PT - JOURNAL ARTICLE AU - Henrik Ullman AU - Rita Almeida AU - Torkel Klingberg TI - Structural Maturation and Brain Activity Predict Future Working Memory Capacity during Childhood Development AID - 10.1523/JNEUROSCI.0842-13.2014 DP - 2014 Jan 29 TA - The Journal of Neuroscience PG - 1592--1598 VI - 34 IP - 5 4099 - http://www.jneurosci.org/content/34/5/1592.short 4100 - http://www.jneurosci.org/content/34/5/1592.full SO - J. Neurosci.2014 Jan 29; 34 AB - Human working memory capacity develops during childhood and is a strong predictor of future academic performance, in particular, achievements in mathematics and reading. Predicting working memory development is important for the early identification of children at risk for poor cognitive and academic development. Here we show that structural and functional magnetic resonance imaging data explain variance in children's working memory capacity 2 years later, which was unique variance in addition to that predicted using cognitive tests. While current working memory capacity correlated with frontoparietal cortical activity, the future capacity could be inferred from structure and activity in basal ganglia and thalamus. This gives a novel insight into the neural mechanisms of childhood development and supports the idea that neuroimaging can have a unique role in predicting children's cognitive development.