1. Virtual cells in a virtual microenvironment recapitulate early development-like patterns in human pluripotent stem cell colonies
- Author
-
Himanshu Kaul, Nicolas Werschler, Ross D. Jones, M. Mona Siu, Mukul Tewary, Andrew Hagner, Joel Ostblom, Daniel Aguilar-Hidalgo, and Peter W. Zandstra
- Subjects
agent-based model ,development ,digital twin ,ectoderm ,endoderm ,gastrulation ,Medicine (General) ,R5-920 ,Biology (General) ,QH301-705.5 - Abstract
Summary: The mechanism by which morphogenetic signals engage the regulatory networks responsible for early embryonic tissue patterning is incompletely understood. Here, we developed a minimal gene regulatory network (GRN) model of human pluripotent stem cell (hPSC) lineage commitment and embedded it into “cellular” agents that respond to a dynamic morphogenetic signaling microenvironment. Simulations demonstrated that GRN wiring had significant non-intuitive effects on tissue pattern order, composition, and dynamics. Experimental perturbation of GRN connectivities supported model predictions and demonstrated the role of OCT4 as a master regulator of peri-gastrulation fates. Our so-called GARMEN strategy provides a multiscale computational platform to understand how single-cell-based regulatory interactions scale to tissue domains. This foundation provides new opportunities to simulate the impact of network motifs on normal and aberrant tissue development.
- Published
- 2023
- Full Text
- View/download PDF