewis DA, Levitt P (2002) Schizophrenia as a disorder of neurodevelopment. Annu Rev Neurosci 25:409–432
Mathur A, Inder T (2009) Magnetic resonance imaging—insights into brain injury and outcomes in premature infants. J Commun Disord 42:248–255
McQuillen PS, Ferriero DM (2005) Perinatal subplate neuron injury: implications for cortical development and plasticity. Brain Pathol 15:250–260
Meynert T (1867) Der Bau der Grosshirnrinde und seine örtlichen Verschiedenheiten, nebst einem pathologisch-anatomischen Corollarium. Engelmann, Leipzig
Meynert T (1872) Vom Gehirne der Säugethiere. In: Stricker S (ed) Handbuch der Lehre von den Geweben des Menschen und der Thiere, vol 2. Engelmann, Leipzig, pp 694–808
Meynert T (1884) Psychiatrie: Klinik der Erkrankungen des Vorderhirns begründet auf dessen Bau, Leistung und Ernährung. Erste Hälfte. Braumüller, Wien
Molliver ME, Kostović I, Van Der Loos H (1973) The development of synapses in cerebral cortex of the human fetus. Brain Res 50:403–407
Moore AR, Filipovic R, Mo ZC, Rasband MN, Zecevic N, Antic SD (2009) Electrical excitability of early neurons in the human cerebral cortex during the second trimester of gestation. Cereb Cortex 19:1795–1805
Mrzljak L, Uylings HBM, Kostovic I, Van Eden CG (1988) Prenatal development of neurons in the human prefrontal cortex: I. A qualitative Golgi study. J Comp Neurol 15:355–386
Mrzljak L, Uylings HBM, Vaneden CG, Judas M (1990) Neuronal development in human prefrontal cortex in prenatal and postnatal stages. Prog Brain Res 85:185–222
Mrzljak L, Uylings HBM, Kostović I, Vaneden CG (1992) Prenatal development of neurons in the human prefrontal cortex. 2. A quantitative golgi-study. J Comp Neurol 316:485–496
Nakanishi S (1983) Extracellular matrix during laminar pattern formation of neocortex in normal and reeler mutant mice. Developmental Biology 95:305–316
Oishi K, Zilles K, Amunts K, Faria A, Jiang HY, Li X, Akhter K, Hua KG, Woods R, Toga AW, Pike GB, Rosa-Neto P, Evans A, Zhang JY, Huang H, Miller MI, van Zijl PCM, Mazziotta J, Mori S (2008) Human brain white matter atlas: identification and assignment of common anatomical structures in superficial white matter. Neuroimage 43:447–457
Pearlman AL, Sheppard AM (1996) Extracellular matrix in early cortical development. Neural Dev Plast 108:119–134
Perkins L, Hughes E, Srinivasan L, Allsop J, Glover A, Kumar S, Fisk N, Rutherford M (2008) Exploring cortical subplate evolution using magnetic resonance imaging of the fetal brain. Dev Neurosci 30:211–220
Petanjek Z, Judaš M, Kostović I, Uylings HBM (2008) Lifespan alterations of basal dendritic trees of pyramidal neurons in the human prefrontal cortex: a layer-specific pattern. Cereb Cortex 18:915–929
Petanjek Z, Judaš M, Šimic G, Rasin MR, Uylings HBM, Rakic P, Kostović I (2011) Extraordinary neoteny of synaptic spines in the human prefrontal cortex. Proc Natl Acad Sci USA 108:13281–13286
Peters A, Sethares C (1996) Myelinated axons and the pyramidal cell modules in monkey primary visual cortex. J Comp Neurol 365:232–255
Prastawa M, Gilmore JH, Lin W, Gerig G (2005) Automatic segmentation of MR images of the developing newborn brain. Med Image Anal 9:457–466
Prayer D, Kasprian G, Krampl E, Ulm B, Witzani L, Prayer L, Brugger PC (2006) MRI of normal fetal brain development. Eur J Radiol 57:199–216
Radoš M, Judaš M, Kostović I (2006) In vitro MRI of brain development. Eur J Radiol 57(2):187–198
Rajagopalan V, Scott J, Habas PA, Kim K, Corbett-Detig J, Rousseau F, Barkovich AJ, Glenn OA, Studholme C (2011) Local tissue growth patterns underlying normal fetal human brain gyrification quantified in utero. J Neurosci 31:2878–2887
Rhodes KE, Fawcett JW (2004) Chondroitin sulphate proteoglycans: preventing plasticity or protecting the CNS? J Anat 204:33–48
Rutherford MA (2009) Magnetic resonance imaging of the fetal brain. Curr Opin Obstet Gynecol 21:180–186
Schmahmann J, Pandya DN (2006) Fibre pathways of the brain. Oxford University Press, Oxford
Schwartz ML, Goldman-Rakic PS (1991) Prenatal specification of callosal connections in Rhesus-monkey. J Comp Neurol 307:144–162
Shaw P, Kabani NJ, Lerch JP, Eckstrand K, Lenroot R, Gogtay N, Greenstein D, Clasen L, Evans A, Rapoport JL, Giedd JN, Wise SP (2008) Neurodevelopmental trajectories of the human cerebral cortex. J Neurosci 28:3586–3594
Shi F, Fan Y, Tang S, Gilmore JH, Lin W, Shen D (2010) Neonatal brain image segmentation in longitudinal MRI studies. Neuroimage 49:391–400
Smyser CD, Snyder AZ, Neil JJ (2011) Functional connectivity MRI in infants: exploration of the functional organization of the developing brain. Neuroimage 56:1437–1452
Stewart GR, Pearlman AL (1987) Fibronectin-like immunoreactivity in the developing cerebral-cortex. J Neurosci 7:3325–3333
Tzarouchi LC, Astrakas LG, Xydis V, Zikou A, Kosta P, Drougia A, Andronikou S, Argyropoulou MI (2009) Age-related grey matter changes in preterm infants: an MRI study. Neuroimage 47:1148–1153
Uylings HB, Delalle I (1997) Morphology of neuropeptide Y-immunoreactive neurons and fibers in human prefrontal cortex during prenatal and postnatal development. J Comp Neurol 379(4):523–540
VanEssen DC (1997) A tension-based theory of morphogenesis and compact wiring in the central nervous system. Nature 385:313–318
Vasung L, Huang H, Jovanov-Milošević N, Pletikos M, Mori S, Kostović I (2010) Development of axonal pathways in the human fetal fronto-limbic brain: histochemical characterization and diffusion tensor imaging. J Anat 217:400–417
Vasung L, Jovanov-Milošević N, Pletikos M, Mori S, Judaš M, Kostović I (2011) Prominent periventricular fiber system related to ganglionic eminence and striatum in the human fetal cerebrum. Brain Struct Funct 215:237–253
Volpe JJ (1996) Subplate neurons—missing link in brain injury of the premature infant? Pediatrics 97:112–113
Volpe JJ (2000) Overview: normal and abnormal human brain development. Mental Retard Dev Disabil Res Rev 6:1–5
von Kölliker A (1896) Handbuch der Gewebelehre des Menschen. Sechste umgearbeitete Auflage. Zweiter Band: Nervensystem des Menschen und der Thiere. Verlag von Wilhelm Engelmann, Leipzig
Von Monakow C (1905) Gehirnpathologie. Alfred Holder, Wien
Vulpius O (1892) Ueber die Entwicklung und Ausbreitung der Tangentialfasern in der menschlichen Grosshirnrinde während verschiedener Altersperioden. Archiv Psychiat Nervenkrankheit 23:775–798
Wedeen VJ, Rosene DL, Wang RP, Dai GP, Mortazavi F, Hagmann P, Kaas JH, Tseng WYI (2012) The geometric structure of the brain fiber pathways. Science 335:1628–1634
Widjaja E, Geibprasert S, Mahmoodabadi SZ, Blaser S, Brown NE, Shannon P (2010) Alteration of Human fetal subplate layer and intermediate zone during normal development on MR and diffusion tensor imaging. Am J Neuroradiol 31:1091–1099
Yakovlev PI, Lecours AR (1967) The myelogenetic cycles of regional maturation of the brain. In: Minkowski A (ed) Regional development of the brain in early life. Blackwell, Oxford, pp 3–64
Zecevic N, Verney C (1995) Development of the catecholamine neurons in human embryos and fetuses, with special emphasis on the innervation of the cerebral-cortex. J Comp Neurol 351:509–535
Zikopoulos B, Barbas H (2010) Changes in prefrontal axons may disrupt the network in autism. J Neurosci 30:14595–14609
Zilles K, Amunts K (2012) Segregation and wiring in the brain. Science 335:1582–1584
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This work has been supported by Croatian Ministry of Science, Education and Sport Grants No. 108-1081870-1876 (to I.K.), No. 108-1081870-1878 (to M.J.), and Unity Through Knowledge Fund (UKF) grant (Director: I. Kostović). Authors gratefully acknowledge the technical assistance of Zdenka Cmuk, Danica Budinšćak, Božica Popović and Maja Horvat.
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Kostović, I., Jovanov-Milošević, N., Radoš, M. et al. Perinatal and early postnatal reorganization of the subplate and related cellular compartments in the human cerebral wall as revealed by histological and MRI approaches. Brain Struct Funct 219, 231–253 (2014). https://doi.org/10.1007/s00429-012-0496-0
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DOI: https://doi.org/10.1007/s00429-012-0496-0