Departament de Psicologia Bàsica, Clínica i Psicobiología, Universitat Jaume I, 12071 Castellón de la Plana, Spain.
J Neurosci. 2013 May 29;33(22):9295-305. doi: 10.1523/JNEUROSCI.4655-12.2013.
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.
人类大脑的学习能力能否从参与任务的大脑区域之间初始的自发功能连接(FC)预测?我们结合了与任务相关的功能磁共振成像(fMRI)和训练前后的静息状态 fMRI(rs-fMRI),使用印地语齿龈卷舌辅音非母语对比。先前的 fMRI 结果得到了复制,证明这种学习涉及左脑岛/额侧回和左顶叶上回等大脑区域。至关重要的是,训练前这两个区域之间的静息状态连接(rs-FC)可以预测个体在分布式(实验 1)和强化训练(实验 2)后的学习成绩差异。此外,rs-FC 在训练后减少,这种变化也可能与学习有关。最后,静息状态网络分析表明,rs-FC 减少的机制主要是左额侧回/前脑岛内在活动从左额顶网络向突显网络的转移。因此,rs-FC 可能有助于预测学习能力,并了解学习如何改变大脑的功能。这项任务相关区域初始自发脑活动与训练后表现之间的对应关系的发现,为使用任务相关 fMRI 和 rs-fMRI 相结合寻找大脑学习能力的预测指标开辟了新的途径。