Abstract

The structure of the adult brain is the result of complex physical mechanisms acting in three-dimensional space through development. Consequently, the brain’s spatial embedding plays a key role in its organization, including the gradient-like patterning of gene expression that encodes the molecular underpinning of functional specialization. However, we do not yet understand how changes in brain shape and size that occur across development influence the brain’s transcriptional architecture. Here we investigate the spatial embedding of transcriptional patterns of over 1800 genes across seven time points through mouse-brain development using data from the Allen Developing Mouse Brain Atlas. We find that transcriptional similarity decreases exponentially with separation distance across all developmental time points, with a correlation length scale that follows a power-law scaling relationship with a linear dimension of brain size. This scaling suggests that the mouse brain achieves a characteristic balance between local molecular similarity (homogeneous gene expression within a specialized brain area) and longer-range diversity (between functionally specialized brain areas) throughout its development. Extrapolating this mouse developmental scaling relationship to the human cortex yields a prediction consistent with the value measured from microarray data. We introduce a simple model of brain growth as spatially autocorrelated gene-expression gradients that expand through development, which captures key features of the mouse developmental data. Complementing the well-known exponential distance rule for structural connectivity, our findings characterize an analogous exponential distance rule for transcriptional gradients that scales across mouse brain development, providing new understanding of spatial constraints on the brain’s molecular patterning.

Highlights

  • Brain structure is the result of physical mechanisms playing out through development, shaped by genetic and environmental factors

  • How does the spatial embedding of transcriptional gradients emerge through development? Do different spatial constraints dominate early in development compared to later? macroscopic brain organization in adult is often attributed to gradients set up during development [28], to our knowledge, no study has analyzed the spatial embedding of gene expression through development

  • Matching the wellknown exponential distance rule for connectivity, we find an exponential decay in correlated gene expression (CGE) at each developmental time point, with a spatial correlation length that scales with a linear dimension of brain size

Read more

Summary

Introduction

Brain structure is the result of physical mechanisms playing out through development, shaped by genetic and environmental factors. Macroscopic functional gradients across the human cortex maximize the spatial distance between areas functionally involved in sensory perception and those involved in integrative cognition [23, 24]. These hierarchical functional gradients are underpinned by a corresponding variation in structural microarchitecture [25,26,27]. Macroscopic brain organization in adult is often attributed to gradients set up during development (e.g., in transcriptional factors) [28], to our knowledge, no study has analyzed the spatial embedding of gene expression through development How does the spatial embedding of transcriptional gradients emerge through development? Do different spatial constraints dominate early in development compared to later? macroscopic brain organization in adult is often attributed to gradients set up during development (e.g., in transcriptional factors) [28], to our knowledge, no study has analyzed the spatial embedding of gene expression through development

Objectives
Methods
Results
Conclusion
Full Text
Published version (Free)

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call