Yangwen Xu1, Weiwei Men2, Tianyi Qian3, Thomas Beck4, Jiahong Gao2, and Yanchao Bi1
1National Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, People's Republic of China, 2Center for MRI research, Peking University, Beijing, People's Republic of China, 3MR Collaboration NE Asia, Siemens Healthcare, Beijing, People's Republic of China, 4Siemens Healthcare, Erlangen, Germany
Synopsis
Decades of studies have identified a list of
brain areas specific to a certain taxonomic category. However, neural
representations incorporating both taxonomic and thematic knowledge are not
well understood. In this study, we applied representational similarity analyses
to investigate the underlying organizing principles of high-resolution neural
activation patterns induced by different categories and themes at different
cortical levels. In contrast to taxonomic representation, we did not find
specific neural substrates representing thematic knowledge. Instead, neural
activation patterns specific to thematic information emerged only when
taxonomic differences were controlled for. These results suggest that the brain
is dominated by taxonomic knowledge and then modified by thematic knowledge.
Introduction
For a given entity, we know the category to
which it belongs (e.g., an animal, a tool, etc.) and its associated context or
location (e.g., in a sport metting, in a medical situation, etc.). Theories on
how the brain represents aspects of conceptual knowledge are currently
controversial as different studies have attributed different representations of
conceptual knowledge to different brain regions, i.e. there is not yet a consensus
on which brain region is responsible for which conceptual representation [1]. Such controversies
are difficult to resolve using traditional paradigms (e.g., semantic priming
and word or picture associations) because of potential confounding factors. In
this study we employed a representation similarity analysis (RSA) approach
using a set of stimuli whose taxonomic and thematic relationships were
orthogonally manipulated to test the neural underpinnings of both the taxonomic
and thematic aspects of different conceptual representations.Methods
In this ER-designed fMRI study (N = 20), all
participants (10 males; aged 18-27 years) were scanned on a MAGNETOM Prisma 3T
MR scanner (Siemens, Erlangen, Germany) with a 20-channel head-neck coil.
Forty-five printed words (Figure 1) belonging to 9 conditions [3 themes
(school, healthcare, and sports) × 3 taxonomies (people, objects, and location)]
were pseudo-randomly presented once in each run. Participants made taxonomic
judgments in half of the 10 runs and thematic judgments in the other half so
that they would have to explicitly access both the taxonomic and thematic
aspects of each word. BOLD data were acquired using a prototype simultaneous
multi-slice EPI sequence with the following parameters: number of slices=64,
TR/TE=2000ms/30ms, FA=90º, slices acceleration factor =2, voxel size= 2×2×2mm3.
The fMRI data were post-processed with SPM12 (the Wellcome Trust Center for
Neuroimaging, http://www.fil.ion.ucl.ac.uk/spm/software/spm12/). We used a
searchlight-based RSA [2] to evaluate
voxel-wise activation patterns and detect the neural substrates generating
these patterns. The activation pattern induced by each stimulus was correlated
with model representational dissimilarity matrices grouped by taxonomic and
thematic knowledge (Figure 2).Results
The results are presented in Figure 3. The
following regions were found to represent taxonomic knowledge as they were
significantly activated by particular taxonomic groupings of the stimuli: the
left inferior frontal gyrus, the left transverse occipital sulcus, the left
posterior temporal gyrus, the left parahippocampal gyrus, the bilateral
retrosplenial cortices, and the left anterior superior temporal cortex. We did
not find any brain region strictly representing thematic knowledge. However,
when we did control for taxonomic differences, bilateral ventral temporal
cortices, bilateral temporoparietal cortices, and the left inferior frontal
gyrus were found to represent thematic knowledgeDiscussion and Conclusion.
Our results indicate that taxonomic and thematic
knowledge share some of the same, but not all, neural substrates. While
taxonomic knowledge is represented by category-specific regions, thematic
information is represented in category-specific regions only when taxonomic
differences are controlled for. These results suggest that taxonomic and
thematic knowledge are not represented peer to peer, i.e., the brain is
dominated by taxonomic knowledge and modified by thematic knowledge.Acknowledgements
Author contributions: YX and YB conceived and performed
research, analyzed data and wrote the abstract; WM, TQ, TB and JG designed
imaging sequence and helped collect imaging data.References
1 Jackson, R.L., et al. (2015) The nature and neural
correlates of semantic association versus conceptual similarity. Cerebral Cortex 25, 4319-4333
2 Kriegeskorte, N., et al. (2008) Representational
similarity analysis - connecting the branches of systems neuroscience. Front Syst Neurosci 2, 4