BigBrain 3D atlas of cortical layers: Cortical and laminar thickness gradients diverge in sensory and motor cortices

被引:107
作者
Wagstyl, Konrad [1 ,2 ,3 ]
Larocque, Stephanie [4 ]
Cucurull, Guillem [4 ]
Lepage, Claude [1 ]
Cohen, Joseph Paul [4 ]
Bludau, Sebastian [5 ]
Palomero-Gallagher, Nicola [5 ,6 ]
Lewis, Lindsay B. [1 ]
Funck, Thomas [1 ]
Spitzer, Hannah [5 ]
Dickscheid, Timo [5 ]
Fletcher, Paul C. [2 ]
Romero, Adriana [4 ,7 ]
Zilles, Karl [5 ]
Amunts, Katrin [5 ,8 ]
Bengio, Yoshua [4 ]
Evans, Alan C. [1 ]
机构
[1] Montreal Neurol Inst, McGill Ctr Integrat Neurosci, Montreal, PQ, Canada
[2] Univ Cambridge, Dept Psychiat, Cambridge, England
[3] UCL, Wellcome Trust Ctr Neuroimaging, London, England
[4] Univ Montreal, MILA, Montreal, PQ, Canada
[5] Forschungszentrum Julich, Inst Neurosci & Med INM 1, Julich, Germany
[6] Rhein Westfal TH Aachen, Med Fac, Dept Psychiat Psychotherapy & Psychosomat, Aachen, Germany
[7] McGill Univ, Dept Comp Sci, Montreal, PQ, Canada
[8] Heinrich Heine Univ Duesseldorf, Univ Hosp Duesseldorf, Cecile & Oskar Vogt Inst Brain Res, Dusseldorf, Germany
基金
欧盟地平线“2020”; 英国惠康基金;
关键词
CEREBRAL-CORTEX; PYRAMIDAL NEURONS; AREAS; CONNECTIVITY; ORGANIZATION; ARCHITECTURE; MYELIN;
D O I
10.1371/journal.pbio.3000678
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Histological atlases of the cerebral cortex, such as those made famous by Brodmann and von Economo, are invaluable for understanding human brain microstructure and its relationship with functional organization in the brain. However, these existing atlases are limited to small numbers of manually annotated samples from a single cerebral hemisphere, measured from 2D histological sections. We present the first whole-brain quantitative 3D laminar atlas of the human cerebral cortex. It was derived from a 3D histological atlas of the human brain at 20-micrometer isotropic resolution (BigBrain), using a convolutional neural network to segment, automatically, the cortical layers in both hemispheres. Our approach overcomes many of the historical challenges with measurement of histological thickness in 2D, and the resultant laminar atlas provides an unprecedented level of precision and detail. We utilized this BigBrain cortical atlas to test whether previously reported thickness gradients, as measured by MRI in sensory and motor processing cortices, were present in a histological atlas of cortical thickness and which cortical layers were contributing to these gradients. Cortical thickness increased across sensory processing hierarchies, primarily driven by layers III, V, and VI. In contrast, motor-frontal cortices showed the opposite pattern, with decreases in total and pyramidal layer thickness from motor to frontal association cortices. These findings illustrate how this laminar atlas will provide a link between single-neuron morphology, mesoscale cortical layering, macroscopic cortical thickness, and, ultimately, functional neuroanatomy.
引用
收藏
页数:21
相关论文
共 67 条
[1]   Cyto architecture of the cerebral cortex - More than localization [J].
Amunts, K. ;
Schleicher, A. ;
Zilles, K. .
NEUROIMAGE, 2007, 37 (04) :1061-1065
[2]   Gender-specific left-right asymmetries in human visual cortex [J].
Amunts, Katrin ;
Armstrong, Este ;
Malikovic, Aleksandar ;
Hoemke, Lars ;
Mohlberg, Hartmut ;
Schleicher, Axel ;
Zilles, Karl .
JOURNAL OF NEUROSCIENCE, 2007, 27 (06) :1356-1364
[3]   BigBrain: An Ultrahigh-Resolution 3D Human Brain Model [J].
Amunts, Katrin ;
Lepage, Claude ;
Borgeat, Louis ;
Mohlberg, Hartmut ;
Dickscheid, Timo ;
Rousseau, Marc-Etienne ;
Bludau, Sebastian ;
Bazin, Pierre-Louis ;
Lewis, Lindsay B. ;
Oros-Peusquens, Ana-Maria ;
Shah, Nadim J. ;
Lippert, Thomas ;
Zilles, Karl ;
Evans, Alan C. .
SCIENCE, 2013, 340 (6139) :1472-1475
[5]   Motor cortex layer 4: less is more [J].
Barbas, Helen ;
Garcia-Cabezas, Miguel A. .
TRENDS IN NEUROSCIENCES, 2015, 38 (05) :259-261
[6]   A Predictive Structural Model of the Primate Connectome [J].
Beul, Sarah F. ;
Barbas, Helen ;
Hilgetag, Claus C. .
SCIENTIFIC REPORTS, 2017, 7
[7]  
Braitenberg V., 1991, ANATOMY CORTEX STAT
[8]  
Brodmann K., 1909, Vergleichende Lokalisationslehre der Grosshirnrinde in ihren Prinzipien dargestellt auf Grund des Zellenbaues, DOI DOI 10.1001/JAMA.1940.02810350146034
[9]  
Cajal SR., 1899, REV TRIMESTRAL MICRO, V4, P117
[10]   Wiring optimization in cortical circuits [J].
Chklovskii, DB ;
Schikorski, T ;
Stevens, CF .
NEURON, 2002, 34 (03) :341-347