HomeMolecular BiologyToggle Switch: Noise-Induced Bit Flips

Toggle Switch: Noise-Induced Bit Flips

Interactive 3D double-well landscape simulator: watch a population of synthetic-biology toggle-switch cells settle into two attractor basins and spontaneously flip between them under intrinsic gene-expression noise, with a live Kramers escape-rate estimate.

Molecular Biology3DAdvanced60 FPS📱 Mobile-adapted⇄ 2D version
synthetic-gene-circuit-toggle-switch ↗ Open standalone

A synthetic-biology genetic toggle switch is bistable: two mutually-repressing genes settle into one of two stable expression states. This simulator renders that bistability as a literal 3D double-well landscape and drops a population of cells onto it as marbles that undergo real Langevin (drift + noise) dynamics. Instead of an external inducer forcing the switch, here the flips are spontaneous — driven purely by intrinsic gene-expression noise — and the panel tracks how often they happen against a live Kramers escape-rate prediction, showing directly how promoter strength and molecular noise trade off to make a genetic memory element robust or leaky.

⚙ Under the hood

Watch a population of synthetic-biology toggle-switch cells roll around a 3D double-well landscape and spontaneously flip between their two stable states under intrinsic gene-expression noise, tracked live against a Kramers escape-rate prediction.

synthetic biologygene circuitbistabilitystochastic noiseKramers escape ratesystems biology

3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install

What did you find?

Add reproduction steps (optional)