PLoS Computational BiologyDevelopmental BiologyPeer-reviewed journal article
A model of developmental canalization, applied to human cranial form
Abstract
Developmental mechanisms that canalize or compensate perturbations of organismal development (targeted or compensatory growth) are widely considered a prerequisite of individual health and the evolution of complex life, but little is known about the nature of these mechanisms. It is even unclear if and how a "target trajectory" of individual development is encoded in the organisms genetic-developmental system or, instead, emerges as an epiphenomenon. Here we develop a statistical model of developmental canalization based on an extended autoregressive model. We show that under certain assumptions the strength of canalization and the amount of canalized variance in a population can be estimated, or at least approximated, from longitudinal phenotypic measurements, even if the target trajectories are unobserved. We extend this model to multivariate measures and discuss reifications of the ensuing parameter matrix. We apply these approaches to longitudinal geometric morphometric data on human postnatal craniofacial size and shape as well as to the size of the frontal sinuses. Craniofacial size showed strong developmental canalization during the first 5 years of life, leading to a 50% reduction of cross-sectional size variance, followed by a continual increase in variance during puberty. Frontal sinus size, by contrast, did not show any signs of canalization. Total variance of craniofacial shape decreased slightly until about 5 years of age and increased thereafter. However, different feature of craniofacial shape showed very different developmental dynamics. Whereas the relative dimensions of the nasopharynx showed strong canalization and a reduction of variance throughout postnatal development, facial orientation continually increased in variance. Some of the signals of canalization may owe to independent variation in developmental timing of cranial components, but our results indicate evolved, partly mechanically induced mechanisms of canalization that ensure properly sized upper airways and facial dimensions. Author summaryDevelopmental mechanisms that canalize or compensate perturbations of organismal development are a prerequisite of individual health and the evolution of complex life. However, surprisingly little is known about these mechanisms, partly because the "target trajectories" of individual development cannot be observed directly. Here we develop a statistical model of developmental canalization that allows one to estimate the strength of canalization and the amount of canalized variance in a population even if the target trajectories are unobserved. We applied these approaches to data on human postnatal craniofacial morphology. Whereas overall craniofacial size was strongly canalized during the first 5 years of age, frontal sinus size did not show any signs of canalization. The relative dimensions of the nasopharynx showed strong canalization and a reduction of variance throughout postnatal development, while other shape features, such as facial orientation, continually increased in variance. Our results indicate evolved, partly mechanically induced mechanisms of canalization that ensure properly sized upper airways and facial dimensions.
- Citations
- 11
- FWCI
- 1.38
- Field percentile
- top 22%
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
- Facing the facts: Adaptive trade-offs along body size ranges determine mammalian craniofacial scaling
D. R. Mitchell, E. Sherratt, V. Weisbecker·bioRxiv·Sep 28, 2023
- Does Long-Term Selection for Development Time Result in Canalization: A Test Using Drosophila melanogaster
S. M. Ghosh, K. M. Satish, … A. Joshi·bioRxiv·Feb 18, 2019
- Navigating the window: structural bottlenecks in avian craniofacial integration revealed by the ontogenetic patterning of shape variance
Diane Hu, Jay Devine, … Nathan M. Young·bioRxiv·Sep 18, 2026
- Developmentally cascading structures do not lose evolutionary potential, but compound developmental instability in rat molars
Natasha Vitek, Ella Saks, … Susan Elizabeth Ozanne·bioRxiv·Jan 13, 2025
- Divergent mechanics of inner ear morphogenesis are coupled to developmental tempo over vertebrate evolution
Shunya Kuroda, Shuhei A. Horiguchi, … Okuda Satoru·bioRxiv·Feb 28, 2026
- Evo-devo dynamics of hominin brain size
M. Gonzalez-Forero·bioRxiv·Mar 20, 2023