Functional parcellation using time courses of instantaneous connectivity

被引:39
作者
van Oort, Erik S. B. [1 ]
Mennes, Maarten [1 ]
Schroeder, Tobias Navarro [1 ,3 ,4 ]
Kumar, Vinod J. [5 ]
Jimenez, Nestor I. Zaragoza [1 ,6 ]
Grodd, Wolfgang [5 ]
Doeller, Christian F. [1 ,3 ,4 ]
Beckmann, Christian F. [1 ,2 ,7 ]
机构
[1] Radboud Univ Nijmegen, Donders Inst Brain Cognit & Behav, Nijmegen, Netherlands
[2] Radboud Univ Nijmegen, Med Ctr, Dept Cognit Neurosci, Nijmegen, Netherlands
[3] Norwegian Univ Sci & Technol, NTNU, Kavli Inst Syst Neurosci, N-7491 Trondheim, Norway
[4] Norwegian Univ Sci & Technol, NTNU, Ctr Biol, N-7491 Trondheim, Norway
[5] Max Planck Inst Biol Cybernet, Tubingen, Germany
[6] Max Planck Inst Human Cognit & Brain Sci, Dept Neuropsychol, Leipzig, Germany
[7] Univ Oxford, Oxford Ctr Funct Magnet Resonance Imaging Brain F, Oxford OX3 9DU, England
基金
欧洲研究理事会; 英国惠康基金;
关键词
Parcellation; Resting state; FMRI; Motor cortex; Thalamus; Subcortex; Entorhinal cortex; HUMAN CEREBRAL-CORTEX; INDEPENDENT COMPONENT ANALYSIS; SPONTANEOUS BRAIN ACTIVITY; ENTORHINAL CORTEX; HUMAN THALAMUS; RESTING-STATE; MOTOR CORTEX; NETWORK; ORGANIZATION; FMRI;
D O I
10.1016/j.neuroimage.2017.07.027
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Functional neuroimaging studies have led to understanding the brain as a collection of spatially segregated functional networks. It is thought that each of these networks is in turn composed of a set of distinct sub-regions that together support each networks function. Considering the sub-regions to be an essential part of the brain's functional architecture, several strategies have been put forward that aim at identifying the functional sub-units of the brain by means of functional parcellations. Current parcellation strategies typically employ a bottom-up strategy, creating a parcellation by clustering smaller units. We propose a novel top down parcellation strategy, using time courses of instantaneous connectivity to subdivide an initial region of interest into sub-regions. We use split-half reproducibility to choose the optimal number of sub-regions. We apply our Instantaneous Connectivity Parcellation (ICP) strategy on high-quality resting-state FMRI data, and demonstrate the ability to generate parcellations for thalamus, entorhinal cortex, motor cortex, and subcortex including brainstem and striatum. We evaluate the subdivisions against available cytoarchitecture maps to show that our parcellation strategy recovers biologically valid subdivisions that adhere to known cytoarchitectural features. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:31 / 40
页数:10
相关论文
共 54 条
[1]   A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs [J].
Achard, S ;
Salvador, R ;
Whitcher, B ;
Suckling, J ;
Bullmore, ET .
JOURNAL OF NEUROSCIENCE, 2006, 26 (01) :63-72
[2]  
Amunts K, 1999, J COMP NEUROL, V412, P319, DOI 10.1002/(SICI)1096-9861(19990920)412:2<319::AID-CNE10>3.0.CO
[3]  
2-7
[4]   Probabilistic independent component analysis for functional magnetic resonance imaging [J].
Beckmann, CF ;
Smith, SA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (02) :137-152
[5]   Modelling with independent components [J].
Beckmann, Christian F. .
NEUROIMAGE, 2012, 62 (02) :891-901
[6]   Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging [J].
Behrens, TEJ ;
Johansen-Berg, H ;
Woolrich, MW ;
Smith, SM ;
Wheeler-Kingshott, CAM ;
Boulby, PA ;
Barker, GJ ;
Sillery, EL ;
Sheehan, K ;
Ciccarelli, O ;
Thompson, AJ ;
Brady, JM ;
Matthews, PM .
NATURE NEUROSCIENCE, 2003, 6 (07) :750-757
[7]   Identification of large-scale networks in the brain using fMRI [J].
Bellec, P ;
Perlbarg, V ;
Jbabdi, S ;
Pélégrini-Issac, W ;
Anton, JL ;
Doyon, J ;
Benali, H .
NEUROIMAGE, 2006, 29 (04) :1231-1243
[8]   Multi-level bootstrap analysis of stable clusters in resting-state fMRI [J].
Bellec, Pierre ;
Rosa-Neto, Pedro ;
Lyttelton, Oliver C. ;
Benali, Habib ;
Evans, Alan C. .
NEUROIMAGE, 2010, 51 (03) :1126-1139
[9]   FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].
BISWAL, B ;
YETKIN, FZ ;
HAUGHTON, VM ;
HYDE, JS .
MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541
[10]   Spatially constrained hierarchical parcellation of the brain with resting-state fMRI [J].
Blumensath, Thomas ;
Jbabdi, Saad ;
Glasser, Matthew F. ;
Van Essen, David C. ;
Ugurbil, Kamil ;
Behrens, Timothy E. J. ;
Smith, Stephen M. .
NEUROIMAGE, 2013, 76 (01) :313-324