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Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
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Decoupling of BOLD amplitude and pattern classification of orientation-selective activity in human visual cortex
Anke Marit Albers1, Thomas Meindertsma1, Ivan Toni1
1Radboud University, Donders Institute for Brain, Cognition and Behaviour, P.O. Box 9101, NL-6500 HB Nijmegen, The Netherlands.
Neuroimage
|September 28, 2017
Summary
Multivariate pattern analysis (MVPA) of fMRI data reveals that even low BOLD signals in early visual cortex contain reliable stimulus information. This is explained by small, stimulus-specific responses combined with larger, non-specific task-related activity.
Area of Science:
- Neuroscience
- Cognitive Neuroscience
- Neuroimaging
Background:
- Multivariate pattern analysis (MVPA) decodes neural representations from distributed fMRI activity patterns.
- Previous studies show reliable MVPA decoding in early visual cortex for stimuli in working memory or internally generated, despite low BOLD signals.
Purpose of the Study:
- Investigate how reliable stimulus information is decoded from early visual cortex when overall BOLD signal is low.
- Examine the relationship between univariate BOLD response differences and multivariate decoding accuracy.
Main Methods:
- Reanalyzed fMRI data from 24 participants imagining or maintaining a visual grating in working memory.
- Divided V1, V2, and V3 voxels by orientation preference.
- Compared time courses of mean BOLD responses to preferred/non-preferred orientations with multivariate decoding performance.
Main Results:
- Decoding accuracy correlated with small, reliable univariate differences in BOLD responses to preferred vs. non-preferred stimuli.
- The time course of BOLD differences mirrored multivariate classification accuracy.
- Classification reliability strongly correlated with the magnitude of these BOLD signal differences.
Conclusions:
- Small stimulus-specific BOLD responses, alongside large non-stimulus-specific task-related activity, enable decoding.
- Task-related BOLD signals in early visual cortex are an amalgam of specific and non-specific responses.
- Non-specific responses, not evident during internal generation, explain decoding from low overall BOLD signals.
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