Abstract

The cerebellum contains 80% of all neurons in the human brain and contributes prominently to implicit learning and predictive processing across motor, sensory, and cognitive domains. As morphological features of the cerebellum in atypically developing individuals remain unexplored in-vivo, this is the first study to use high-resolution 3D fractal analysis to estimate fractal dimension (FD), a measure of structural complexity of an object, of the left and right cerebellar cortex (automatically segmented from Magnetic Resonance Images using FreeSurfer), in male children with Autism Spectrum Disorders (ASD) (N = 20; mean age: 8.8 years old, range: 7.13–10.27) and sex, age, verbal-IQ, and cerebellar volume-matched typically developing (TD) boys (N = 18; mean age: 8.9 years old, range: 6.47–10.52). We focus on an age range within the ‘middle and late childhood’ period of brain development, between 6 and 12 years. A Mann-Whitney U test revealed a significant reduction in the FD of the right cerebellar cortex in ASD relative to TD boys (P = 0.0063, Bonferroni-corrected), indicating flatter and less regular surface protrusions in ASD relative to TD males. Consistent with the prediction that the cerebellum participates in implicit learning, those ASD boys with a higher (vs. lower) PIQ>VIQ difference showed higher, more normative complexity values, closer to TD children, providing new insight on our understanding of the neurological basis of differences in verbal and performance cognitive abilities that often characterize individuals with ASD.

Highlights

  • Our brains are model-makers of the physical world, encoding sensory information in a way that exploits spatial and temporal statistical regularities in the data for efficient representation of, and interaction with, the environment

  • A Mann-Whitney U test indicated a significant reduction in fractal dimension (FD) in the right cerebellar cortex in Autism Spectrum Disorders (ASD) relative to typically developing (TD) individuals that survived a Bonferroni correction (ASD median: 2.5511, range: 2.5170–2.6040 vs. TD median: 2.5851, range: 2.5191–2.6289, U = 86, P = 0.0063) (Fig 2)

  • We show that male children with ASD have significantly reduced structural complexity of the right cerebellar cortex relative to age, Verbal IQ (VIQ)- and cerebellar volume-matched typically developing 7–11 year old boys

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Summary

Introduction

Our brains are model-makers of the physical world, encoding sensory information in a way that exploits spatial and temporal statistical regularities in the data for efficient representation of, and interaction with, the environment. Fractal analysis of the cerebellum in autism. 61472450) to JL, and the Sackler Award in Developmental Psychobiology to KD. Funding acknowledgments for ABIDE investigators are available at: http://fcon_1000.projects.nitrc.org/ indi/abide/abide_I.html. Credits for the Preprocessed Connectomes Project that provided pre-processed structural data used in the current work are available at: http://preprocessedconnectomes-project.org/abide/. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript

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