Spontaneous Brain Activity Predicts Learning Ability of Foreign Sounds
- Noelia Ventura-Campos1,
- Ana Sanjuán1,
- Julio González1,
- María-Ángeles Palomar-García1,
- Aina Rodríguez-Pujadas1,
- Núria Sebastián-Gallés2,
- Gustavo Deco3,4, and
- César Ávila1
- 1Departament de Psicologia Bàsica, Clínica i Psicobiología, Universitat Jaume I, 12071 Castellón de la Plana, Spain,
- 2Center for Brain and Cognition, Department of Technologies and
- 3Theoretical and Computational Neuroscience Group, Universitat Pompeu Fabra, 08018 Barcelona, Spain, and
- 4Institució Catalana de Recerca i Estudis Avançats, 08010 Barcelona, Spain
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Author contributions: N.V.-C., A.S., J.G., N.S.-G., G.D., and C.A. designed research; N.V.-C., A.S., J.G., M.A.P.-G., A.R.-P., N.S.-G., G.D., and C.A. performed research; N.V.-C. and C.A. contributed unpublished reagents/analytic tools; N.V.-C., M.A.P.-G., and C.A. analyzed data; N.V.-C., N.S.-G., G.D., and C.A. wrote the paper.
Abstract
Can learning capacity of the human brain be predicted from initial spontaneous functional connectivity (FC) between brain areas involved in a task? We combined task-related functional magnetic resonance imaging (fMRI) and resting-state fMRI (rs-fMRI) before and after training with a Hindi dental–retroflex nonnative contrast. Previous fMRI results were replicated, demonstrating that this learning recruited the left insula/frontal operculum and the left superior parietal lobe, among other areas of the brain. Crucially, resting-state FC (rs-FC) between these two areas at pretraining predicted individual differences in learning outcomes after distributed (Experiment 1) and intensive training (Experiment 2). Furthermore, this rs-FC was reduced at posttraining, a change that may also account for learning. Finally, resting-state network analyses showed that the mechanism underlying this reduction of rs-FC was mainly a transfer in intrinsic activity of the left frontal operculum/anterior insula from the left frontoparietal network to the salience network. Thus, rs-FC may contribute to predict learning ability and to understand how learning modifies the functioning of the brain. The discovery of this correspondence between initial spontaneous brain activity in task-related areas and posttraining performance opens new avenues to find predictors of learning capacities in the brain using task-related fMRI and rs-fMRI combined.
- Received October 1, 2012.
- Revision received April 9, 2013.
- Accepted April 16, 2013.
- Copyright © 2013 the authors 0270-6474/13/339295-11$15.00/0





