Back

Large Data on the Small Brain: Population-wide Cerebellar Growth Models of Children and Adolescents

Gaiser, C.; van der Vliet, R.; de Boer, A. A. A.; Donchin, O.; Berthet, P.; Devenyi, G. A.; Chakravarty, M.; Diedrichsen, J.; Marquand, A. F.; Frens, M. A.; Muetzel, R. L.

2023-04-26 neuroscience
10.1101/2023.04.26.538263 bioRxiv
Show abstract

In the past, the cerebellum has been best known for its crucial role in motor function. However, increasingly more findings highlight the importance of cerebellar contributions in cognitive functions and neurodevelopment. Using large scale, population-wide neuroimaging data, we describe and provide detailed, openly available models of cerebellar development in childhood and adolescence, an important time period for brain development and onset of neuropsychiatric disorders. Next to a traditionally used anatomical parcellation of the cerebellum, we generated growth models based on a recently proposed functional parcellation. In both, we find an anterior-posterior growth gradient mirroring the age-related improvements of underlying behavior and function, which is analogous to cerebral maturation patterns and offers new evidence for directly related cerebello-cortical developmental trajectories. Finally, we illustrate how the current approach can be used to detect cerebellar abnormalities in clinical samples.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.