Regional heterogeneity shapes macroscopic wave dynamics of the human and non-human primate cortex
Barnes, V.; Cruddas, J.; Cao, T.; Pope, I. Z.; Xu, T.; Funck, T.; Palomero-Gallagher, N.; Pang, J. C.; Fornito, A.
Show abstract
Growing evidence indicates that macroscopic cortical activity is dominated by propagating waves of excitation. However, many computational models of such wave dynamics assume that the cortex is a spatially homogeneous medium, ignoring the rich regional variations in cellular, molecular, and physiological properties that are known to shape how brain activity evolves through both space and time. Here, we develop a general framework grounded in neural field theory to model how regional heterogeneities in diverse cortical properties shape spatiotemporal brain activity evolving on cortical surface meshes. This enables high resolution, vertex-level simulations without requiring predefined parcellations. The model requires only a standard mesh model of the cortical manifold and a spatial heterogeneity map, providing a biologically grounded and computationally efficient framework that can be generalised to human and non-human species. Using multiple cellular, molecular, and physiological maps in humans--and analogous maps in macaques and marmosets--we show that our model can consistently recapitulate known relationships between regional heterogeneities and variations in cortical wave speed. In particular, we find that models parameterised by heterogeneities in intracortical myelin and excitation-inhibition balance yield the largest performance improvements relative to spatially homogeneous models. Our results identify a key role for regional variations in myelin, receptor, and genetic architecture in shaping the spatial patterning of macroscale cortex-wide activity that is conserved across primate species with diverse cortical geometries.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Evolutionarily conserved fMRI network dynamics in the mouse, macaque, and human brain 97%
- The ascending arousal system shapes low-dimensional brain dynamics to mediate awareness of changes in intrinsic cognitive states 97%
- Multimodal gradients of basal forebrain connectivity across the neocortex 97%
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
"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.