Multi-voxel pattern analysis in human hippocampal subfields

被引:70
作者
Bonnici, Heidi M. [1 ]
Chadwick, Martin J. [1 ]
Kumaran, Dharshan [2 ]
Hassabis, Demis [3 ]
Weiskopf, Nikolaus [1 ]
Maguire, Eleanor A. [1 ]
机构
[1] UCL, Wellcome Trust Ctr Neuroimaging, Inst Neurol, London WC1N 3BG, England
[2] UCL, Inst Cognit Neurosci, London WC1N 3BG, England
[3] UCL, Gatsby Computat Neurosci Unit, London WC1N 3BG, England
基金
英国惠康基金;
关键词
MVPA; hippocampus; subfields; scenes; memory; fMRI; CA3; DG; MEDIAL TEMPORAL-LOBE; DENTATE GYRUS; RETRIEVAL-PROCESSES; CA3; MEMORY; SEPARATION; FMRI; SEGMENTATION; REPRESENTATIONS; NAVIGATION;
D O I
10.3389/fnhum.2012.00290
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
A complete understanding of the hippocampus depends on elucidating the representations and computations that exist in its anatomically distinct subfields. High-resolution structural and functional MRI scanning is starting to permit insights into hippocampal subfields in humans. In parallel, such scanning has facilitated the use of multi-voxel pattern analysis (MVPA) to examine information present in the distributed pattern of activity across voxels. The aim of this study was to combine these two relatively new innovations and deploy MVPA in the hippocampal subfields. Delineating subregions of the human hippocampus, a prerequisite for our study, remains a significant challenge, with extant methods often only examining part of the hippocampus, or being unable to differentiate CA3 and dentate gyrus (DG). We therefore devised a new high-resolution anatomical scanning and subfield segmentation protocol that allowed us to overcome these issues, and separately identify CA1, CA3, DG, and subiculum (SUB) across the whole hippocampus using a standard 3T MRI scanner. We then used MVPA to examine fMRI data associated with a decision-making paradigm involving highly similar scenes that had relevance for the computations that occur in hippocampal subfields. Intra- and inter-rater scores for subfield identification using our procedure confirmed its reliability. Moreover, we found that decoding of information within hippocampal subfields was possible using MVPA, with findings that included differential effects for CA3 and DG. We suggest that MVPA in human hippocampal subfields may open up new opportunities to examine how different types of information are represented and processed at this fundamental level.
引用
收藏
页数:13
相关论文
共 80 条
[1]   Resolving New Memories: A Critical Look at the Dentate Gyrus, Adult Neurogenesis, and Pattern Separation [J].
Aimone, James B. ;
Deng, Wei ;
Gage, Fred H. .
NEURON, 2011, 70 (04) :589-596
[2]   Different CA1 and CA3 representations of novel routes in a shortcut situation [J].
Alvernhe, Alice ;
Van Cauter, Tiffany ;
Save, Etienne ;
Poucet, Bruno .
JOURNAL OF NEUROSCIENCE, 2008, 28 (29) :7324-7333
[3]  
Amaral D., 2007, The Hippocampus Book, P37
[4]   Cytoarchitectonic mapping of the human amygdala, hippocampal region and entorhinal cortex: intersubject variability and probability maps [J].
Amunts, K ;
Kedo, O ;
Kindler, M ;
Pieperhoff, P ;
Mohlberg, H ;
Shah, NJ ;
Habel, U ;
Schneider, F ;
Zilles, K .
ANATOMY AND EMBRYOLOGY, 2005, 210 (5-6) :343-352
[5]   Modeling geometric deformations in EPI time series [J].
Andersson, JLR ;
Hutton, C ;
Ashburner, J ;
Turner, R ;
Friston, K .
NEUROIMAGE, 2001, 13 (05) :903-919
[6]  
[Anonymous], 2000, Pattern Classification
[7]   Pattern separation in the human hippocampal CA3 and dentate gyrus [J].
Bakker, Arnold ;
Kirwan, C. Brock ;
Miller, Michael ;
Stark, Craig E. L. .
SCIENCE, 2008, 319 (5870) :1640-1642
[8]   CA1 neurons in the human hippocampus are critical for autobiographical memory, mental time travel, and autonoetic consciousness [J].
Bartsch, Thorsten ;
Doehring, Juliane ;
Rohr, Axel ;
Jansen, Olav ;
Deuschl, Guenther .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (42) :17562-17567
[9]   Decoding representations of scenes in the medial temporal lobes [J].
Bonnici, Heidi M. ;
Kumaran, Dharshan ;
Chadwick, Martin J. ;
Weiskopf, Nikolaus ;
Hassabis, Demis ;
Maguire, Eleanor A. .
HIPPOCAMPUS, 2012, 22 (05) :1143-1153
[10]   Neural Activity in the Hippocampus and Perirhinal Cortex during Encoding Is Associated with the Durability of Episodic Memory [J].
Carr, Valerie A. ;
Viskontas, Indre V. ;
Engel, Stephen A. ;
Knowlton, Barbara J. .
JOURNAL OF COGNITIVE NEUROSCIENCE, 2010, 22 (11) :2652-2662