#21 · Systems biology
Multiscale models couple cellular processes to tissue-level growth and dynamics
The common thread is mechanistic, multiscale computational modeling in which tissue-level behavior emerges from coupled cellular processes. A logic-based ODE model of dermal fibroblast mechanotransduction, with 151 reactions across 96 nodes, is coupled to tissue growth in a porcine skin tissue-expansion context. An agent-based model of sterile inflammation links immune recruitment, polarization, signal diffusion, and tissue turnover spatially and identifies multiple paths to inflammation resolution. A closed-loop system couples living optogenetic cardiac monolayers bidirectionally with GPU-accelerated real-time cellular automata simulations to manipulate reentrant dynamics. What is new is the explicit coupling of models to tissue or living-system context and the treatment of alternative trajectories as outputs. The items are heterogeneous, so this thread is dominant rather than shared uniformly. These remain model-generated hypotheses and simulations rather than established mechanisms.
Published papers
Agent-based modeling identifies multiple paths for inflammation resolution.
Sterile inflammation emerges from spatially coordinated interactions between immune recruitment, polarization, signal diffusion, and tissue turnover.
Real-time GPU-accelerated coupled cardiac system: Integrating bidirectional interactions between living optogenetic monolayers and computational simulations.
Closed-loop system coupling optogenetic cardiac monolayers with GPU-accelerated real-time cellular automata simulations to dynamically manipulate reentrant…
Preprints
Coupling fibroblast mechanotransduction signaling to tissue growth in a multiscale model of skin expansion
Logic-based ODE model of dermal fibroblast mechanotransduction (151 reactions, 96 nodes) coupled to tissue growth, reproducing porcine skin tissue-expansion…
Topic history
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