Behavioral profiling across large-scale
activation data to understand cognitive
information processing
Sarah Genon
Cognitive Neuroinformatics Group
1) Region of Interest:
Dorsal Premotor Cortex:
Interface between prefrontal and primary motor
Genon et al., 2017, Cerebral Cortex
2) Connectivity matrix
3) Clustering/factorization
Connectivity-based parcellation (CBP)
Functional organization of the human
hippocampus
Plachti et al., in press
study c study a study b
Vos de Wael et al, 2018
First gradient Second gradient
The human hippocampus
Hippocampus organization based on local microstructure
Local microstructure
Ding & Van Hoesen, 2015
Lateral medial DG DG Sub Sub CA1 CA2 CA3 CA3 CA2 CA1 Amunts et al., 2006 Lateral medial
Connectivity-based parcellation
study c study a study b2k
3k
VBM-es' mated ' ssue values Not one map of the brain
Beyond regions and network: gradients/organizational dimensions
Amunts et al., 2006 Plachti et al., in press
Characterizing brain organization
anterior
posterior
medial lateral
Local microstructure Connectivity markers
What do these organizational dimensions reflect in terms of
Relating brain organization to behavioral
functions with activations databases
Genon et al., 2018
BrainMap:
> 3200 papers (> 16380 experiments)
Plant or animal?horse
Plant or animal?horse
Font color?Green
Similar to 2-back?M
What is her name?
1. Caroline Ravin 2. Stéphanie Dupont 3. Stéphanie Rufon 4. Caroline Martin Neurosynth: > 11400 papers
Activation database behavioral conditions 25 + 32 = ? Similar to 2-back? M Font color? green
What was her name? 1. Linda 2. Susan 3. Helen Are you? self-confident activation peaks ζSame or different ? ζ ζ Brain region
?
explicit Memory objects/scenes imagination deception Behavioral profile P(task|activation) Genon et al., 2018Behavioral profiling
Right PMd
Flexion/extension
Isometric force
Finger tapping
Drawing
Sequence recall/learning
Visual pursuit/tracking
Visual attention/distractor
Saccades
Antisaccades
Imagined movement
Mental rotation
N-back (working memory)
Card Sorting (abstract rules)
Genon et al., 2017, Cerebral Cortex
lateral posterior intermedi
ate lat 1 intermediate lat 2 anterior lateral anterior rostral Cognition.Memory.Explicit Cognition.Language.Semantics Cognition.Memory Emotion Emotion.Happiness Emotion.Fear Emotion.Disgust Emotion.Sadness
Plachti et al., in press
Associated behavioral functions in activations databases
Emotion-cognition gradient Navigation Context Scenes, pictures Episodic memory Autobiographical Face Emotion* Anxiety Fear** Threat
lateral posterior intermediate lateral anterior lateral anterior rostral
* emotional valence , ** fearful faces
Self-world centric gradient
Characterizing the anterior-posterior gradient of the
human hippocampus
Behavioral profiling
• Limited spatial precision
• Publication bias
• …
Conclusions and perspectives:
Behavioral profiling of parcellation maps
As a proof of concept, behavioural profiling across activation data of the PMd rostro-caudal organization highlights a cognitive-motor
gradient.
Behavioural profiling along the hippocampus longitudinal axis supports a cognitive-motor gradient and further suggests a self-word centric gradient
Perspectives: resources
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THANK YOU
CASIA Beijing Lingzhong Fan Düsseldorf Katrin Amunts Svenja Caspers Holger Schwender s.genon@fz-juelich.de @fzj_inm7 Simon EickhoffCognitive Neuroinformatics Lab
WashU Aris Sotiras