Abstract:
:Inferring neural mechanisms from functional magnetic resonance imaging (fMRI) is challenging because the fMRI signal integrates over millions of neurons. One approach is to compare computational models that map neural activity to fMRI responses, to see which best predicts fMRI data. We use this approach to compare four possible neural mechanisms of fMRI adaptation to repeated stimuli (scaling, sharpening, repulsive shifting and attractive shifting), acting across three domains (global, local and remote). Six features of fMRI repetition effects are identified, both univariate and multivariate, from two independent fMRI experiments. After searching over parameter values, only the local scaling model can simultaneously fit all data features from both experiments. Thus fMRI stimulus repetition effects are best captured by down-scaling neuronal tuning curves in proportion to the difference between the stimulus and neuronal preference. These results emphasise the importance of formal modelling for bridging neuronal and fMRI levels of investigation.
journal_name
Nat Communjournal_title
Nature communicationsauthors
Alink A,Abdulrahman H,Henson RNdoi
10.1038/s41467-018-05957-0subject
Has Abstractpub_date
2018-09-21 00:00:00pages
3854issue
1issn
2041-1723pii
10.1038/s41467-018-05957-0journal_volume
9pub_type
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