First Steps in Using Multi-Voxel Pattern Analysis to Disentangle Neural Processes Underlying Generalization of Spider Fear.
A core symptom of anxiety disorders is the tendency to interpret ambiguous information as threatening. Using electroencephalography and blood oxygenation level dependent magnetic resonance imaging (BOLD-MRI), several studies have begun to elucidate brain processes involved in fear-related perceptual biases, but thus far mainly found evidence for general hypervigilance in high fearful individuals. Recently, multi-voxel pattern analysis (MVPA) has become popular for decoding cognitive states from distributed patterns of neural activation. Here, we used this technique to assess whether biased fear generalization, characteristic of clinical fear, is already present during the initial perception and categorization of a stimulus, or emerges during the subsequent interpretation of a stimulus. Individuals with low spider fear (n = 20) and high spider fear (n = 18) underwent functional MRI scanning while viewing series of schematic flowers morphing to spiders. In line with previous studies, individuals with high fear of spiders were behaviorally more likely to classify ambiguous morphs as spiders than individuals with low fear of spiders. Univariate analyses of BOLD-MRI data revealed stronger activation toward spider pictures in high fearful individuals compared to low fearful individuals in numerous areas. Yet, neither average activation, nor support vector machine classification (i.e., a form of MVPA) matched the behavioral results - i.e., a biased response toward ambiguous stimuli - in any of the regions of interest. This may point to limitations of the current design, and to challenges associated with classifying emotional and neutral stimuli in groups that differ in their judgment of emotionality. Improvements for future research are suggested.
Department of Clinical Psychology, University of AmsterdamAmsterdam, Netherlands; Department of Clinical Psychology, University of AmsterdamAmsterdam, Netherlands; Department of Clinical Psychology, University of AmsterdamAmsterdam, Netherlands.
Renée M
RM
Visser
Department of Clinical Psychology, University of Amsterdam Amsterdam, Netherlands.
Pia
P
Haver
Department of Psychological Methods, University of Amsterdam Amsterdam, Netherlands.
Robert J
RJ
Zwitser
Amsterdam Brain and Cognition, University of AmsterdamAmsterdam, Netherlands; Department of Brain and Cognition, University of AmsterdamAmsterdam, Netherlands.
H Steven
HS
Scholte
Department of Clinical Psychology, University of AmsterdamAmsterdam, Netherlands; Amsterdam Brain and Cognition, University of AmsterdamAmsterdam, Netherlands.
Merel
M
Kindt
fMRI; fear generalization; interpretation bias; multi-voxel pattern analysis (MVPA); spider fear; support vector machine