eLifeNeurosciencePeer-reviewed journal article
Morphogenesis and morphometry of brain folding patterns across species
Sifan YiniD, Chunzi LiuiD, Gary P. T. ChoiiD, Yeonsu JungiD, Katja HeueriD, Roberto ToroiD, L. MahadevaniD
Abstract
Evolutionary adaptations associated with the formation of a folded cortex in many mammalian brains are thought to be a critical specialization associated with higher cognitive function. The dramatic surface expansion and highly convoluted folding of the cortex during early development is a theme with variations that suggest the need for a comparative study of cortical gyrification. Here, we use a combination of physical experiments using gels, computational morphogenesis, and geometric morphometrics to study the folding of brains across different species. Starting with magnetic resonance images of brains of a newborn ferret, a fetal macaque, and a fetal human, we construct two-layer physical gel brain models that swell superficially in a solvent, leading to folding patterns similar to those seen in vivo. We then adopt a three-dimensional continuum model based on differential growth to simulate cortical folding in silico. Finally, we deploy a comparative morphometric analysis of the in vivo, in vitro, and in silico surface buckling patterns across species. Our study shows that a simple mechanical instability driven by differential growth suffices to explain cortical folding and suggests that variations in the tangential growth and different initial geometries are sufficient to explain the differences in cortical folding across species.
- Citations
- 3
- FWCI
- 0.87
- Field percentile
- top 35%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Biophysical basis for brain folding and misfolding patterns in ferrets and humans
Gary P. T. Choi, Chunzi Liu, … L. Mahadevan·eLifePeer-reviewed·Dec 29, 2025
- Different principles govern different scales of brain folding
Arka N. Mallela, Hansen Deng, … Ezequiel Goldschmidt·Cerebral CortexPeer-reviewed·Mar 19, 2020
- Grow2Fold: mapping heterogeneous developmental growth to human brain folding
Jixin Hou, Akbar Solhtalab, … Xianqiao Wang·bioRxiv·Oct 9, 2026
- The role of thickness inhomogeneities in hierarchical cortical folding
Lucas da Costa Campos, Raphael Hornung, … Svenja Caspers·NeuroImagePeer-reviewed·Feb 5, 2021
- Folding of the cerebellar cortex is clade-specific in form, but universal in degree
Annaleigh R. York, Chet C. Sherwood, … Suzana Herculano‐Houzel·The Journal of Comparative NeurologyPeer-reviewed·Apr 1, 2024
- Cerebellar folding is initiated by mechanical constraints on a fluid-like layer without a cellular pre-pattern
Andrew K. Lawton, Tyler Engstrom, … Alexandra L. Joyner·eLifePeer-reviewed·Apr 16, 2019