Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network.
Mathematical learning deficits are defined as a neurodevelopmental disorder (dyscalculia) in the International Classification of Diseases. It is not known, however, how such deficits emerge in the course of early brain development. Here, we conducted functional and structural magnetic resonance imag...
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Public Library of Science (PLoS)
2021
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oai:doaj.org-article:dd71ba5f9b964a8a9ab500239eb09d8c2021-12-02T19:54:34ZMathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network.1544-91731545-788510.1371/journal.pbio.3001407https://doaj.org/article/dd71ba5f9b964a8a9ab500239eb09d8c2021-09-01T00:00:00Zhttps://doi.org/10.1371/journal.pbio.3001407https://doaj.org/toc/1544-9173https://doaj.org/toc/1545-7885Mathematical learning deficits are defined as a neurodevelopmental disorder (dyscalculia) in the International Classification of Diseases. It is not known, however, how such deficits emerge in the course of early brain development. Here, we conducted functional and structural magnetic resonance imaging (MRI) experiments in 3- to 6-year-old children without formal mathematical learning experience. We followed this sample until the age of 7 to 9 years, identified individuals who developed deficits, and matched them to a typically developing control group using comprehensive behavioral assessments. Multivariate pattern classification distinguished future cases from controls with up to 87% accuracy based on the regional functional activity of the right posterior parietal cortex (PPC), the network-level functional activity of the right dorsolateral prefrontal cortex (DLPFC), and the effective functional and structural connectivity of these regions. Our results indicate that mathematical learning deficits originate from atypical development of a frontoparietal network that is already detectable in early childhood.Ulrike KuhlSarah SobottaLegascreen ConsortiumMichael A SkeidePublic Library of Science (PLoS)articleBiology (General)QH301-705.5ENPLoS Biology, Vol 19, Iss 9, p e3001407 (2021) |
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Biology (General) QH301-705.5 |
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Biology (General) QH301-705.5 Ulrike Kuhl Sarah Sobotta Legascreen Consortium Michael A Skeide Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
description |
Mathematical learning deficits are defined as a neurodevelopmental disorder (dyscalculia) in the International Classification of Diseases. It is not known, however, how such deficits emerge in the course of early brain development. Here, we conducted functional and structural magnetic resonance imaging (MRI) experiments in 3- to 6-year-old children without formal mathematical learning experience. We followed this sample until the age of 7 to 9 years, identified individuals who developed deficits, and matched them to a typically developing control group using comprehensive behavioral assessments. Multivariate pattern classification distinguished future cases from controls with up to 87% accuracy based on the regional functional activity of the right posterior parietal cortex (PPC), the network-level functional activity of the right dorsolateral prefrontal cortex (DLPFC), and the effective functional and structural connectivity of these regions. Our results indicate that mathematical learning deficits originate from atypical development of a frontoparietal network that is already detectable in early childhood. |
format |
article |
author |
Ulrike Kuhl Sarah Sobotta Legascreen Consortium Michael A Skeide |
author_facet |
Ulrike Kuhl Sarah Sobotta Legascreen Consortium Michael A Skeide |
author_sort |
Ulrike Kuhl |
title |
Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
title_short |
Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
title_full |
Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
title_fullStr |
Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
title_full_unstemmed |
Mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
title_sort |
mathematical learning deficits originate in early childhood from atypical development of a frontoparietal brain network. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2021 |
url |
https://doaj.org/article/dd71ba5f9b964a8a9ab500239eb09d8c |
work_keys_str_mv |
AT ulrikekuhl mathematicallearningdeficitsoriginateinearlychildhoodfromatypicaldevelopmentofafrontoparietalbrainnetwork AT sarahsobotta mathematicallearningdeficitsoriginateinearlychildhoodfromatypicaldevelopmentofafrontoparietalbrainnetwork AT legascreenconsortium mathematicallearningdeficitsoriginateinearlychildhoodfromatypicaldevelopmentofafrontoparietalbrainnetwork AT michaelaskeide mathematicallearningdeficitsoriginateinearlychildhoodfromatypicaldevelopmentofafrontoparietalbrainnetwork |
_version_ |
1718375932048179200 |